<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.3 20210610//EN" "JATS-journalpublishing1-3-mathml3.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns:ali="http://www.niso.org/schemas/ali/1.0/" article-type="systematic-review" dtd-version="1.3" xml:lang="EN">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Sustain. Cities</journal-id>
<journal-title-group>
<journal-title>Frontiers in Sustainable Cities</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Sustain. Cities</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">2624-9634</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/frsc.2026.1743552</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Systematic Review</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Governance of digital transformation for sustainable development: aligning digital innovation with the sustainable development goals</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Ghazal Masri</surname>
<given-names>Sarah</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/3270151"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="conceptualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Data curation" vocab-term-identifier="https://credit.niso.org/contributor-roles/data-curation/">Data curation</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Formal analysis" vocab-term-identifier="https://credit.niso.org/contributor-roles/formal-analysis/">Formal analysis</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Funding acquisition" vocab-term-identifier="https://credit.niso.org/contributor-roles/funding-acquisition/">Funding acquisition</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="investigation" vocab-term-identifier="https://credit.niso.org/contributor-roles/investigation/">Investigation</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="methodology" vocab-term-identifier="https://credit.niso.org/contributor-roles/methodology/">Methodology</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="resources" vocab-term-identifier="https://credit.niso.org/contributor-roles/resources/">Resources</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="software" vocab-term-identifier="https://credit.niso.org/contributor-roles/software/">Software</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="supervision" vocab-term-identifier="https://credit.niso.org/contributor-roles/supervision/">Supervision</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="validation" vocab-term-identifier="https://credit.niso.org/contributor-roles/validation/">Validation</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="visualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/visualization/">Visualization</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>El-Fadel</surname>
<given-names>Mutasem</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/3388335"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Formal analysis" vocab-term-identifier="https://credit.niso.org/contributor-roles/formal-analysis/">Formal analysis</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Funding acquisition" vocab-term-identifier="https://credit.niso.org/contributor-roles/funding-acquisition/">Funding acquisition</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="investigation" vocab-term-identifier="https://credit.niso.org/contributor-roles/investigation/">Investigation</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="methodology" vocab-term-identifier="https://credit.niso.org/contributor-roles/methodology/">Methodology</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Project administration" vocab-term-identifier="https://credit.niso.org/contributor-roles/project-administration/">Project administration</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="resources" vocab-term-identifier="https://credit.niso.org/contributor-roles/resources/">Resources</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="supervision" vocab-term-identifier="https://credit.niso.org/contributor-roles/supervision/">Supervision</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="validation" vocab-term-identifier="https://credit.niso.org/contributor-roles/validation/">Validation</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role>
</contrib>
</contrib-group>
<aff id="aff1"><label>1</label><institution>Department of Civil &#x0026; Environmental Engineering, American University of Beirut</institution>, <city>Beirut</city>, <country country="lb">Lebanon</country></aff>
<aff id="aff2"><label>2</label><institution>Department of Civil &#x0026; Environmental Engineering, Khalifa University</institution>, <city>Abu Dhabi</city>, <country country="ae">United Arab Emirates</country></aff>
<author-notes>
<corresp id="c001"><label>&#x002A;</label>Correspondence: Sarah Ghazal Masri, <email xlink:href="mailto:sng03@aub.edu.lb">sng03@aub.edu.lb</email>; Mutasem El-Fadel, <email xlink:href="mailto:mutasem.elfadel@ku.ac.ae">mutasem.elfadel@ku.ac.ae</email></corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-02-25">
<day>25</day>
<month>02</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2026</year>
</pub-date>
<volume>8</volume>
<elocation-id>1743552</elocation-id>
<history>
<date date-type="received">
<day>10</day>
<month>11</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>04</day>
<month>02</month>
<year>2026</year>
</date>
<date date-type="accepted">
<day>04</day>
<month>02</month>
<year>2026</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2026 Ghazal Masri and El-Fadel.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Ghazal Masri and El-Fadel</copyright-holder>
<license>
<ali:license_ref start_date="2026-02-25">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</license-p>
</license>
</permissions>
<abstract>
<p>The accelerating pace of digital innovation presents new governance challenges, necessitating the establishment of robust policy, legislative, and institutional frameworks to mitigate risks and maximize sustainability benefits. This study examines the intersection between digital transformation (DT), governance, and sustainability within the context of the United Nations Sustainable Development Goals (SDGs). The purpose of this study is to synthesize and critically evaluate the evidence on how DT governance influences progress toward the SDGs. Using a systematic mapping and structured qualitative evidence synthesis, aligned with PRISMA 2020 guidelines, the study reviews peer-reviewed literature published between 2015 and 2024 on the governance of DT in relation to the SDGs. Sixty-five studies were analyzed across governance scales, digital technologies, and sustainability dimensions. The findings reveal strong optimism regarding DT contributions to the SDGs, alongside persistent governance gaps, contextual inequalities, and underexamined trade-offs. To address these gaps, the study proposes an evidence-informed framework for sustainable DT governance that integrates inclusivity, adaptability, transparency, and multi-stakeholder collaboration. The framework is positioned relative to existing digital and sustainability governance models and highlights implementation challenges, particularly in low- and middle-income country contexts. The results advance policy-relevant insights for aligning digital innovation with long-term sustainability objectives.</p>
</abstract>
<kwd-group>
<kwd>digital transformation</kwd>
<kwd>governance</kwd>
<kwd>qualitative evidence synthesis</kwd>
<kwd>sustainability</kwd>
<kwd>sustainable development goals</kwd>
<kwd>systematic mapping</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declared that financial support was received for this work and/or its publication. This research was supported through a joint funding initiative between the American University of Beirut (AUB) and Khalifa University in the United Arab Emirates.</funding-statement>
</funding-group>
<counts>
<fig-count count="10"/>
<table-count count="8"/>
<equation-count count="0"/>
<ref-count count="148"/>
<page-count count="20"/>
<word-count count="15934"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Innovation and Governance</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<label>1</label>
<title>Introduction</title>
<p>The digital era is reshaping every aspect of life with the integration of advanced digital technologies such as Artificial Intelligence (AI), Big Data, Cloud Computing, Video Analytics, Virtual and Augmented Realities, and the Internet of Things (IoT) into sustainable development practices presenting both unparalleled opportunities and considerable challenges (<xref ref-type="bibr" rid="ref140">World Economic Forum, 2019</xref>). In this context, Digital Transformation (DT) offers a promising potential for accelerating the achievement of the UN Sustainable Development Goals (SDGs) by streamlining processes and enhancing efficiency across economic, environmental, and social pillars (<xref ref-type="bibr" rid="ref8">Bai et al., 2025</xref>; <xref ref-type="bibr" rid="ref142">World Economic Forum, 2020b</xref>). Nonetheless, the emergence and rapid expansion of digital technologies also raises significant concerns regarding the capacity to address pressing global challenges, particularly sustainability (<xref ref-type="bibr" rid="ref131">United Nations Conference on Trade and Development, 2018</xref>), defined as &#x201C;meeting the needs of the present without compromising the ability of future generations to meet their own needs&#x201D; (<xref ref-type="bibr" rid="ref21">Brundtland, 1987</xref>; <xref ref-type="bibr" rid="ref130">United Nations, 2020</xref>; <xref ref-type="bibr" rid="ref139">World Bank, 2019</xref>).</p>
<p>The UN views sustainability through a framework of the SDGs built upon three interconnected pillars: economic, environmental, and social, and designed to promote environmental protection, social equity, and economic development (<xref ref-type="bibr" rid="ref5">Allen et al., 2016</xref>; <xref ref-type="bibr" rid="ref6">Allen et al., 2018</xref>; <xref ref-type="bibr" rid="ref12">Berawi, 2017</xref>; <xref ref-type="bibr" rid="ref45">Glavi&#x010D; and Lukman, 2007</xref>; <xref ref-type="bibr" rid="ref103">Ruggerio, 2021</xref>; <xref ref-type="bibr" rid="ref104">Sachs et al., 2019</xref>; <xref ref-type="bibr" rid="ref128">United Nations, 2015a</xref>; <xref ref-type="bibr" rid="ref129">United Nations, 2015b</xref>; <xref ref-type="bibr" rid="ref131">United Nations Conference on Trade and Development, 2018</xref>). Embracing sustainability is beyond just a moral imperative but rather an economic and social necessity, becoming also essential in the business and governance fields (<xref ref-type="bibr" rid="ref48">Goralski and Tan, 2020</xref>; <xref ref-type="bibr" rid="ref69">Jones et al., 2017</xref>). In parallel, Digital transformation, or DT, described as the integration of digital technologies into business areas (<xref ref-type="bibr" rid="ref30">El hilali and El manouar, 2019</xref>), is altering how organizations operate and deliver value to customers (<xref ref-type="bibr" rid="ref42">Ghobakhloo et al., 2021a</xref>; <xref ref-type="bibr" rid="ref71">Khakurel et al., 2018</xref>; <xref ref-type="bibr" rid="ref121">Stock et al., 2018</xref>). It involves the digitization of information and the evolution of systems, processes, and organizational culture to boost efficiency, performance, and value creation (<xref ref-type="bibr" rid="ref32">Etzion and Aragon-Correa, 2016</xref>; <xref ref-type="bibr" rid="ref107">Santarius et al., 2023a</xref>) and to adapt to a dynamically changing digital economy (<xref ref-type="bibr" rid="ref93">Norstr&#x00F6;m et al., 2023</xref>; <xref ref-type="bibr" rid="ref147">Zhang et al., 2024</xref>), marking a shift towards more efficient, innovative, and customer-focused operations (<xref ref-type="bibr" rid="ref47">Gong and Ribiere, 2021</xref>).</p>
<p>Both DT and sustainability have steadily emerged as central concepts of focus in the contemporary global context, intersecting and providing opportunities to leverage digital technologies towards achieving sustainable development (SD). Combining technological advancements with robust sustainability practices leads to enhanced quality of life through democratized services and drives towards an economically stable, socially equitable, and environmentally healthy global society (<xref ref-type="bibr" rid="ref8">Bai et al., 2025</xref>; <xref ref-type="bibr" rid="ref20">Brenner and Hartl, 2021</xref>; <xref ref-type="bibr" rid="ref52">Guandalini, 2022</xref>; <xref ref-type="bibr" rid="ref68">Ji and Huang, 2024</xref>). Concurrently, DT is also associated with risks and challenges (<xref ref-type="bibr" rid="ref124">Truby, 2020</xref>; <xref ref-type="bibr" rid="ref144">Young et al., 2020</xref>) of significant concerns to be addressed to ensure that the DT does not undermine sustainability (<xref ref-type="bibr" rid="ref11">Bekaroo et al., 2016</xref>). In this context, DT governance refers to policies and guidelines that regulate the development, implementation, and use of digital technologies. It can be leveraged to support the UN SDGs by guiding the effective, ethical, and equitable use of technologies towards addressing global challenges like poverty, education, inequality, and climate change.</p>
<p>Emerging efforts underscore the need for a holistic approach that integrates digital and sustainability transformations, while recognizing the interconnected nature of these fields and the critical role of robust national policies and global actions to ensure their effective implementation and beneficial outcomes (<xref ref-type="bibr" rid="ref132">United Nations Department of Economic and Social Affairs, 2018</xref>). The purpose of this study is to synthesize and critically assess the evidence on how digital transformation governance shapes environmental, social, and economic progress toward the United Nations Sustainable Development Goals. Given the policy-oriented and multi-scalar nature of digital transformation governance, this study applies an adapted governance-oriented analytical structure that defines (i) contexts (governance level and socio-economic setting); (ii) governance interventions (policies, regulatory instruments and institutional arrangements); and (iii) sustainability-related outcomes in relation to the UN SDGs. As such, this study presents a systematic mapping and qualitative evidence synthesis of the role of DT governance in the pursuit of the UN SDGs, by addressing the following questions:</p>
<list list-type="simple">
<list-item>
<p>1) How do DT initiatives influence progress toward the environmental, social, and economic dimensions of the UN SDGs across different governance levels and socio-economic contexts?</p>
</list-item>
<list-item>
<p>2) Which DT governance mechanisms&#x2014;such as policies, regulatory frameworks, institutional arrangements, and coordination instruments&#x2014;shape the direction and magnitude of DT impacts on SDG progress? and</p>
</list-item>
<list-item>
<p>3) What governance approaches and policy practices have been reported as effective in aligning digital transformation with the UN SDGs, and under what institutional and geographic conditions are these practices transferable or constrained?</p>
</list-item>
</list>
<p>Past efforts emphasized the use of DT to support the governance of sustainability, rather than the governance of DT itself in a sustainable manner, leaving a critical gap in understanding how governance structures can manage DT towards sustainability. While highlighting the importance of DT governance, previous studies stopped short of synthesizing knowledge gaps to address governance challenges. Unlike earlier studies that narrowly focus on specific SDGs or emphasize technological benefits without fully exploring trade-offs, this study adopts a holistic approach, examining interconnections across all SDGs while providing a balanced analysis of benefits and challenges. The success of DT in promoting sustainability depends heavily on regional, economic, and social contexts, which are underexplored in past efforts. Therefore, we consider regional variability and contextual sensitivity to ensure that the findings are globally applicable and locally relevant. Additionally, we highlight policy pathways and strategic actions for effective DT governance aiming to support sustainable development. Finally, this study develops an inductively derived, evidence-based governance framework that synthesizes recurring patterns in governance mechanisms, institutional capacity, and contextual implementation challenges shaping the sustainability outcomes of digital transformation, offering an analytical lens for understanding DT governance in relation to the UN SDGs and identifying key knowledge gaps and future research directions.</p>
</sec>
<sec sec-type="methods" id="sec2">
<label>2</label>
<title>Methodology</title>
<sec id="sec3">
<label>2.1</label>
<title>Systematic mapping and structured qualitative synthesis protocol and search strategy</title>
<p>A systematic mapping and structured qualitative evidence synthesis was conducted to identify knowledge gaps and opportunities, along with a critical assessment of relevant studies addressing the effects of DT governance on the progress of SDGs. First, a screening was conducted in accordance with the updated Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) framework 2020 (<xref ref-type="bibr" rid="ref96">Page et al., 2021</xref>), ensuring a scientifically rigorous and transparent approach to systematic analysis through a standard methodology and guideline checklist. A protocol was established to define the search strategy, inclusion and exclusion criteria, data extraction, and analysis procedures. The search targeted three prominent electronic bibliographic databases: Scopus, Web of Science, and Science Direct, chosen for their recognized impact indices and coverage of credible peer-reviewed literature in sustainability and digital transformation. The search was limited to relatively recent articles published since 2015 onwards, coinciding with the adoption of SDGs. Only English-language publications were included for feasibility. Relevant bibliographies were screened manually to identify additional eligible studies. The review was also restricted to peer-reviewed open-access articles to enhance transparency, reproducibility, and accessibility of the evidence base for policy-oriented audiences, particularly in resource-constrained contexts. While this criterion supports equitable access, it may introduce selection bias by underrepresenting paywalled governance and theoretical studies; the implications of this limitation are explicitly addressed in the Discussion and inform the identification of future research directions. Search terms were expanded to capture as many relevant studies as possible, including &#x201C;Sustainable Development Goals&#x201D; or &#x201C;SDGs,&#x201D; &#x201C;Digital Transformation&#x201D; or &#x201C;Digital Technologies&#x201D; or &#x201C;ICT&#x201D; and &#x201C;Governance&#x201D; or &#x201C;Policy&#x201D; or &#x201C;Strategy.&#x201D; The complete database-specific Boolean search strings used for each bibliographic source are provided in <xref rid="SM1" ref-type="supplementary-material">Appendix A</xref> to enhance transparency and replicability. Inclusion and exclusion criteria (<xref ref-type="table" rid="tab1">Table 1</xref>) were then defined and used to filter studies that analyzed the role and impacts of DT governance and policies on the SDGs.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Inclusion and Exclusion criteria for the selection of studies.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Inclusion Criteria (ICs)</th>
<th align="left" valign="top">Exclusion Criteria (ECs)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">IC-1. Studies addressing the governance of DT and its impacts on the UN SDGs</td>
<td align="left" valign="top">EC-1. Proceedings of congresses, conference papers, books, book chapters, dissertations, and thesis studies<break/>EC-2. Written in languages other than English</td>
</tr>
<tr>
<td align="left" valign="top">IC-2. Written in the English language</td>
<td align="left" valign="top">EC-3. Studies that are off-topic (irrelevant to the research questions) or not focused on the governance of DT</td>
</tr>
<tr>
<td align="left" valign="top">IC-3. Available in full text (Open Access)</td>
<td align="left" valign="top">EC-4. Studies addressing the governance of DT at the corporate or business levels</td>
</tr>
<tr>
<td align="left" valign="top">IC-4. Published between 2015 and 2024</td>
<td align="left" valign="top">EC-5. Studies addressing a specific industry or sector, not generalized to all sectors</td>
</tr>
<tr>
<td/>
<td align="left" valign="top">EC-6. Studies not available in full text</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>DT: Digital Transformation; IC: Inclusion Criteria; EC: Exclusion Criteria.</p>
</table-wrap-foot>
</table-wrap>
<p>The collection of articles was conducted in three rounds. The first round involved an initial search in SCOPUS (<italic>n</italic>&#x202F;=&#x202F;152) articles, Web of Science (<italic>n</italic>&#x202F;=&#x202F;89) articles, and Science Direct databases (<italic>n</italic>&#x202F;=&#x202F;236) articles, resulting in a total of (<italic>n</italic>&#x202F;=&#x202F;477) studies. After excluding duplicates, (<italic>n</italic>&#x202F;=&#x202F;461) studies remained. In the first screening round, 126 articles were excluded for being irrelevant to the research question or not focused on the governance of DT (EC-3). In the second round, (<italic>n</italic>&#x202F;=&#x202F;39) publications were excluded for addressing the governance of DT at the corporate or business levels rather than the national or global level (EC-4). In the third round, the remaining studies were further screened, and the full texts of eligible publications were reviewed for relevance, with 237 studies excluded for being sector or industry-specific not generalizable to all sectors (EC-5), with (<italic>n</italic>&#x202F;=&#x202F;54) remaining studies. Manual screening of reference lists of relevant studies yielded 11 additional papers. The overall process is presented in the PRISMA flow diagram in <xref ref-type="fig" rid="fig1">Figure 1</xref> with 65 relevant studies.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Flow diagram for the systematic analysis using PRISMA 2020 guidelines. DT: Digital transformation; <italic>n</italic>: number of articles.</p>
</caption>
<graphic xlink:href="frsc-08-1743552-g001.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Flowchart illustrating the identification of studies via databases using PRISMA screening steps on the left and their parallel bibliometric and critical analysis for DT governance model development on the right. The diagram details data sources, exclusion processes, record counts at each stage, analysis categories, and the integration of analytic findings supporting model development.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec4">
<label>2.2</label>
<title>Quality appraisal and assessment criteria of included studies</title>
<p>A structured quality appraisal was conducted using an adapted Mixed Methods Appraisal Tool (MMAT) framework appropriate for interdisciplinary, mixed-methods, and governance-oriented research (<xref ref-type="bibr" rid="ref57">Hong et al., 2018</xref>). The appraisal assessed studies against core criteria relevant to governance and policy analysis, including methodological transparency, coherence between research questions, design and conclusions, and the clarity and plausibility of governance and policy implications. Detailed appraisal criteria, scoring logic, and summary outcomes are reported in <xref rid="SM1" ref-type="supplementary-material">Appendix B</xref>. Given the conceptual, normative, and policy-analytical orientation of a substantial portion of the reviewed literature, the quality appraisal was applied in a context-sensitive and non-exclusionary manner. Rather than serving as a basis for study exclusion, appraisal results were used to contextualize the synthesis, inform interpretation of findings, and distinguish robust evidence from more tentative findings. The appraisal indicates that the evidence base linking digital transformation governance to SDGs outcomes is substantial but uneven. Empirically grounded findings are more prevalent in the high- and moderate-quality literature, while strongly optimistic or solutionist narratives are disproportionately represented among lower-quality and conceptual studies. This pattern reinforces the review&#x2019;s identification of a positivity bias and underpins the decision to treat reported sustainability benefits of DT as conditional on governance quality, institutional capacity, and context, rather than as universally transferable outcomes. These quality considerations are explicitly reflected in the Discussion and governance framework interpretation.</p>
</sec>
</sec>
<sec sec-type="results" id="sec5">
<label>3</label>
<title>Results and discussion</title>
<sec id="sec6">
<label>3.1</label>
<title>Digital transformation, sustainability and governance</title>
<sec id="sec7">
<label>3.1.1</label>
<title>Key findings</title>
<p>Reported studies were extracted from peer reviewed scientific journals focusing on sustainability, digital transformation, and governance or policy-related subjects. Prior to the Paris agreement and the promulgation of the UN SDGs in 2016, limited efforts connecting DT with sustainability appeared from 2011 to 2015, during which, a disconnect is evident between sustainability goals and DT initiatives, hindering their effective implementation (<xref ref-type="bibr" rid="ref93">Norstr&#x00F6;m et al., 2023</xref>). A noticeable increase in publications is observed from 2016 to 2024 (<xref ref-type="fig" rid="fig2">Figure 2</xref>), conceding the relationship between DT and sustainability. This surge underscores the growing recognition of the role that DT can play in promoting economic prosperity, social equity, and environmental conservation (<xref ref-type="bibr" rid="ref81">Lange and Santarius, 2020</xref>; <xref ref-type="bibr" rid="ref121">Stock et al., 2018</xref>). For instance, the relationship between digital technologies and sustainability was first explored in 2017 (<xref ref-type="bibr" rid="ref37">Gebhardt, 2017</xref>) then in 2019 (<xref ref-type="bibr" rid="ref36">Gazzola et al., 2019</xref>), suggesting that aligning smart technologies with green principles can stimulate transformative change and opportunities for the industry to embrace sustainability and digital progress simultaneously.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Publications trend: 2016&#x2013;2024.</p>
</caption>
<graphic xlink:href="frsc-08-1743552-g002.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Bar chart comparing annual and cumulative publication counts from 2016 to 2024. Annual counts are gray bars, cumulative counts are light blue bars. Both metrics rise, with sharp growth after 2021.</alt-text>
</graphic>
</fig>
<p><xref ref-type="fig" rid="fig3">Figure 3</xref> exhibits a bibliographic network analysis visualizing keywords displayed with varying sizes, where the size of each word reflects its frequency or prominence within the reported studies. It also provides a visual depiction of keyword clusters and their interconnections, categorizing main keywords into three distinct sub-themes (clusters): [a] &#x201C;Digital Transformation,&#x201D; [b] &#x201C;Sustainability,&#x201D; and [c] &#x201C;Governance.&#x201D;</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Network and cluster analysis.</p>
</caption>
<graphic xlink:href="frsc-08-1743552-g003.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Network visualization graphic showing interconnected keywords clustered in three thematic groups: red for digital technology and transformation, green for sustainability, and blue for governance. Central nodes include &#x201C;sustainable development goals,&#x201D; &#x201C;sustainability,&#x201D; and &#x201C;management,&#x201D; linked to related concepts such as &#x201C;digital transformation,&#x201D; &#x201C;renewable energy,&#x201D; and &#x201C;policy.&#x201D; Each cluster is enclosed by a dashed outline corresponding to its color, indicating thematic boundaries.</alt-text>
</graphic>
</fig>
<p>Frequently cited journals include &#x201C;Sustainability,&#x201D; &#x201C;Technological Forecasting and Social Change,&#x201D; &#x201C;Cities,&#x201D; and &#x201C;Government Information Quarterly.&#x201D; Only one paper was extracted from each of the remaining publishers (<xref ref-type="table" rid="tab2">Table 2</xref>) with the geographical spread of all, according to countries of authorship represented in <xref ref-type="fig" rid="fig4">Figure 4</xref>.</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Distribution of number of publications per publisher.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Journal name (Publisher)</th>
<th align="center" valign="top">#</th>
<th align="left" valign="top">Journal name (Publisher)</th>
<th align="center" valign="top">#</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Problems of Sustainable Development</td>
<td align="center" valign="top">1</td>
<td align="left" valign="top">Sustainable development</td>
<td align="center" valign="top">1</td>
</tr>
<tr>
<td align="left" valign="top">Equilibrium. Quarterly Journal of Economics and Economic Policy</td>
<td align="center" valign="top">1</td>
<td align="left" valign="top">The International Journal of Management Education</td>
<td align="center" valign="top">1</td>
</tr>
<tr>
<td align="left" valign="top">Data and Policy Published online by Cambridge University Press</td>
<td align="center" valign="top">1</td>
<td align="left" valign="top">IEEE Technology and Society Magazine</td>
<td align="center" valign="top">1</td>
</tr>
<tr>
<td align="left" valign="top">Structural Change and Economic Dynamics</td>
<td align="center" valign="top">1</td>
<td align="left" valign="top">Current Opinion in Environmental Sustainability</td>
<td align="center" valign="top">1</td>
</tr>
<tr>
<td align="left" valign="top">Energy, Sustainability and Society</td>
<td align="center" valign="top">1</td>
<td align="left" valign="top">Nature Communications</td>
<td align="center" valign="top">1</td>
</tr>
<tr>
<td align="left" valign="top">Systems</td>
<td align="center" valign="top">1</td>
<td align="left" valign="top">Telematics and Informatics</td>
<td align="center" valign="top">1</td>
</tr>
<tr>
<td align="left" valign="top">Statistics, Politics and Policy</td>
<td align="center" valign="top">1</td>
<td align="left" valign="top">Technology in Society</td>
<td align="center" valign="top">1</td>
</tr>
<tr>
<td align="left" valign="top">SAGE Open</td>
<td align="center" valign="top">1</td>
<td align="left" valign="top">Environmental Science and Policy</td>
<td align="center" valign="top">1</td>
</tr>
<tr>
<td align="left" valign="top">Journal of Urban Management</td>
<td align="center" valign="top">1</td>
<td align="left" valign="top">The Computer Law and Security Report</td>
<td align="center" valign="top">1</td>
</tr>
<tr>
<td align="left" valign="top">Remote Sensing</td>
<td align="center" valign="top">1</td>
<td align="left" valign="top">Sustainable Cities and Society</td>
<td align="center" valign="top">1</td>
</tr>
<tr>
<td align="left" valign="top">Information Polity</td>
<td align="center" valign="top">1</td>
<td align="left" valign="top">Southeast Asian Studies</td>
<td align="center" valign="top">1</td>
</tr>
<tr>
<td align="left" valign="top">Sustainability Science</td>
<td align="center" valign="top">1</td>
<td align="left" valign="top">International Journal of Digital Earth</td>
<td align="center" valign="top">1</td>
</tr>
<tr>
<td align="left" valign="top">Futures</td>
<td align="center" valign="top">1</td>
<td align="left" valign="top">World Development</td>
<td align="center" valign="top">1</td>
</tr>
<tr>
<td align="left" valign="top">Frontiers in Blockchain</td>
<td align="center" valign="top">1</td>
<td align="left" valign="top">Machine Learning with Applications</td>
<td align="center" valign="top">1</td>
</tr>
<tr>
<td align="left" valign="top">Ecological Economics</td>
<td align="center" valign="top">1</td>
<td align="left" valign="top">Telecommunications Policy</td>
<td align="center" valign="top">2</td>
</tr>
<tr>
<td align="left" valign="top">Journal of Management and Organization</td>
<td align="center" valign="top">1</td>
<td align="left" valign="top">Information Systems Frontiers</td>
<td align="center" valign="top">2</td>
</tr>
<tr>
<td align="left" valign="top">Digital Policy, Regulation and Governance</td>
<td align="center" valign="top">1</td>
<td align="left" valign="top">Sustainable Futures</td>
<td align="center" valign="top">2</td>
</tr>
<tr>
<td align="left" valign="top">Ecological Indicators</td>
<td align="center" valign="top">1</td>
<td align="left" valign="top">Administrative Sciences</td>
<td align="center" valign="top">2</td>
</tr>
<tr>
<td align="left" valign="top">Heliyon</td>
<td align="center" valign="top">1</td>
<td align="left" valign="top">Government Information Quarterly</td>
<td align="center" valign="top">3</td>
</tr>
<tr>
<td align="left" valign="top">Annals of Telecommunications</td>
<td align="center" valign="top">1</td>
<td align="left" valign="top">Cities</td>
<td align="center" valign="top">4</td>
</tr>
<tr>
<td align="left" valign="top">Journal of Cleaner Production</td>
<td align="center" valign="top">1</td>
<td align="left" valign="top">Technological Forecasting and Social Change</td>
<td align="center" valign="top">6</td>
</tr>
<tr>
<td align="left" valign="top">Baltic Journal of Economic Studies</td>
<td align="center" valign="top">1</td>
<td align="left" valign="top">Sustainability</td>
<td align="center" valign="top">7</td>
</tr>
<tr>
<td align="left" valign="top">International Review of Administrative Sciences (SAGE Pub)</td>
<td align="center" valign="top">1</td>
<td/>
<td/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p># Number of publications.</p>
</table-wrap-foot>
</table-wrap>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>Geographic spread of publications.</p>
</caption>
<graphic xlink:href="frsc-08-1743552-g004.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">World map displaying the number of publications by country using four shades of blue. The United States shows the highest category with more than ten publications, followed by China, Germany, and several European countries in darker shades indicating five to ten publications. Many countries such as Australia, Brazil, and South Africa are shaded to represent two to five publications, while other nations have only one publication and are depicted in the lightest blue. A legend in the bottom left explains the color coding for publication counts.</alt-text>
</graphic>
</fig>
<p>The impacts of DT on the achievement of the SDGs indicate that DT can have varying effects (positive, negative, or dual) contingent upon the context of its adoption, such as the extent of DT implementation, the effectiveness of adopted DT governance and policies, and the level of a country&#x2019;s development (e.g., developing vs. developed vs. in transition; income level: high vs. middle vs. low). Most studies (<xref ref-type="bibr" rid="ref23">Campagnolo et al., 2018</xref>) highlight a positive transformative potential of digital technologies in advancing the SDGs (<xref ref-type="bibr" rid="ref4">Allan et al., 2024</xref>; <xref ref-type="bibr" rid="ref7">Alojail and Khan, 2023</xref>; <xref ref-type="bibr" rid="ref22">B&#x00FC;hler et al., 2021</xref>; <xref ref-type="bibr" rid="ref29">Delgosha et al., 2021</xref>; <xref ref-type="bibr" rid="ref31">ElMassah and Mohieldin, 2020</xref>; <xref ref-type="bibr" rid="ref34">Fern&#x00E1;ndez-Aller et al., 2021</xref>; <xref ref-type="bibr" rid="ref27">de Galdino Magalh&#x00E3;es Santos, 2024</xref>; <xref ref-type="bibr" rid="ref58">Hong and Xiao, 2024</xref>; <xref ref-type="bibr" rid="ref60">Ibrahim, 2022</xref>; <xref ref-type="bibr" rid="ref62">Imasiku et al., 2019</xref>; <xref ref-type="bibr" rid="ref63">Irtyshcheva et al., 2020</xref>; <xref ref-type="bibr" rid="ref68">Ji and Huang, 2024</xref>; <xref ref-type="bibr" rid="ref76">Kolupaieva et al., 2024</xref>; <xref ref-type="bibr" rid="ref83">Liu, 2024</xref>; <xref ref-type="bibr" rid="ref89">Mir et al., 2020</xref>; <xref ref-type="bibr" rid="ref94">Nosratabadi et al., 2023</xref>; <xref ref-type="bibr" rid="ref101">Quattrone and Chen, 2023</xref>; <xref ref-type="bibr" rid="ref117">Sparviero and Ragnedda, 2021</xref>; <xref ref-type="bibr" rid="ref118">Spulbar et al., 2022</xref>; <xref ref-type="bibr" rid="ref125">Tura and Ojanen, 2022</xref>; <xref ref-type="bibr" rid="ref127">Ufua et al., 2021</xref>; <xref ref-type="bibr" rid="ref135">van der Hoogen et al., 2024</xref>; <xref ref-type="bibr" rid="ref136">V&#x0103;rzaru et al., 2023</xref>). In contrast, a few studies (<xref ref-type="bibr" rid="ref5">Allen et al., 2016</xref>) reported exclusively negative impacts and risks associated with DT, such as the exacerbation of social inequalities due to the digital divide (<xref ref-type="bibr" rid="ref74">Kolade and Owoseni, 2022</xref>; <xref ref-type="bibr" rid="ref77">Kolupaieva and Tiesheva, 2023</xref>; <xref ref-type="bibr" rid="ref124">Truby, 2020</xref>), ethical challenges and human rights implications (<xref ref-type="bibr" rid="ref120">Stahl et al., 2022</xref>; <xref ref-type="bibr" rid="ref119">Stahl et al., 2023</xref>; <xref ref-type="bibr" rid="ref124">Truby, 2020</xref>). Other studies (<xref ref-type="bibr" rid="ref9">Balogun et al., 2020</xref>) reported dual impacts stating that although DT holds great promise for accelerating progress toward the SDGs, its implementation carries risks and potential adverse effects (<xref ref-type="bibr" rid="ref48">Goralski and Tan, 2020</xref>; <xref ref-type="bibr" rid="ref56">Hig&#x00F3;n et al., 2017</xref>; <xref ref-type="bibr" rid="ref75">Kolesnichenko et al., 2021</xref>; <xref ref-type="bibr" rid="ref87">Meijer, 2024</xref>; <xref ref-type="bibr" rid="ref91">Nahar, 2024</xref>; <xref ref-type="bibr" rid="ref98">Pascale and Romagno, 2024</xref>; <xref ref-type="bibr" rid="ref114">Shahmohammad et al., 2024</xref>; <xref ref-type="bibr" rid="ref116">Siekmann et al., 2023</xref>; <xref ref-type="bibr" rid="ref147">Zhang et al., 2024</xref>). On the other hand, the majority of studies (<xref ref-type="bibr" rid="ref28">Del R&#x00ED;o Castro et al., 2021</xref>) underscored potential positive impacts of DT on achieving SDGs, provided that effective DT governance systems are adopted (<xref ref-type="bibr" rid="ref13">Bergantino et al., 2024</xref>; <xref ref-type="bibr" rid="ref24">Clark et al., 2022</xref>; <xref ref-type="bibr" rid="ref26">David et al., 2024</xref>; <xref ref-type="bibr" rid="ref35">Furtado et al., 2023</xref>; <xref ref-type="bibr" rid="ref49">Gouvea et al., 2018</xref>; <xref ref-type="bibr" rid="ref50">Gritsenko, 2024</xref>; <xref ref-type="bibr" rid="ref64">Jacob, 2018</xref>; <xref ref-type="bibr" rid="ref66">Janowski, 2016</xref>; <xref ref-type="bibr" rid="ref67">Janowski et al., 2018</xref>; <xref ref-type="bibr" rid="ref70">Kassen, 2019</xref>; <xref ref-type="bibr" rid="ref72">Khan et al., 2024</xref>; <xref ref-type="bibr" rid="ref74">Kolade and Owoseni, 2022</xref>; <xref ref-type="bibr" rid="ref78">Kostoska and Kocarev, 2019</xref>; <xref ref-type="bibr" rid="ref85">Madon and Masiero, 2024</xref>; <xref ref-type="bibr" rid="ref87">Meijer, 2024</xref>; <xref ref-type="bibr" rid="ref88">Mienye et al., 2024</xref>; <xref ref-type="bibr" rid="ref97">Palos-S&#x00E1;nchez et al., 2023</xref>; <xref ref-type="bibr" rid="ref100">Pollex and Lenschow, 2018</xref>; <xref ref-type="bibr" rid="ref102">Ros&#x00E1;rio and Dias, 2022</xref>; <xref ref-type="bibr" rid="ref108">Santarius et al., 2023b</xref>; <xref ref-type="bibr" rid="ref110">Schulz et al., 2020</xref>; <xref ref-type="bibr" rid="ref113">Sha et al., 2024</xref>; <xref ref-type="bibr" rid="ref115">Sharifi et al., 2024</xref>; <xref ref-type="bibr" rid="ref125">Tura and Ojanen, 2022</xref>; <xref ref-type="bibr" rid="ref137">Vinuesa et al., 2020</xref>; <xref ref-type="bibr" rid="ref144">Young et al., 2020</xref>; <xref ref-type="bibr" rid="ref145">Zambrano, 2020</xref>; <xref ref-type="bibr" rid="ref146">Zeng and Duan, 2024</xref>). Only one study reflected on the correlation between DT and sustainability (<xref ref-type="bibr" rid="ref1">Akande et al., 2019</xref>), arguing the possibility for a city to be smart (high ICT use) but not sustainable (high CO<sub>2</sub> emissions), and vice versa. Other studies (<xref ref-type="bibr" rid="ref107">Santarius et al., 2023a</xref>; <xref ref-type="bibr" rid="ref108">Santarius et al., 2023b</xref>) reported vague environmental impacts with ICT use, where potential savings through ICT were not examined thoroughly (<xref ref-type="fig" rid="fig5">Figure 5</xref>). Noteworthy, the reported studies exhibit a clear positivity bias, emphasizing the benefits of DT while only marginally addressing its associated risks, trade-offs, and long-term consequences. This optimistic framing can shape policy narratives that portray DT as inherently sustainability-enhancing, potentially obscuring environmental externalities, social inequalities, and governance challenges. These implications of positivity bias are examined critically in the Discussion section, where its effects on policy interpretation and sustainability outcomes are analyzed in greater depth.</p>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption>
<p>Distribution of publications according to the impacts of DT on the SDGs. DT: Digital transformation; SDGs: Sustainable Development Goals.</p>
</caption>
<graphic xlink:href="frsc-08-1743552-g005.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Horizontal bar chart illustrating digital transformation (DT) impacts on Sustainable Development Goals (SDGs), with most publications reporting positive impacts only through robust DT governance (twenty-eight) and positive impacts (twenty-two), followed by dual effects (nine), negative impacts (four), and one publication each noting vague effects or no relationship.</alt-text>
</graphic>
</fig>
<p>Another notable observation is related to the multiple scales of examination of the impacts of DT governance on the achievement of SDGs (<xref ref-type="fig" rid="fig6">Figure 6</xref>). Nineteen studies analyzed these impacts at multiple scales (global, regional, national, and/or local) (<xref ref-type="bibr" rid="ref1">Akande et al., 2019</xref>; <xref ref-type="bibr" rid="ref13">Bergantino et al., 2024</xref>; <xref ref-type="bibr" rid="ref19">Bostrom and Nayyar, 2023</xref>; <xref ref-type="bibr" rid="ref22">B&#x00FC;hler et al., 2021</xref>; <xref ref-type="bibr" rid="ref29">Delgosha et al., 2021</xref>; <xref ref-type="bibr" rid="ref31">ElMassah and Mohieldin, 2020</xref>; <xref ref-type="bibr" rid="ref62">Imasiku et al., 2019</xref>; <xref ref-type="bibr" rid="ref72">Khan et al., 2024</xref>; <xref ref-type="bibr" rid="ref77">Kolupaieva and Tiesheva, 2023</xref>; <xref ref-type="bibr" rid="ref76">Kolupaieva et al., 2024</xref>; <xref ref-type="bibr" rid="ref78">Kostoska and Kocarev, 2019</xref>; <xref ref-type="bibr" rid="ref91">Nahar, 2024</xref>; <xref ref-type="bibr" rid="ref94">Nosratabadi et al., 2023</xref>; <xref ref-type="bibr" rid="ref110">Schulz et al., 2020</xref>; <xref ref-type="bibr" rid="ref117">Sparviero and Ragnedda, 2021</xref>; <xref ref-type="bibr" rid="ref118">Spulbar et al., 2022</xref>; <xref ref-type="bibr" rid="ref120">Stahl et al., 2022</xref>; <xref ref-type="bibr" rid="ref119">Stahl et al., 2023</xref>; <xref ref-type="bibr" rid="ref146">Zeng and Duan, 2024</xref>), with 14 targeting the global level (<xref ref-type="bibr" rid="ref24">Clark et al., 2022</xref>; <xref ref-type="bibr" rid="ref48">Goralski and Tan, 2020</xref>; <xref ref-type="bibr" rid="ref49">Gouvea et al., 2018</xref>; <xref ref-type="bibr" rid="ref50">Gritsenko, 2024</xref>; <xref ref-type="bibr" rid="ref56">Hig&#x00F3;n et al., 2017</xref>; <xref ref-type="bibr" rid="ref66">Janowski, 2016</xref>; <xref ref-type="bibr" rid="ref67">Janowski et al., 2018</xref>; <xref ref-type="bibr" rid="ref75">Kolesnichenko et al., 2021</xref>; <xref ref-type="bibr" rid="ref98">Pascale and Romagno, 2024</xref>; <xref ref-type="bibr" rid="ref100">Pollex and Lenschow, 2018</xref>; <xref ref-type="bibr" rid="ref124">Truby, 2020</xref>; <xref ref-type="bibr" rid="ref137">Vinuesa et al., 2020</xref>; <xref ref-type="bibr" rid="ref144">Young et al., 2020</xref>; <xref ref-type="bibr" rid="ref145">Zambrano, 2020</xref>), and 15 the national/country level (<xref ref-type="bibr" rid="ref7">Alojail and Khan, 2023</xref>; <xref ref-type="bibr" rid="ref27">de Galdino Magalh&#x00E3;es Santos, 2024</xref>; <xref ref-type="bibr" rid="ref58">Hong and Xiao, 2024</xref>; <xref ref-type="bibr" rid="ref63">Irtyshcheva et al., 2020</xref>; <xref ref-type="bibr" rid="ref68">Ji and Huang, 2024</xref>; <xref ref-type="bibr" rid="ref70">Kassen, 2019</xref>; <xref ref-type="bibr" rid="ref83">Liu, 2024</xref>; <xref ref-type="bibr" rid="ref85">Madon and Masiero, 2024</xref>; <xref ref-type="bibr" rid="ref89">Mir et al., 2020</xref>; <xref ref-type="bibr" rid="ref97">Palos-S&#x00E1;nchez et al., 2023</xref>; <xref ref-type="bibr" rid="ref101">Quattrone and Chen, 2023</xref>; <xref ref-type="bibr" rid="ref108">Santarius et al., 2023b</xref>; <xref ref-type="bibr" rid="ref116">Siekmann et al., 2023</xref>; <xref ref-type="bibr" rid="ref127">Ufua et al., 2021</xref>; <xref ref-type="bibr" rid="ref135">van der Hoogen et al., 2024</xref>). Only four studies focused on the regional effects (<xref ref-type="bibr" rid="ref34">Fern&#x00E1;ndez-Aller et al., 2021</xref>; <xref ref-type="bibr" rid="ref88">Mienye et al., 2024</xref>; <xref ref-type="bibr" rid="ref136">V&#x0103;rzaru et al., 2023</xref>; <xref ref-type="bibr" rid="ref147">Zhang et al., 2024</xref>), while another group of seven explored the subnational or local scale of such effects at city (urban) or municipality level (<xref ref-type="bibr" rid="ref4">Allan et al., 2024</xref>; <xref ref-type="bibr" rid="ref26">David et al., 2024</xref>; <xref ref-type="bibr" rid="ref35">Furtado et al., 2023</xref>; <xref ref-type="bibr" rid="ref60">Ibrahim, 2022</xref>; <xref ref-type="bibr" rid="ref64">Jacob, 2018</xref>; <xref ref-type="bibr" rid="ref113">Sha et al., 2024</xref>; <xref ref-type="bibr" rid="ref114">Shahmohammad et al., 2024</xref>).</p>
<fig position="float" id="fig6">
<label>Figure 6</label>
<caption>
<p>Distribution of publications according to the examined scale of DT governance.</p>
</caption>
<graphic xlink:href="frsc-08-1743552-g006.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Horizontal bar chart displaying the number of publications by scale of digital transformation governance: Local with seven, National with fifteen, Regional with four, Global with fourteen, and Multiple Scales with nineteen publications.</alt-text>
</graphic>
</fig>
<p>These studies addressed all SDGs or a specific subset of them (<xref ref-type="table" rid="tab3">Table 3</xref>) while covering various geographical scopes from global to specific country groupings. Most (<xref ref-type="bibr" rid="ref21">Brundtland, 1987</xref>) targeted all sustainability dimensions concurrently (<xref ref-type="bibr" rid="ref14">Bibri, 2019</xref>) or sustainability in a broad sense without specifying which SDG in particular (<xref ref-type="bibr" rid="ref7">Alojail and Khan, 2023</xref>), recognizing the need to consider and achieve them as an integrated whole. On the other hand, several studies focused on individual SDGs or groups of them. The focused approach could be a result of many factors, including the complexity of simultaneously studying the effects of DT governance on all SDGs, the differential impacts DT can have on SDGs, the lack of data about certain SDGs, or the contextual necessity to focus on specific SDG areas relevant to the country under study.</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Dimension(s) of sustainability reported in the literature.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Dimension(s) of sustainability</th>
<th align="center" valign="top">Number of studies</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">
<list list-type="bullet">
<list-item>
<p>Economic (<xref ref-type="bibr" rid="ref7">Alojail and Khan, 2023</xref>; <xref ref-type="bibr" rid="ref29">Delgosha et al., 2021</xref>; <xref ref-type="bibr" rid="ref62">Imasiku et al., 2019</xref>; <xref ref-type="bibr" rid="ref73">Kharrazi et al., 2016</xref>)</p>
</list-item>
</list>
</td>
<td align="center" valign="middle">4</td>
</tr>
<tr>
<td align="left" valign="top">
<list list-type="bullet">
<list-item>
<p>Environmental (<xref ref-type="bibr" rid="ref22">B&#x00FC;hler et al., 2021</xref>; <xref ref-type="bibr" rid="ref61">IIASA, 2019</xref>; <xref ref-type="bibr" rid="ref86">Mazzi and Floridi, 2023</xref>; <xref ref-type="bibr" rid="ref99">Pierli et al., 2023</xref>; <xref ref-type="bibr" rid="ref109">Santarius et al., 2020</xref>)</p>
</list-item>
</list>
</td>
<td align="center" valign="middle">5</td>
</tr>
<tr>
<td align="left" valign="top">
<list list-type="bullet">
<list-item>
<p>Social (<xref ref-type="bibr" rid="ref31">ElMassah and Mohieldin, 2020</xref>; <xref ref-type="bibr" rid="ref27">de Galdino Magalh&#x00E3;es Santos, 2024</xref>; <xref ref-type="bibr" rid="ref66">Janowski, 2016</xref>; <xref ref-type="bibr" rid="ref69">Jones et al., 2017</xref>; <xref ref-type="bibr" rid="ref88">Mienye et al., 2024</xref>; <xref ref-type="bibr" rid="ref118">Spulbar et al., 2022</xref>; <xref ref-type="bibr" rid="ref123">Townsend and Coroama, 2018</xref>; <xref ref-type="bibr" rid="ref143">Wu et al., 2018</xref>)</p>
</list-item>
</list>
</td>
<td align="center" valign="middle">8</td>
</tr>
<tr>
<td align="left" valign="top">
<list list-type="bullet">
<list-item>
<p>Economic and Environmental (<xref ref-type="bibr" rid="ref49">Gouvea et al., 2018</xref>; <xref ref-type="bibr" rid="ref56">Hig&#x00F3;n et al., 2017</xref>; <xref ref-type="bibr" rid="ref57">Hong et al., 2018</xref>; <xref ref-type="bibr" rid="ref97">Palos-S&#x00E1;nchez et al., 2023</xref>; <xref ref-type="bibr" rid="ref107">Santarius et al., 2023a</xref>; <xref ref-type="bibr" rid="ref146">Zeng and Duan, 2024</xref>)</p>
</list-item>
</list>
</td>
<td align="center" valign="middle">6</td>
</tr>
<tr>
<td align="left" valign="top">
<list list-type="bullet">
<list-item>
<p>Economic and Social (<xref ref-type="bibr" rid="ref13">Bergantino et al., 2024</xref>; <xref ref-type="bibr" rid="ref19">Bostrom and Nayyar, 2023</xref>; <xref ref-type="bibr" rid="ref26">David et al., 2024</xref>; <xref ref-type="bibr" rid="ref50">Gritsenko, 2024</xref>; <xref ref-type="bibr" rid="ref67">Janowski et al., 2018</xref>; <xref ref-type="bibr" rid="ref75">Kolesnichenko et al., 2021</xref>; <xref ref-type="bibr" rid="ref82">Lennerfors et al., 2015</xref>; <xref ref-type="bibr" rid="ref84">Maaroof, 2015</xref>; <xref ref-type="bibr" rid="ref90">Mondejar et al., 2021</xref>; <xref ref-type="bibr" rid="ref93">Norstr&#x00F6;m et al., 2023</xref>; <xref ref-type="bibr" rid="ref117">Sparviero and Ragnedda, 2021</xref>; <xref ref-type="bibr" rid="ref120">Stahl et al., 2022</xref>; <xref ref-type="bibr" rid="ref126">Turcu, 2013</xref>; <xref ref-type="bibr" rid="ref144">Young et al., 2020</xref>; <xref ref-type="bibr" rid="ref145">Zambrano, 2020</xref>)</p>
</list-item>
</list>
</td>
<td align="center" valign="middle">15</td>
</tr>
<tr>
<td align="left" valign="top">
<list list-type="bullet">
<list-item>
<p>Environmental and Social (<xref ref-type="bibr" rid="ref4">Allan et al., 2024</xref>; <xref ref-type="bibr" rid="ref63">Irtyshcheva et al., 2020</xref>; <xref ref-type="bibr" rid="ref96">Page et al., 2021</xref>; <xref ref-type="bibr" rid="ref113">Sha et al., 2024</xref>; <xref ref-type="bibr" rid="ref124">Truby, 2020</xref>; <xref ref-type="bibr" rid="ref134">United Nations Sustainable Development Solutions Network, 2019</xref>)</p>
</list-item>
</list>
</td>
<td align="center" valign="middle">6</td>
</tr>
<tr>
<td align="left" valign="top">
<list list-type="bullet">
<list-item>
<p>Economic, Environmental and Social (<xref ref-type="bibr" rid="ref1">Akande et al., 2019</xref>; <xref ref-type="bibr" rid="ref34">Fern&#x00E1;ndez-Aller et al., 2021</xref>; <xref ref-type="bibr" rid="ref35">Furtado et al., 2023</xref>; <xref ref-type="bibr" rid="ref48">Goralski and Tan, 2020</xref>; <xref ref-type="bibr" rid="ref71">Khakurel et al., 2018</xref>; <xref ref-type="bibr" rid="ref74">Kolade and Owoseni, 2022</xref>; <xref ref-type="bibr" rid="ref77">Kolupaieva and Tiesheva, 2023</xref>; <xref ref-type="bibr" rid="ref87">Meijer, 2024</xref>; <xref ref-type="bibr" rid="ref100">Pollex and Lenschow, 2018</xref>; <xref ref-type="bibr" rid="ref101">Quattrone and Chen, 2023</xref>; <xref ref-type="bibr" rid="ref108">Santarius et al., 2023b</xref>; <xref ref-type="bibr" rid="ref114">Shahmohammad et al., 2024</xref>; <xref ref-type="bibr" rid="ref115">Sharifi et al., 2024</xref>; <xref ref-type="bibr" rid="ref136">V&#x0103;rzaru et al., 2023</xref>)</p>
</list-item>
</list>
</td>
<td align="center" valign="middle">14</td>
</tr>
<tr>
<td align="left" valign="top">
<list list-type="bullet">
<list-item>
<p>Sustainability in general (<xref ref-type="bibr" rid="ref24">Clark et al., 2022</xref>; <xref ref-type="bibr" rid="ref59">Huang et al., 2023</xref>; <xref ref-type="bibr" rid="ref65">Jain et al., 2023</xref>; <xref ref-type="bibr" rid="ref76">Kolupaieva et al., 2024</xref>; <xref ref-type="bibr" rid="ref112">Seele and Lock, 2017</xref>; <xref ref-type="bibr" rid="ref116">Siekmann et al., 2023</xref>; <xref ref-type="bibr" rid="ref135">van der Hoogen et al., 2024</xref>)</p>
</list-item>
</list>
</td>
<td align="center" valign="middle">7</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Diverse methods were used in assessing the impacts of DT governance on SDGs including qualitative, quantitative, or mixed methods as highlighted in <xref ref-type="table" rid="tab4">Table 4</xref> alongside the type of data relied upon. Many (<xref ref-type="bibr" rid="ref25">Coroama and H&#x00F6;jer, 2016</xref>) employed qualitative analysis (<xref ref-type="bibr" rid="ref4">Allan et al., 2024</xref>; <xref ref-type="bibr" rid="ref24">Clark et al., 2022</xref>; <xref ref-type="bibr" rid="ref26">David et al., 2024</xref>; <xref ref-type="bibr" rid="ref34">Fern&#x00E1;ndez-Aller et al., 2021</xref>; <xref ref-type="bibr" rid="ref35">Furtado et al., 2023</xref>; <xref ref-type="bibr" rid="ref27">de Galdino Magalh&#x00E3;es Santos, 2024</xref>; <xref ref-type="bibr" rid="ref48">Goralski and Tan, 2020</xref>; <xref ref-type="bibr" rid="ref50">Gritsenko, 2024</xref>; <xref ref-type="bibr" rid="ref67">Janowski et al., 2018</xref>; <xref ref-type="bibr" rid="ref70">Kassen, 2019</xref>; <xref ref-type="bibr" rid="ref75">Kolesnichenko et al., 2021</xref>; <xref ref-type="bibr" rid="ref78">Kostoska and Kocarev, 2019</xref>; <xref ref-type="bibr" rid="ref85">Madon and Masiero, 2024</xref>; <xref ref-type="bibr" rid="ref87">Meijer, 2024</xref>; <xref ref-type="bibr" rid="ref88">Mienye et al., 2024</xref>; <xref ref-type="bibr" rid="ref97">Palos-S&#x00E1;nchez et al., 2023</xref>; <xref ref-type="bibr" rid="ref101">Quattrone and Chen, 2023</xref>; <xref ref-type="bibr" rid="ref107">Santarius et al., 2023a</xref>; <xref ref-type="bibr" rid="ref108">Santarius et al., 2023b</xref>; <xref ref-type="bibr" rid="ref113">Sha et al., 2024</xref>; <xref ref-type="bibr" rid="ref117">Sparviero and Ragnedda, 2021</xref>; <xref ref-type="bibr" rid="ref120">Stahl et al., 2022</xref>; <xref ref-type="bibr" rid="ref119">Stahl et al., 2023</xref>; <xref ref-type="bibr" rid="ref124">Truby, 2020</xref>; <xref ref-type="bibr" rid="ref127">Ufua et al., 2021</xref>; <xref ref-type="bibr" rid="ref137">Vinuesa et al., 2020</xref>; <xref ref-type="bibr" rid="ref146">Zeng and Duan, 2024</xref>) while (<xref ref-type="bibr" rid="ref19">Bostrom and Nayyar, 2023</xref>) were based on quantitative analysis (<xref ref-type="bibr" rid="ref13">Bergantino et al., 2024</xref>; <xref ref-type="bibr" rid="ref19">Bostrom and Nayyar, 2023</xref>; <xref ref-type="bibr" rid="ref22">B&#x00FC;hler et al., 2021</xref>; <xref ref-type="bibr" rid="ref29">Delgosha et al., 2021</xref>; <xref ref-type="bibr" rid="ref31">ElMassah and Mohieldin, 2020</xref>; <xref ref-type="bibr" rid="ref58">Hong and Xiao, 2024</xref>; <xref ref-type="bibr" rid="ref64">Jacob, 2018</xref>; <xref ref-type="bibr" rid="ref68">Ji and Huang, 2024</xref>; <xref ref-type="bibr" rid="ref72">Khan et al., 2024</xref>; <xref ref-type="bibr" rid="ref77">Kolupaieva and Tiesheva, 2023</xref>; <xref ref-type="bibr" rid="ref83">Liu, 2024</xref>; <xref ref-type="bibr" rid="ref91">Nahar, 2024</xref>; <xref ref-type="bibr" rid="ref94">Nosratabadi et al., 2023</xref>; <xref ref-type="bibr" rid="ref98">Pascale and Romagno, 2024</xref>; <xref ref-type="bibr" rid="ref110">Schulz et al., 2020</xref>; <xref ref-type="bibr" rid="ref116">Siekmann et al., 2023</xref>; <xref ref-type="bibr" rid="ref118">Spulbar et al., 2022</xref>; <xref ref-type="bibr" rid="ref136">V&#x0103;rzaru et al., 2023</xref>; <xref ref-type="bibr" rid="ref147">Zhang et al., 2024</xref>) and (<xref ref-type="bibr" rid="ref14">Bibri, 2019</xref>) used a mixed-approach (<xref ref-type="bibr" rid="ref1">Akande et al., 2019</xref>; <xref ref-type="bibr" rid="ref7">Alojail and Khan, 2023</xref>; <xref ref-type="bibr" rid="ref49">Gouvea et al., 2018</xref>; <xref ref-type="bibr" rid="ref56">Hig&#x00F3;n et al., 2017</xref>; <xref ref-type="bibr" rid="ref60">Ibrahim, 2022</xref>; <xref ref-type="bibr" rid="ref62">Imasiku et al., 2019</xref>; <xref ref-type="bibr" rid="ref63">Irtyshcheva et al., 2020</xref>; <xref ref-type="bibr" rid="ref66">Janowski, 2016</xref>; <xref ref-type="bibr" rid="ref76">Kolupaieva et al., 2024</xref>; <xref ref-type="bibr" rid="ref89">Mir et al., 2020</xref>; <xref ref-type="bibr" rid="ref100">Pollex and Lenschow, 2018</xref>; <xref ref-type="bibr" rid="ref135">van der Hoogen et al., 2024</xref>; <xref ref-type="bibr" rid="ref144">Young et al., 2020</xref>; <xref ref-type="bibr" rid="ref145">Zambrano, 2020</xref>) combining expert insights or policy documents with other methods such as statistical analysis. The mixed approach helps in minimizing potential biases encountered in qualitative methods and enhances the robustness of the analysis by correlating experts&#x2019; insights with empirical data from credible sources. It enhances the validity and reliability of findings by enabling cross-verification of results.</p>
<table-wrap position="float" id="tab4">
<label>Table 4</label>
<caption>
<p>Types of data used in published efforts: Quantitative vs. Qualitative.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Quantitative Data</th>
<th align="left" valign="top">Qualitative Data</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">
<list list-type="bullet">
<list-item>
<p>Country-level panel and statistical data from databases of national agencies and international institutions (World Bank, Eurostat, UN SDG Indicators database, SDG Global Database, World Development Indicators database, International Telecommunication Union, Our World in Data, OECD, European Statistical Service, European Commission, International Energy Agency&#x2026;)</p>
</list-item>
<list-item>
<p>Country-level self-reported data and progress reports, municipal data from official sources, biometric data, urban databases&#x2026;</p>
</list-item>
<list-item>
<p>Numerical data from Google, big data, the internet or data from social media (social networks, blogs or news portals&#x2026;)</p>
</list-item>
<list-item>
<p>Remote sensing data (geospatial, climate, and environmental data) from Copernicus Climate Data Store and sensor data from sensors owned by governmental agencies or by citizens.</p>
</list-item>
</list>
</td>
<td align="left" valign="top">
<list list-type="bullet">
<list-item>
<p>Field studies, surveys, interviews, questionnaires and workshops with experts, researchers, practitioners, decision-makers or local municipal and governmental officials, stakeholder board meeting, focus group, experts&#x2019; opinions&#x2026;</p>
</list-item>
<list-item>
<p>Policy documents and publicly available reports by agencies such as the UN, Cities Climate Leadership Group reports&#x2026;</p>
</list-item>
<list-item>
<p>Qualitative data from Google, big data, the internet or data from social media (social networks, blogs or news portals&#x2026;)</p>
</list-item>
<list-item>
<p>Existing models and literature (Socio-technical systems, consensus-based expert elicitation process&#x2026;)</p>
</list-item>
</list>
</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>UN: United Nations; SDGs: Sustainable Development Goals.</p>
</table-wrap-foot>
</table-wrap>
<p>Noteworthy, a few studies (<xref ref-type="bibr" rid="ref6">Allen et al., 2018</xref>) conducted literature surveys (<xref ref-type="bibr" rid="ref74">Kolade and Owoseni, 2022</xref>; <xref ref-type="bibr" rid="ref102">Ros&#x00E1;rio and Dias, 2022</xref>; <xref ref-type="bibr" rid="ref113">Sha et al., 2024</xref>; <xref ref-type="bibr" rid="ref114">Shahmohammad et al., 2024</xref>; <xref ref-type="bibr" rid="ref115">Sharifi et al., 2024</xref>; <xref ref-type="bibr" rid="ref125">Tura and Ojanen, 2022</xref>) using various approaches targeting DT governance in alignment with sustainability albeit with a narrow focus, often emphasizing specific SDGs, technologies, or challenges while overlooking broader intersections and trade-offs across sustainability objectives. These surveys exhibited a bias towards positive impacts of technologies or solutions while understating adverse effects. Geographic and contextual variations, critical for tailoring solutions to diverse regions and socio-economic conditions, were not explored adequately. Moreover, while challenges and suggestions were identified, actionable frameworks or implementation strategies for policymakers are lacking, limiting the practical applicability of findings. <xref ref-type="table" rid="tab5">Table 5</xref> summarizes the reported effects of DT on the achievement of the UN SDGs, according to the literature. The <xref rid="SM1" ref-type="supplementary-material">Supplementary material</xref> provides information about each paper, including focus and objectives, analysis type and methodologies, technologies and levels of DT governance, data sources, study period, and geographical context. It also highlights the targeted SDGs and their dimensions, key findings about the impacts of DT on SDGs (positive, negative, or dual), among other notable observations. The analysis identified correlations and patterns with a summary of metrics (word cloud, publications by journal, geographical spread, and keyword cluster), as well as key insights, gaps, and future directions.</p>
<table-wrap position="float" id="tab5">
<label>Table 5</label>
<caption>
<p>Reported impacts of digital transformation (DT) on the SDGs by governance scale by governance scale.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Governance scale</th>
<th align="center" valign="top">Positive</th>
<th align="center" valign="top">Negative</th>
<th align="center" valign="top">Dual (positive and negative)</th>
<th align="center" valign="top">Conditional on governance</th>
<th align="center" valign="top">Total</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Global</td>
<td align="center" valign="top">6</td>
<td align="center" valign="top">2</td>
<td align="center" valign="top">3</td>
<td align="center" valign="top">8</td>
<td align="center" valign="top">19</td>
</tr>
<tr>
<td align="left" valign="top">National</td>
<td align="center" valign="top">7</td>
<td align="center" valign="top">2</td>
<td align="center" valign="top">2</td>
<td align="center" valign="top">9</td>
<td align="center" valign="top">20</td>
</tr>
<tr>
<td align="left" valign="top">Regional</td>
<td align="center" valign="top">3</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">2</td>
<td align="center" valign="top">6</td>
</tr>
<tr>
<td align="left" valign="top">Local/Sub-national</td>
<td align="center" valign="top">3</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">2</td>
<td align="center" valign="top">3</td>
<td align="center" valign="top">9</td>
</tr>
<tr>
<td align="left" valign="top">Multi-level</td>
<td align="center" valign="top">4</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">6</td>
<td align="center" valign="top">11</td>
</tr>
<tr>
<td align="left" valign="top">Total</td>
<td align="center" valign="top">23</td>
<td align="center" valign="top">5</td>
<td align="center" valign="top">9</td>
<td align="center" valign="top">28</td>
<td align="center" valign="top">65</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>DT: Digital Transformation; SDGs: Sustainable Development Goals. Positive impacts refer to studies reporting predominantly enabling effects of DT on SDG achievement; Negative impacts refer to studies identifying primarily adverse or undermining effects; Dual impacts indicate coexisting benefits and risks.; Conditional impacts refer to outcomes explicitly dependent on governance capacity, regulatory design, or institutional context. Study-level mapping of DT impacts on SDGs is provided in <xref rid="SM1" ref-type="supplementary-material">Supplementary Tables S1, S2</xref>.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec8">
<label>3.1.2</label>
<title>Impacts of DT on SDGs</title>
<p>DT can play a key role in catalyzing sustainability efforts across various sectors with well-documented examples of positive outcomes (<xref ref-type="table" rid="tab6">Table 6</xref>) by providing innovative solutions to address environmental, social, and economic challenges (<xref ref-type="bibr" rid="ref12">Berawi, 2017</xref>; <xref ref-type="bibr" rid="ref20">Brenner and Hartl, 2021</xref>; <xref ref-type="bibr" rid="ref138">WBGU, German Advisory Council on Global Change, 2019</xref>).</p>
<table-wrap position="float" id="tab6">
<label>Table 6</label>
<caption>
<p>How digital technologies can be used to support the achievement of the UN SDGs.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Digital technologies</th>
<th align="left" valign="top">Main sustainability contribution pathways</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Artificial intelligence and advanced analytics</td>
<td align="left" valign="top">Resource optimization, decision support, climate modeling (<xref ref-type="bibr" rid="ref48">Goralski and Tan, 2020</xref>; <xref ref-type="bibr" rid="ref62">Imasiku et al., 2019</xref>; <xref ref-type="bibr" rid="ref64">Jacob, 2018</xref>; <xref ref-type="bibr" rid="ref90">Mondejar et al., 2021</xref>; <xref ref-type="bibr" rid="ref115">Sharifi et al., 2024</xref>; <xref ref-type="bibr" rid="ref41">Ghobakhloo and Fathi, 2021</xref>; <xref ref-type="bibr" rid="ref88">Mienye et al., 2024</xref>; <xref ref-type="bibr" rid="ref91">Nahar, 2024</xref>; <xref ref-type="bibr" rid="ref94">Nosratabadi et al., 2023</xref>; <xref ref-type="bibr" rid="ref99">Pierli et al., 2023</xref>; <xref ref-type="bibr" rid="ref107">Santarius et al., 2023a</xref>; <xref ref-type="bibr" rid="ref127">Ufua et al., 2021</xref>; <xref ref-type="bibr" rid="ref135">van der Hoogen et al., 2024</xref>; <xref ref-type="bibr" rid="ref147">Zhang et al., 2024</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Internet of things (IoT)</td>
<td align="left" valign="top">Real-time monitoring, energy and water efficiency (<xref ref-type="bibr" rid="ref1">Akande et al., 2019</xref>; <xref ref-type="bibr" rid="ref36">Gazzola et al., 2019</xref>; <xref ref-type="bibr" rid="ref38">Gelenbe and Caseau, 2015</xref>; <xref ref-type="bibr" rid="ref44">Gijzen, 2013</xref>; <xref ref-type="bibr" rid="ref46">Goh, 2021</xref>; <xref ref-type="bibr" rid="ref56">Hig&#x00F3;n et al., 2017</xref>; <xref ref-type="bibr" rid="ref84">Maaroof, 2015</xref>; <xref ref-type="bibr" rid="ref78">Kostoska and Kocarev, 2019</xref>; <xref ref-type="bibr" rid="ref106">Salam, 2020</xref>; <xref ref-type="bibr" rid="ref122">Tjoa and Tjoa, 2016</xref>; <xref ref-type="bibr" rid="ref135">van der Hoogen et al., 2024</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Big data and data platforms</td>
<td align="left" valign="top">Evidence-based policymaking, SDG monitoring (<xref ref-type="bibr" rid="ref22">B&#x00FC;hler et al., 2021</xref>; <xref ref-type="bibr" rid="ref31">ElMassah and Mohieldin, 2020</xref>; <xref ref-type="bibr" rid="ref48">Goralski and Tan, 2020</xref>; <xref ref-type="bibr" rid="ref55">Hernandez, 2017</xref>; <xref ref-type="bibr" rid="ref62">Imasiku et al., 2019</xref>; <xref ref-type="bibr" rid="ref84">Maaroof, 2015</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Blockchain and distributed ledger technologies</td>
<td align="left" valign="top">Transparency, traceability, accountability (<xref ref-type="bibr" rid="ref33">European Economic and Social Committee, 2020</xref>; <xref ref-type="bibr" rid="ref102">Ros&#x00E1;rio and Dias, 2022</xref>; <xref ref-type="bibr" rid="ref107">Santarius et al., 2023a</xref>; <xref ref-type="bibr" rid="ref123">Townsend and Coroama, 2018</xref>; <xref ref-type="bibr" rid="ref25">Coroama and H&#x00F6;jer, 2016</xref>; <xref ref-type="bibr" rid="ref54">Guo et al., 2018</xref>; <xref ref-type="bibr" rid="ref69">Jones et al., 2017</xref>; <xref ref-type="bibr" rid="ref124">Truby, 2020</xref>; <xref ref-type="bibr" rid="ref140">World Economic Forum, 2019</xref>; <xref ref-type="bibr" rid="ref114">Shahmohammad et al., 2024</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Digital twins and remote sensing</td>
<td align="left" valign="top">Urban planning, climate adaptation (<xref ref-type="bibr" rid="ref7">Alojail and Khan, 2023</xref>; <xref ref-type="bibr" rid="ref8">Bai et al., 2025</xref>; <xref ref-type="bibr" rid="ref52">Guandalini, 2022</xref>; <xref ref-type="bibr" rid="ref90">Mondejar et al., 2021</xref>; <xref ref-type="bibr" rid="ref111">Seele, 2016</xref>; <xref ref-type="bibr" rid="ref140">World Economic Forum, 2019</xref>; <xref ref-type="bibr" rid="ref22">B&#x00FC;hler et al., 2021</xref>; <xref ref-type="bibr" rid="ref64">Jacob, 2018</xref>; <xref ref-type="bibr" rid="ref78">Kostoska and Kocarev, 2019</xref>; <xref ref-type="bibr" rid="ref4">Allan et al., 2024</xref>; <xref ref-type="bibr" rid="ref54">Guo et al., 2018</xref>; <xref ref-type="bibr" rid="ref53">Guo, 2020</xref>; <xref ref-type="bibr" rid="ref55">Hernandez, 2017</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Smart city systems</td>
<td align="left" valign="top">Integrated service delivery, urban sustainability (<xref ref-type="bibr" rid="ref22">B&#x00FC;hler et al., 2021</xref>; <xref ref-type="bibr" rid="ref75">Kolesnichenko et al., 2021</xref>; <xref ref-type="bibr" rid="ref101">Quattrone and Chen, 2023</xref>; <xref ref-type="bibr" rid="ref56">Hig&#x00F3;n et al., 2017</xref>; <xref ref-type="bibr" rid="ref64">Jacob, 2018</xref>; <xref ref-type="bibr" rid="ref108">Santarius et al., 2023b</xref>; <xref ref-type="bibr" rid="ref135">van der Hoogen et al., 2024</xref>; <xref ref-type="bibr" rid="ref147">Zhang et al., 2024</xref>; <xref ref-type="bibr" rid="ref3">Aldieri et al., 2019</xref>; <xref ref-type="bibr" rid="ref7">Alojail and Khan, 2023</xref>; <xref ref-type="bibr" rid="ref10">Barbier and Burgess, 2019</xref>; <xref ref-type="bibr" rid="ref70">Kassen, 2019</xref>; <xref ref-type="bibr" rid="ref115">Sharifi et al., 2024</xref>; <xref ref-type="bibr" rid="ref125">Tura and Ojanen, 2022</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Digital government tools</td>
<td align="left" valign="top">Administrative efficiency, participation, transparency (<xref ref-type="bibr" rid="ref2">Alakeson and Wilsdon, 2002</xref>; <xref ref-type="bibr" rid="ref24">Clark et al., 2022</xref>; <xref ref-type="bibr" rid="ref32">Etzion and Aragon-Correa, 2016</xref>; <xref ref-type="bibr" rid="ref120">Stahl et al., 2022</xref>; <xref ref-type="bibr" rid="ref119">Stahl et al., 2023</xref>; <xref ref-type="bibr" rid="ref124">Truby, 2020</xref>; <xref ref-type="bibr" rid="ref144">Young et al., 2020</xref>; <xref ref-type="bibr" rid="ref50">Gritsenko, 2024</xref>)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>IoT: Internet of Things; SDGs: Sustainable Development Goals; IoT: Internet of Things. Contribution pathways are synthesized from recurring patterns across the reviewed studies. Detailed study-level mappings are provided in <xref rid="SM1" ref-type="supplementary-material">Supplementary Table S3</xref>.</p>
</table-wrap-foot>
</table-wrap>
<p>The reviewed literature documents a wide range of environmental, economic, and social impacts of DT on progress toward the SDGs, reporting positive, negative, and mixed effects across sectors and contexts. Environmentally, many studies indicate that DT supports sustainable development by enabling real-time climate monitoring, optimization of resource and energy use, waste reduction, and emissions mitigation (<xref ref-type="bibr" rid="ref1">Akande et al., 2019</xref>; <xref ref-type="bibr" rid="ref14">Bibri, 2019</xref>; <xref ref-type="bibr" rid="ref15">Bibri and Krogstie, 2017</xref>; <xref ref-type="bibr" rid="ref17">Bifulco et al., 2016</xref>; <xref ref-type="bibr" rid="ref54">Guo et al., 2018</xref>; <xref ref-type="bibr" rid="ref56">Hig&#x00F3;n et al., 2017</xref>; <xref ref-type="bibr" rid="ref58">Hong and Xiao, 2024</xref>; <xref ref-type="bibr" rid="ref62">Imasiku et al., 2019</xref>; <xref ref-type="bibr" rid="ref79">Kramers et al., 2013</xref>; <xref ref-type="bibr" rid="ref109">Santarius et al., 2020</xref>; <xref ref-type="bibr" rid="ref111">Seele, 2016</xref>; <xref ref-type="bibr" rid="ref112">Seele and Lock, 2017</xref>; <xref ref-type="bibr" rid="ref125">Tura and Ojanen, 2022</xref>; <xref ref-type="bibr" rid="ref135">van der Hoogen et al., 2024</xref>; <xref ref-type="bibr" rid="ref147">Zhang et al., 2024</xref>), as well as enhanced decision support for sustainability planning and management (<xref ref-type="bibr" rid="ref1">Akande et al., 2019</xref>; <xref ref-type="bibr" rid="ref107">Santarius et al., 2023a</xref>; <xref ref-type="bibr" rid="ref115">Sharifi et al., 2024</xref>; <xref ref-type="bibr" rid="ref137">Vinuesa et al., 2020</xref>). Digital technologies are also reported to contribute to circular economy practices (<xref ref-type="bibr" rid="ref57">Hong et al., 2018</xref>; <xref ref-type="bibr" rid="ref102">Ros&#x00E1;rio and Dias, 2022</xref>; <xref ref-type="bibr" rid="ref107">Santarius et al., 2023a</xref>; <xref ref-type="bibr" rid="ref127">Ufua et al., 2021</xref>) and more sustainable supply chains through improved transparency, traceability, and sourcing (<xref ref-type="bibr" rid="ref25">Coroama and H&#x00F6;jer, 2016</xref>; <xref ref-type="bibr" rid="ref41">Ghobakhloo and Fathi, 2021</xref>; <xref ref-type="bibr" rid="ref57">Hong et al., 2018</xref>; <xref ref-type="bibr" rid="ref99">Pierli et al., 2023</xref>; <xref ref-type="bibr" rid="ref113">Sha et al., 2024</xref>; <xref ref-type="bibr" rid="ref114">Shahmohammad et al., 2024</xref>; <xref ref-type="bibr" rid="ref137">Vinuesa et al., 2020</xref>). At the same time, several studies document environmental risks and rebound effects associated with DT, including increased energy demand and the growing material footprint and electronic waste generated by data centers and digital infrastructures (<xref ref-type="bibr" rid="ref56">Hig&#x00F3;n et al., 2017</xref>; <xref ref-type="bibr" rid="ref83">Liu, 2024</xref>; <xref ref-type="bibr" rid="ref94">Nosratabadi et al., 2023</xref>; <xref ref-type="bibr" rid="ref107">Santarius et al., 2023a</xref>), which may undermine climate mitigation efforts if left unaddressed (<xref ref-type="bibr" rid="ref135">van der Hoogen et al., 2024</xref>; <xref ref-type="bibr" rid="ref147">Zhang et al., 2024</xref>). Economically, the literature associates DT with economic growth, improved access to resources, productivity gains, innovation, and enhanced public-sector performance, including more data-informed planning and service delivery (<xref ref-type="bibr" rid="ref50">Gritsenko, 2024</xref>; <xref ref-type="bibr" rid="ref67">Janowski et al., 2018</xref>; <xref ref-type="bibr" rid="ref87">Meijer, 2024</xref>). During the COVID-19 pandemic, digital services played an important role in sustaining economic activity and employment (<xref ref-type="bibr" rid="ref8">Bai et al., 2025</xref>; <xref ref-type="bibr" rid="ref75">Kolesnichenko et al., 2021</xref>). Conversely, distributional tensions&#x2014;such as labor-market disruption, job displacement, skills polarization, and unequal capture of digital value&#x2014;are widely acknowledged but often insufficiently integrated into sustainability assessments unless explicitly addressed through complementary policies on reskilling, fair competition, and public value creation (<xref ref-type="bibr" rid="ref19">Bostrom and Nayyar, 2023</xref>; <xref ref-type="bibr" rid="ref31">ElMassah and Mohieldin, 2020</xref>; <xref ref-type="bibr" rid="ref74">Kolade and Owoseni, 2022</xref>; <xref ref-type="bibr" rid="ref94">Nosratabadi et al., 2023</xref>; <xref ref-type="bibr" rid="ref127">Ufua et al., 2021</xref>). Socially, many studies highlight the potential of digital platforms and e-governance to expand access to services, strengthen public engagement and participation, and improve transparency (<xref ref-type="bibr" rid="ref66">Janowski, 2016</xref>; <xref ref-type="bibr" rid="ref70">Kassen, 2019</xref>). Contributions are reported in areas such as education, healthcare, poverty reduction, and social well-being through improved service delivery and inclusion mechanisms (<xref ref-type="bibr" rid="ref3">Aldieri et al., 2019</xref>; <xref ref-type="bibr" rid="ref4">Allan et al., 2024</xref>; <xref ref-type="bibr" rid="ref10">Barbier and Burgess, 2019</xref>; <xref ref-type="bibr" rid="ref13">Bergantino et al., 2024</xref>; <xref ref-type="bibr" rid="ref26">David et al., 2024</xref>; <xref ref-type="bibr" rid="ref34">Fern&#x00E1;ndez-Aller et al., 2021</xref>; <xref ref-type="bibr" rid="ref50">Gritsenko, 2024</xref>; <xref ref-type="bibr" rid="ref70">Kassen, 2019</xref>; <xref ref-type="bibr" rid="ref75">Kolesnichenko et al., 2021</xref>; <xref ref-type="bibr" rid="ref88">Mienye et al., 2024</xref>; <xref ref-type="bibr" rid="ref90">Mondejar et al., 2021</xref>; <xref ref-type="bibr" rid="ref91">Nahar, 2024</xref>; <xref ref-type="bibr" rid="ref112">Seele and Lock, 2017</xref>; <xref ref-type="bibr" rid="ref113">Sha et al., 2024</xref>; <xref ref-type="bibr" rid="ref146">Zeng and Duan, 2024</xref>). However, the literature also identifies significant social risks associated with DT, including widening digital divides, unequal access to technologies and skills, and the exclusion of marginalized populations (<xref ref-type="bibr" rid="ref13">Bergantino et al., 2024</xref>; <xref ref-type="bibr" rid="ref77">Kolupaieva and Tiesheva, 2023</xref>; <xref ref-type="bibr" rid="ref83">Liu, 2024</xref>; <xref ref-type="bibr" rid="ref145">Zambrano, 2020</xref>). Governance deficits related to cybersecurity, data protection, accountability, and rights-preserving design further threaten social sustainability outcomes and public trust (<xref ref-type="bibr" rid="ref24">Clark et al., 2022</xref>; <xref ref-type="bibr" rid="ref50">Gritsenko, 2024</xref>; <xref ref-type="bibr" rid="ref57">Hong et al., 2018</xref>; <xref ref-type="bibr" rid="ref61">IIASA, 2019</xref>; <xref ref-type="bibr" rid="ref97">Palos-S&#x00E1;nchez et al., 2023</xref>; <xref ref-type="bibr" rid="ref114">Shahmohammad et al., 2024</xref>; <xref ref-type="bibr" rid="ref115">Sharifi et al., 2024</xref>; <xref ref-type="bibr" rid="ref120">Stahl et al., 2022</xref>; <xref ref-type="bibr" rid="ref119">Stahl et al., 2023</xref>; <xref ref-type="bibr" rid="ref140">World Economic Forum, 2019</xref>; <xref ref-type="bibr" rid="ref124">Truby, 2020</xref>).</p>
<p>Several studies explicitly report dual or mixed impacts of DT on sustainability. For example, artificial intelligence has been shown to support 134 SDG targets while potentially hindering 59 others (<xref ref-type="bibr" rid="ref137">Vinuesa et al., 2020</xref>). Similarly, the United Nations highlights both the benefits of frontier technologies for economic, environmental, and health outcomes and the associated social, ethical, and environmental risks, emphasizing the coexistence of positive and negative effects (<xref ref-type="bibr" rid="ref132">United Nations Department of Economic and Social Affairs, 2018</xref>). Overall, the literature indicates that DT-related impacts on the SDGs are heterogeneous and frequently involve simultaneous benefits and risks (<xref ref-type="bibr" rid="ref13">Bergantino et al., 2024</xref>; <xref ref-type="bibr" rid="ref83">Liu, 2024</xref>; <xref ref-type="bibr" rid="ref115">Sharifi et al., 2024</xref>; <xref ref-type="bibr" rid="ref118">Spulbar et al., 2022</xref>; <xref ref-type="bibr" rid="ref120">Stahl et al., 2022</xref>; <xref ref-type="bibr" rid="ref119">Stahl et al., 2023</xref>; <xref ref-type="bibr" rid="ref124">Truby, 2020</xref>; <xref ref-type="bibr" rid="ref144">Young et al., 2020</xref>; <xref ref-type="bibr" rid="ref148">Zheng et al., 2025</xref>). <xref ref-type="fig" rid="fig7">Figure 7</xref> depicts the intersection among key elements of DT and sustainability, as synthesized from the analysis.</p>
<fig position="float" id="fig7">
<label>Figure 7</label>
<caption>
<p>Key elements of the nexus between DT and sustainability. DT: Digital transformation; SDGs: Sustainable Development Goals.</p>
</caption>
<graphic xlink:href="frsc-08-1743552-g007.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Venn diagram intersecting Digital Transformation using AI, IoT, big data, VR, AR, and cloud computing with Sustainability covering economic, environmental, and social goals, highlighting positive interactions like resource efficiency, green innovation, and data-driven policymaking, as well as risks and challenges including high energy consumption, privacy concerns, digital divide, and e-waste.</alt-text>
</graphic>
</fig>
<p>The intersections between DT and the SDGs can support data-driven policy and governance through real-time data and advanced analytics to monitor environmental changes, assess the effectiveness of sustainability initiatives, and make informed decisions to achieve the SDGs (<xref ref-type="bibr" rid="ref22">B&#x00FC;hler et al., 2021</xref>; <xref ref-type="bibr" rid="ref31">ElMassah and Mohieldin, 2020</xref>; <xref ref-type="bibr" rid="ref27">de Galdino Magalh&#x00E3;es Santos, 2024</xref>; <xref ref-type="bibr" rid="ref135">van der Hoogen et al., 2024</xref>). Evidently, the dynamic and rapidly evolving nature of DT calls for adaptive governance structures and policies to alleviate DT negative impacts and maximize the contribution to sustainable development (<xref ref-type="bibr" rid="ref100">Pollex and Lenschow, 2018</xref>; <xref ref-type="bibr" rid="ref116">Siekmann et al., 2023</xref>).</p>
</sec>
</sec>
<sec id="sec9">
<label>3.2</label>
<title>Governance of DT in alignment with the SDGs</title>
<p>Efforts to assess the role of DT in advancing the SDGs consistently emphasize the importance of robust DT governance and integrated policy frameworks that align digital and sustainability objectives, ensuring ethical, inclusive, and accountable implementation (<xref ref-type="bibr" rid="ref18">Bissio, 2018</xref>; <xref ref-type="bibr" rid="ref24">Clark et al., 2022</xref>; <xref ref-type="bibr" rid="ref26">David et al., 2024</xref>; <xref ref-type="bibr" rid="ref36">Gazzola et al., 2019</xref>; <xref ref-type="bibr" rid="ref37">Gebhardt, 2017</xref>; <xref ref-type="bibr" rid="ref60">Ibrahim, 2022</xref>; <xref ref-type="bibr" rid="ref73">Kharrazi et al., 2016</xref>; <xref ref-type="bibr" rid="ref77">Kolupaieva and Tiesheva, 2023</xref>; <xref ref-type="bibr" rid="ref93">Norstr&#x00F6;m et al., 2023</xref>). Across the literature, governance is framed as a key enabler for reorienting science, technology, and innovation toward sustainability through coordinated policy, regulatory, and financing interventions (<xref ref-type="bibr" rid="ref30">El hilali and El manouar, 2019</xref>; <xref ref-type="bibr" rid="ref73">Kharrazi et al., 2016</xref>; <xref ref-type="bibr" rid="ref105">Sachs et al., 2016</xref>). New governance mechanisms are therefore considered necessary to oversee the expanding role of digital technologies and manage associated risks (<xref ref-type="bibr" rid="ref144">Young et al., 2020</xref>). Multiple studies highlight governance levers through which DT may support SDG progress, including responsible and ethical technology adoption (<xref ref-type="bibr" rid="ref26">David et al., 2024</xref>; <xref ref-type="bibr" rid="ref35">Furtado et al., 2023</xref>; <xref ref-type="bibr" rid="ref46">Goh, 2021</xref>; <xref ref-type="bibr" rid="ref55">Hernandez, 2017</xref>; <xref ref-type="bibr" rid="ref71">Khakurel et al., 2018</xref>; <xref ref-type="bibr" rid="ref76">Kolupaieva et al., 2024</xref>; <xref ref-type="bibr" rid="ref80">K&#x00FC;rpick et al., 2023</xref>; <xref ref-type="bibr" rid="ref86">Mazzi and Floridi, 2023</xref>; <xref ref-type="bibr" rid="ref95">Osburg, 2017</xref>; <xref ref-type="bibr" rid="ref113">Sha et al., 2024</xref>; <xref ref-type="bibr" rid="ref133">United Nations Development Group, 2017</xref>; <xref ref-type="bibr" rid="ref137">Vinuesa et al., 2020</xref>; <xref ref-type="bibr" rid="ref143">Wu et al., 2018</xref>; <xref ref-type="bibr" rid="ref144">Young et al., 2020</xref>), data privacy protection (<xref ref-type="bibr" rid="ref84">Maaroof, 2015</xref>), and transparency and accountability in digital systems (<xref ref-type="bibr" rid="ref124">Truby, 2020</xref>; <xref ref-type="bibr" rid="ref127">Ufua et al., 2021</xref>). Policy interventions are also frequently linked to social objectives, such as promoting digital inclusion, accessibility, and skills development through education and training programs (<xref ref-type="bibr" rid="ref12">Berawi, 2017</xref>; <xref ref-type="bibr" rid="ref13">Bergantino et al., 2024</xref>; <xref ref-type="bibr" rid="ref24">Clark et al., 2022</xref>; <xref ref-type="bibr" rid="ref43">Ghobakhloo et al., 2021b</xref>; <xref ref-type="bibr" rid="ref49">Gouvea et al., 2018</xref>; <xref ref-type="bibr" rid="ref74">Kolade and Owoseni, 2022</xref>; <xref ref-type="bibr" rid="ref75">Kolesnichenko et al., 2021</xref>; <xref ref-type="bibr" rid="ref83">Liu, 2024</xref>; <xref ref-type="bibr" rid="ref89">Mir et al., 2020</xref>; <xref ref-type="bibr" rid="ref98">Pascale and Romagno, 2024</xref>; <xref ref-type="bibr" rid="ref113">Sha et al., 2024</xref>; <xref ref-type="bibr" rid="ref118">Spulbar et al., 2022</xref>; <xref ref-type="bibr" rid="ref127">Ufua et al., 2021</xref>), as well as supporting job creation and economic participation in the digital economy (<xref ref-type="bibr" rid="ref65">Jain et al., 2023</xref>; <xref ref-type="bibr" rid="ref68">Ji and Huang, 2024</xref>; <xref ref-type="bibr" rid="ref94">Nosratabadi et al., 2023</xref>; <xref ref-type="bibr" rid="ref113">Sha et al., 2024</xref>; <xref ref-type="bibr" rid="ref123">Townsend and Coroama, 2018</xref>; <xref ref-type="bibr" rid="ref140">World Economic Forum, 2019</xref>; <xref ref-type="bibr" rid="ref141">World Economic Forum, 2020a</xref>; <xref ref-type="bibr" rid="ref142">World Economic Forum, 2020b</xref>). Environmental considerations similarly feature in governance discussions, with policies aimed at minimizing the digital carbon footprint and ensuring that technological innovation does not undermine environmental sustainability (<xref ref-type="bibr" rid="ref2">Alakeson and Wilsdon, 2002</xref>; <xref ref-type="bibr" rid="ref8">Bai et al., 2025</xref>; <xref ref-type="bibr" rid="ref25">Coroama and H&#x00F6;jer, 2016</xref>; <xref ref-type="bibr" rid="ref38">Gelenbe and Caseau, 2015</xref>; <xref ref-type="bibr" rid="ref57">Hong et al., 2018</xref>; <xref ref-type="bibr" rid="ref64">Jacob, 2018</xref>; <xref ref-type="bibr" rid="ref78">Kostoska and Kocarev, 2019</xref>; <xref ref-type="bibr" rid="ref79">Kramers et al., 2013</xref>; <xref ref-type="bibr" rid="ref82">Lennerfors et al., 2015</xref>; <xref ref-type="bibr" rid="ref109">Santarius et al., 2020</xref>; <xref ref-type="bibr" rid="ref121">Stock et al., 2018</xref>). In addition, several studies stress the role of public&#x2013;private partnerships and international cooperation in accelerating the diffusion of sustainable digital solutions and aligning national DT strategies with global sustainability agendas (<xref ref-type="bibr" rid="ref1">Akande et al., 2019</xref>; <xref ref-type="bibr" rid="ref3">Aldieri et al., 2019</xref>; <xref ref-type="bibr" rid="ref18">Bissio, 2018</xref>; <xref ref-type="bibr" rid="ref28">Del R&#x00ED;o Castro et al., 2021</xref>; <xref ref-type="bibr" rid="ref44">Gijzen, 2013</xref>; <xref ref-type="bibr" rid="ref66">Janowski, 2016</xref>; <xref ref-type="bibr" rid="ref67">Janowski et al., 2018</xref>; <xref ref-type="bibr" rid="ref70">Kassen, 2019</xref>; <xref ref-type="bibr" rid="ref104">Sachs et al., 2019</xref>; <xref ref-type="bibr" rid="ref117">Sparviero and Ragnedda, 2021</xref>; <xref ref-type="bibr" rid="ref119">Stahl et al., 2023</xref>). Overall, this body of literature outlines a broad set of governance instruments, policy domains, and normative objectives through which DT is expected to support the SDGs, but it largely frames these mechanisms as normative goals or high-level policy intentions rather than empirically grounded practices. <xref ref-type="fig" rid="fig8">Figure 8</xref> accentuates how effective governance of digital processes can harness DT to support sustainability objectives. DT, underpinned by robust governance, can be leveraged to enhance social equity, economic prosperity, and environmental conservation (<xref ref-type="bibr" rid="ref1">Akande et al., 2019</xref>; <xref ref-type="bibr" rid="ref37">Gebhardt, 2017</xref>; <xref ref-type="bibr" rid="ref58">Hong and Xiao, 2024</xref>; <xref ref-type="bibr" rid="ref68">Ji and Huang, 2024</xref>; <xref ref-type="bibr" rid="ref97">Palos-S&#x00E1;nchez et al., 2023</xref>).</p>
<fig position="float" id="fig8">
<label>Figure 8</label>
<caption>
<p>How DT can contribute to sustainability and the role of DT sustainable governance in this process. DT: Digital Transformation; SDGs: Sustainable Development Goals; UN: United Nations.</p>
</caption>
<graphic xlink:href="frsc-08-1743552-g008.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Flowchart illustrating the relationship between digital transformation using digital technologies as a tool, DT governance through policies, legislations, and regulations as the means, and sustainability achieving the seventeen United Nations Sustainable Development Goals as the outcome across economic, social, and environmental domains.</alt-text>
</graphic>
</fig>
<p>Building on this descriptive mapping of governance approaches, the following analysis moves beyond listing policy instruments to critically examine how and why different governance arrangements produce divergent sustainability outcomes across contexts.</p>
<sec id="sec10">
<label>3.2.1</label>
<title>From DT potential to sustainable outcomes: a governance-centered synthesis</title>
<p>Building on the descriptive mapping of reported environmental, economic, and social impacts of DT on the SDGs, the analysis adopts a comparative, governance-centered lens to examine how governance arrangements and contextual conditions shape variation in sustainability outcomes. Across the reviewed literature, a consistent conclusion emerges: DT can support progress toward the SDGs, but its net contribution is highly contingent on governance quality, institutional capacity, and contextual conditions (<xref ref-type="bibr" rid="ref31">ElMassah and Mohieldin, 2020</xref>; <xref ref-type="bibr" rid="ref56">Hig&#x00F3;n et al., 2017</xref>), with outcomes varying markedly across governance scales, development contexts, and policy designs (<xref ref-type="bibr" rid="ref66">Janowski, 2016</xref>; <xref ref-type="bibr" rid="ref70">Kassen, 2019</xref>).</p>
<p>A first comparative pattern concerns governance scale and coordination. Studies focusing on global and national levels tend to emphasize strategic alignment, standard-setting, and policy coherence, often reporting more optimistic assessments of DT-related sustainability outcomes (<xref ref-type="bibr" rid="ref67">Janowski et al., 2018</xref>; <xref ref-type="bibr" rid="ref108">Santarius et al., 2023b</xref>). In contrast, local and subnational studies more frequently highlight implementation barriers, capacity constraints, and context-specific trade-offs that are less visible at higher levels of analysis (<xref ref-type="bibr" rid="ref1">Akande et al., 2019</xref>; <xref ref-type="bibr" rid="ref24">Clark et al., 2022</xref>). This divergence suggests that reported effectiveness is partly a function of analytical distance from implementation realities, underscoring the importance of multi-level governance integration and coordination in shaping observed outcomes (<xref ref-type="bibr" rid="ref87">Meijer, 2024</xref>). A second dimension of variation relates to governance orientation. Top-down, technology-driven approaches often prioritize efficiency, scalability, and rapid deployment, sometimes at the expense of inclusivity and adaptability (<xref ref-type="bibr" rid="ref100">Pollex and Lenschow, 2018</xref>; <xref ref-type="bibr" rid="ref124">Truby, 2020</xref>). Conversely, participatory and adaptive governance models tend to emphasize stakeholder engagement, flexibility, and responsiveness to contextual change. Although these approaches are often slower and more resource-intensive, they are more likely to sustain equitable and resilient sustainability outcomes over time (<xref ref-type="bibr" rid="ref78">Kostoska and Kocarev, 2019</xref>; <xref ref-type="bibr" rid="ref110">Schulz et al., 2020</xref>). The literature thus reveals a persistent tension between the speed of digital innovation and the robustness of governance arrangements.</p>
<p>A critical cross-cutting insight emerging from this synthesis is the prevalence of positivity bias in how DT is framed in relation to sustainability, a tendency that appears to be reinforced by restricting the analysis to peer-reviewed open-access and policy-oriented literature. Such publication channels disproportionately privilege applied, solution-focused, and impact-affirming studies, while underrepresenting critical, legal, and theoretically grounded analyses that interrogate governance failures, power asymmetries, trade-offs, and long-term unintended consequences. This interaction shapes the composition of the evidence base and the dominant policy narratives through which DT is understood, encouraging solutionist framings that emphasize technological opportunity over governance risk while downplaying uncertainty, conditionality, rebound effects, long-term externalities, distributional impacts, and institutional capacity constraints. As a result, governance limitations and sustainability trade-offs&#x2014;though present in the literature&#x2014;are often treated as secondary considerations rather than as central determinants of outcomes, fostering overconfident expectations at the policy design stage and obscuring negative or conditional effects that tend to emerge only during or after implementation. Recognizing this dynamic is essential for interpreting reported sustainability benefits as conditional, context-dependent, and governance-dependent rather than inherently sustainability-enhancing or universally transferable, and it underscores the need for more precautionary, reflexive, and institutionally grounded approaches to DT governance and sustainability assessment.</p>
</sec>
<sec id="sec11">
<label>3.2.2</label>
<title>DT governance: the key components</title>
<p>DT governance aligned with sustainability consists of structured policies, regulations, and guidelines that oversee the ethical, secure, equitable and effective use of digital technologies, ensuring systemic integration of technologic policies in alignment with societal, economic, and environmental goals. The proposed governance framework is inductively derived from recurring patterns in the literature, synthesizing governance elements that consistently shape the sustainability outcomes of DT across empirical, conceptual, and policy-oriented studies. The evidence indicates that progress toward the SDGs depends less on technological adoption than on governance capacity, institutional coordination, and contextual fit, with stronger administrative and data governance systems better able to translate digitalization into sustainability gains (<xref ref-type="bibr" rid="ref66">Janowski, 2016</xref>), while weaker institutional settings experience uneven or adverse outcomes (<xref ref-type="bibr" rid="ref31">ElMassah and Mohieldin, 2020</xref>; <xref ref-type="bibr" rid="ref56">Hig&#x00F3;n et al., 2017</xref>). Across contexts, five recurring clusters inform the framework&#x2019;s core components: strategic alignment between digital and sustainability objectives (<xref ref-type="bibr" rid="ref7">Alojail and Khan, 2023</xref>; <xref ref-type="bibr" rid="ref66">Janowski, 2016</xref>); robust data governance, transparency, and accountability (<xref ref-type="bibr" rid="ref27">de Galdino Magalh&#x00E3;es Santos, 2024</xref>; <xref ref-type="bibr" rid="ref124">Truby, 2020</xref>); inclusive access, skills development, and institutional capacity building (<xref ref-type="bibr" rid="ref24">Clark et al., 2022</xref>; <xref ref-type="bibr" rid="ref94">Nosratabadi et al., 2023</xref>); adaptive and reflexive governance capable of responding to rapid technological change (<xref ref-type="bibr" rid="ref78">Kostoska and Kocarev, 2019</xref>; <xref ref-type="bibr" rid="ref110">Schulz et al., 2020</xref>); and sensitivity to contextual and implementation constraints, particularly in low- and middle-income countries (LMICs) (<xref ref-type="bibr" rid="ref31">ElMassah and Mohieldin, 2020</xref>; <xref ref-type="bibr" rid="ref145">Zambrano, 2020</xref>). Positioned relative to existing approaches, the framework integrates insights that are often fragmented across digital governance, e-government, smart city, and sustainability transition literatures. Whereas prior frameworks tend to emphasize administrative efficiency (<xref ref-type="bibr" rid="ref67">Janowski et al., 2018</xref>; <xref ref-type="bibr" rid="ref87">Meijer, 2024</xref>), technological integration with mixed sustainability outcomes (<xref ref-type="bibr" rid="ref1">Akande et al., 2019</xref>; <xref ref-type="bibr" rid="ref115">Sharifi et al., 2024</xref>), or treat digitalization as a background enabler (<xref ref-type="bibr" rid="ref100">Pollex and Lenschow, 2018</xref>; <xref ref-type="bibr" rid="ref108">Santarius et al., 2023b</xref>), this framework explicitly conceptualizes DT as a governance challenge with sustainability consequences across environmental, social, and economic dimensions. Governance-oriented studies consistently show that sustainability outcomes are shaped not by technology choice alone, but by institutional design, regulatory capacity, and contextual conditions, positioning governance as the key &#x201C;conversion mechanism&#x201D; through which digital capabilities are translated into SDG-relevant outcomes (<xref ref-type="bibr" rid="ref66">Janowski, 2016</xref>; <xref ref-type="bibr" rid="ref87">Meijer, 2024</xref>; <xref ref-type="bibr" rid="ref100">Pollex and Lenschow, 2018</xref>; <xref ref-type="bibr" rid="ref108">Santarius et al., 2023b</xref>).</p>
<p>Positive outcomes are consistently associated with several governance components including coherent strategic vision (<xref ref-type="bibr" rid="ref30">El hilali and El manouar, 2019</xref>), clearly defined leadership and accountability (<xref ref-type="bibr" rid="ref48">Goralski and Tan, 2020</xref>; <xref ref-type="bibr" rid="ref95">Osburg, 2017</xref>), effective data governance and interoperability (<xref ref-type="bibr" rid="ref39">Gensch et al., 2017</xref>; <xref ref-type="bibr" rid="ref54">Guo et al., 2018</xref>; <xref ref-type="bibr" rid="ref74">Kolade and Owoseni, 2022</xref>; <xref ref-type="bibr" rid="ref75">Kolesnichenko et al., 2021</xref>; <xref ref-type="bibr" rid="ref124">Truby, 2020</xref>; <xref ref-type="bibr" rid="ref126">Turcu, 2013</xref>; <xref ref-type="bibr" rid="ref104">Sachs et al., 2019</xref>; <xref ref-type="bibr" rid="ref133">United Nations Development Group, 2017</xref>), safeguards for data privacy (<xref ref-type="bibr" rid="ref32">Etzion and Aragon-Correa, 2016</xref>) and cybersecurity (<xref ref-type="bibr" rid="ref115">Sharifi et al., 2024</xref>; <xref ref-type="bibr" rid="ref137">Vinuesa et al., 2020</xref>), participatory mechanisms (<xref ref-type="bibr" rid="ref40">Ghobakhloo, 2020</xref>; <xref ref-type="bibr" rid="ref112">Seele and Lock, 2017</xref>; <xref ref-type="bibr" rid="ref140">World Economic Forum, 2019</xref>; <xref ref-type="bibr" rid="ref144">Young et al., 2020</xref>), and monitoring systems capable of tracking SDG-related impacts over time (<xref ref-type="bibr" rid="ref27">de Galdino Magalh&#x00E3;es Santos, 2024</xref>; <xref ref-type="bibr" rid="ref87">Meijer, 2024</xref>; <xref ref-type="bibr" rid="ref115">Sharifi et al., 2024</xref>; <xref ref-type="bibr" rid="ref124">Truby, 2020</xref>; <xref ref-type="bibr" rid="ref145">Zambrano, 2020</xref>). Sustainability-oriented DT requires policy instruments that internalize environmental costs, incentivize low-impact design, and embed digital deployment within broader climate and circular-economy strategies. Policies must ensure inclusivity&#x2014;covering connectivity, digital literacy, skills development, ethical digital practices and accessibility standards&#x2014;as core enabling conditions to avoid social fragmentation (<xref ref-type="bibr" rid="ref13">Bergantino et al., 2024</xref>; <xref ref-type="bibr" rid="ref26">David et al., 2024</xref>; <xref ref-type="bibr" rid="ref43">Ghobakhloo et al., 2021b</xref>; <xref ref-type="bibr" rid="ref86">Mazzi and Floridi, 2023</xref>; <xref ref-type="bibr" rid="ref113">Sha et al., 2024</xref>). Policies ought also to standardize performance metrics to measure the progress and success of DT initiatives (<xref ref-type="bibr" rid="ref10">Barbier and Burgess, 2019</xref>; <xref ref-type="bibr" rid="ref16">Bidarbakhtnia, 2020</xref>; <xref ref-type="bibr" rid="ref23">Campagnolo et al., 2018</xref>; <xref ref-type="bibr" rid="ref53">Guo, 2020</xref>; <xref ref-type="bibr" rid="ref92">Nhamo et al., 2020</xref>; <xref ref-type="bibr" rid="ref100">Pollex and Lenschow, 2018</xref>; <xref ref-type="bibr" rid="ref116">Siekmann et al., 2023</xref>; <xref ref-type="bibr" rid="ref122">Tjoa and Tjoa, 2016</xref>). Moreover, effective governance requires adaptive regulatory structures, enhanced policy capacity, and legal compliance (<xref ref-type="bibr" rid="ref31">ElMassah and Mohieldin, 2020</xref>; <xref ref-type="bibr" rid="ref144">Young et al., 2020</xref>; <xref ref-type="bibr" rid="ref148">Zheng et al., 2025</xref>). Rapid technological change renders static regulatory frameworks and fragmented policy approaches increasingly obsolete, creating governance gaps that are particularly consequential in lower-capacity contexts (<xref ref-type="bibr" rid="ref31">ElMassah and Mohieldin, 2020</xref>; <xref ref-type="bibr" rid="ref78">Kostoska and Kocarev, 2019</xref>; <xref ref-type="bibr" rid="ref108">Santarius et al., 2023b</xref>; <xref ref-type="bibr" rid="ref110">Schulz et al., 2020</xref>). From this perspective, sustainable DT governance is best understood not as a fixed model, but as an ongoing institutional process that requires learning, reflexivity, and continuous adjustment to evolving technologic, social, and environmental conditions.</p>
</sec>
<sec id="sec12">
<label>3.2.3</label>
<title>DT governance challenges, limitations and contextual constraints</title>
<p>Although a growing body of literature has proposed governance approaches to align DT with sustainability objectives (<xref ref-type="bibr" rid="ref4">Allan et al., 2024</xref>; <xref ref-type="bibr" rid="ref26">David et al., 2024</xref>; <xref ref-type="bibr" rid="ref34">Fern&#x00E1;ndez-Aller et al., 2021</xref>; <xref ref-type="bibr" rid="ref60">Ibrahim, 2022</xref>; <xref ref-type="bibr" rid="ref67">Janowski et al., 2018</xref>; <xref ref-type="bibr" rid="ref77">Kolupaieva and Tiesheva, 2023</xref>; <xref ref-type="bibr" rid="ref78">Kostoska and Kocarev, 2019</xref>; <xref ref-type="bibr" rid="ref88">Mienye et al., 2024</xref>; <xref ref-type="bibr" rid="ref107">Santarius et al., 2023a</xref>; <xref ref-type="bibr" rid="ref110">Schulz et al., 2020</xref>; <xref ref-type="bibr" rid="ref120">Stahl et al., 2022</xref>; <xref ref-type="bibr" rid="ref119">Stahl et al., 2023</xref>; <xref ref-type="bibr" rid="ref127">Ufua et al., 2021</xref>; <xref ref-type="bibr" rid="ref134">United Nations Sustainable Development Solutions Network, 2019</xref>; <xref ref-type="bibr" rid="ref145">Zambrano, 2020</xref>), these efforts remain fragmented and limited in scope. Existing models variously emphasize smart and sustainable governance drivers (<xref ref-type="bibr" rid="ref35">Furtado et al., 2023</xref>), centralized or networked governance structures (<xref ref-type="bibr" rid="ref110">Schulz et al., 2020</xref>), digital democracy and data-driven governance (<xref ref-type="bibr" rid="ref78">Kostoska and Kocarev, 2019</xref>), or evolutionary governance and citizen&#x2013;administration relationships (<xref ref-type="bibr" rid="ref67">Janowski et al., 2018</xref>). However, many of these frameworks remain largely conceptual, lack empirical validation, and provide limited guidance on implementation, risk management, and contextual adaptation. In particular, they often overlook hybrid governance arrangements, stakeholder inclusivity, efficient resource allocation, and the need for governance adaptability in rapidly evolving digital environments (<xref ref-type="bibr" rid="ref8">Bai et al., 2025</xref>). Structural and regulatory challenges further constrain DT governance. The literature highlights the absence of universally agreed data protection and privacy principles (<xref ref-type="bibr" rid="ref30">El hilali and El manouar, 2019</xref>; <xref ref-type="bibr" rid="ref37">Gebhardt, 2017</xref>; <xref ref-type="bibr" rid="ref48">Goralski and Tan, 2020</xref>; <xref ref-type="bibr" rid="ref104">Sachs et al., 2019</xref>; <xref ref-type="bibr" rid="ref145">Zambrano, 2020</xref>), fragmentation and poor compliance in regulatory frameworks (<xref ref-type="bibr" rid="ref114">Shahmohammad et al., 2024</xref>; <xref ref-type="bibr" rid="ref135">van der Hoogen et al., 2024</xref>; <xref ref-type="bibr" rid="ref144">Young et al., 2020</xref>), and growing governance gaps as technological innovation outpaces regulatory capacity (<xref ref-type="bibr" rid="ref63">Irtyshcheva et al., 2020</xref>; <xref ref-type="bibr" rid="ref148">Zheng et al., 2025</xref>). These challenges have prompted calls for coordinated cross-sectoral responses, including proposals for a &#x201C;Digital Green Deal&#x201D; to better align digitalization with sustainability and SDG objectives (<xref ref-type="bibr" rid="ref108">Santarius et al., 2023b</xref>). At the same time, the complexity of evaluating and monitoring DT impacts on SDG progress remains a persistent challenge, underscoring the need for standardized assessment methods and clearer mechanisms for legal compliance and accountability (<xref ref-type="bibr" rid="ref100">Pollex and Lenschow, 2018</xref>; <xref ref-type="bibr" rid="ref116">Siekmann et al., 2023</xref>). Ethical concerns related to transparency, accountability, equity, and inclusion further complicate governance design, requiring continuous legal adaptation and institutional learning (<xref ref-type="bibr" rid="ref7">Alojail and Khan, 2023</xref>; <xref ref-type="bibr" rid="ref24">Clark et al., 2022</xref>; <xref ref-type="bibr" rid="ref26">David et al., 2024</xref>; <xref ref-type="bibr" rid="ref60">Ibrahim, 2022</xref>; <xref ref-type="bibr" rid="ref113">Sha et al., 2024</xref>; <xref ref-type="bibr" rid="ref127">Ufua et al., 2021</xref>).</p>
<p>Empirical evidence consistently shows that these governance challenges are intensified by contextual and institutional constraints, particularly in low- and middle-income countries (LMICs). Studies document limited regulatory enforcement, fragmented institutional mandates, insufficient technical capacity, and dependence on external digital platforms as key barriers to effective oversight (<xref ref-type="bibr" rid="ref70">Kassen, 2019</xref>; <xref ref-type="bibr" rid="ref127">Ufua et al., 2021</xref>; <xref ref-type="bibr" rid="ref145">Zambrano, 2020</xref>). In many contexts, DT initiatives advance faster than governance frameworks, increasing exposure to risks such as data misuse, exclusion, and governance lock-ins (<xref ref-type="bibr" rid="ref110">Schulz et al., 2020</xref>; <xref ref-type="bibr" rid="ref124">Truby, 2020</xref>). Infrastructure deficits&#x2014;including uneven connectivity, unreliable energy supply, and limited digital literacy&#x2014;frequently reinforce existing digital divides rather than reducing them (<xref ref-type="bibr" rid="ref24">Clark et al., 2022</xref>; <xref ref-type="bibr" rid="ref77">Kolupaieva and Tiesheva, 2023</xref>; <xref ref-type="bibr" rid="ref94">Nosratabadi et al., 2023</xref>). Similar dynamics are observed in smart city contexts, where efficiency gains may coexist with weak environmental and social sustainability outcomes in the absence of inclusive governance arrangements (<xref ref-type="bibr" rid="ref1">Akande et al., 2019</xref>; <xref ref-type="bibr" rid="ref115">Sharifi et al., 2024</xref>). These constraints are further shaped by broader political-economy factors, such as limited fiscal space, donor dependence, and asymmetries in technological ownership and control, which may prioritize short-term efficiency or growth over long-term sustainability objectives (<xref ref-type="bibr" rid="ref19">Bostrom and Nayyar, 2023</xref>; <xref ref-type="bibr" rid="ref108">Santarius et al., 2023b</xref>). Collectively, the literature suggests that sustainable DT governance requires adaptive, context-sensitive, and phased approaches that prioritize institutional capacity building, cross-sectoral coordination, and regulatory learning over the transplantation of uniform best practices (<xref ref-type="bibr" rid="ref22">B&#x00FC;hler et al., 2021</xref>; <xref ref-type="bibr" rid="ref26">David et al., 2024</xref>; <xref ref-type="bibr" rid="ref33">European Economic and Social Committee, 2020</xref>; <xref ref-type="bibr" rid="ref31">ElMassah and Mohieldin, 2020</xref>; <xref ref-type="bibr" rid="ref35">Furtado et al., 2023</xref>; <xref ref-type="bibr" rid="ref50">Gritsenko, 2024</xref>; <xref ref-type="bibr" rid="ref62">Imasiku et al., 2019</xref>; <xref ref-type="bibr" rid="ref85">Madon and Masiero, 2024</xref>; <xref ref-type="bibr" rid="ref113">Sha et al., 2024</xref>; <xref ref-type="bibr" rid="ref115">Sharifi et al., 2024</xref>; <xref ref-type="bibr" rid="ref116">Siekmann et al., 2023</xref>; <xref ref-type="bibr" rid="ref117">Sparviero and Ragnedda, 2021</xref>; <xref ref-type="bibr" rid="ref119">Stahl et al., 2023</xref>; <xref ref-type="bibr" rid="ref131">United Nations Conference on Trade and Development, 2018</xref>; <xref ref-type="bibr" rid="ref133">United Nations Development Group, 2017</xref>; <xref ref-type="bibr" rid="ref140">World Economic Forum, 2019</xref>; <xref ref-type="bibr" rid="ref143">Wu et al., 2018</xref>). Recognizing these constraints is essential for designing governance frameworks that are both practically implementable and responsive to real-world institutional limitations.</p>
</sec>
<sec id="sec13">
<label>3.2.4</label>
<title>DT governance guidelines inspired from best practices</title>
<p>Based on the literature analysis, best practices for integrating DT with sustainability objectives are outlined in <xref ref-type="table" rid="tab7">Table 7</xref>. Such practices inspired from leading countries can provide an exemplary model for integrating DT with the UN SDGs (<xref ref-type="bibr" rid="ref4">Allan et al., 2024</xref>; <xref ref-type="bibr" rid="ref7">Alojail and Khan, 2023</xref>; <xref ref-type="bibr" rid="ref13">Bergantino et al., 2024</xref>; <xref ref-type="bibr" rid="ref22">B&#x00FC;hler et al., 2021</xref>; <xref ref-type="bibr" rid="ref24">Clark et al., 2022</xref>; <xref ref-type="bibr" rid="ref26">David et al., 2024</xref>; <xref ref-type="bibr" rid="ref31">ElMassah and Mohieldin, 2020</xref>; <xref ref-type="bibr" rid="ref34">Fern&#x00E1;ndez-Aller et al., 2021</xref>; <xref ref-type="bibr" rid="ref35">Furtado et al., 2023</xref>; <xref ref-type="bibr" rid="ref49">Gouvea et al., 2018</xref>; <xref ref-type="bibr" rid="ref60">Ibrahim, 2022</xref>; <xref ref-type="bibr" rid="ref58">Hong and Xiao, 2024</xref>; <xref ref-type="bibr" rid="ref60">Ibrahim, 2022</xref>; <xref ref-type="bibr" rid="ref62">Imasiku et al., 2019</xref>; <xref ref-type="bibr" rid="ref63">Irtyshcheva et al., 2020</xref>; <xref ref-type="bibr" rid="ref64">Jacob, 2018</xref>; <xref ref-type="bibr" rid="ref66">Janowski, 2016</xref>; <xref ref-type="bibr" rid="ref67">Janowski et al., 2018</xref>; <xref ref-type="bibr" rid="ref70">Kassen, 2019</xref>; <xref ref-type="bibr" rid="ref72">Khan et al., 2024</xref>; <xref ref-type="bibr" rid="ref74">Kolade and Owoseni, 2022</xref>; <xref ref-type="bibr" rid="ref75">Kolesnichenko et al., 2021</xref>; <xref ref-type="bibr" rid="ref77">Kolupaieva and Tiesheva, 2023</xref>; <xref ref-type="bibr" rid="ref78">Kostoska and Kocarev, 2019</xref>; <xref ref-type="bibr" rid="ref83">Liu, 2024</xref>; <xref ref-type="bibr" rid="ref85">Madon and Masiero, 2024</xref>; <xref ref-type="bibr" rid="ref87">Meijer, 2024</xref>; <xref ref-type="bibr" rid="ref88">Mienye et al., 2024</xref>; <xref ref-type="bibr" rid="ref89">Mir et al., 2020</xref>; <xref ref-type="bibr" rid="ref94">Nosratabadi et al., 2023</xref>; <xref ref-type="bibr" rid="ref98">Pascale and Romagno, 2024</xref>; <xref ref-type="bibr" rid="ref100">Pollex and Lenschow, 2018</xref>; <xref ref-type="bibr" rid="ref102">Ros&#x00E1;rio and Dias, 2022</xref>; <xref ref-type="bibr" rid="ref107">Santarius et al., 2023a</xref>; <xref ref-type="bibr" rid="ref108">Santarius et al., 2023b</xref>; <xref ref-type="bibr" rid="ref110">Schulz et al., 2020</xref>; <xref ref-type="bibr" rid="ref113">Sha et al., 2024</xref>; <xref ref-type="bibr" rid="ref115">Sharifi et al., 2024</xref>; <xref ref-type="bibr" rid="ref116">Siekmann et al., 2023</xref>; <xref ref-type="bibr" rid="ref117">Sparviero and Ragnedda, 2021</xref>; <xref ref-type="bibr" rid="ref118">Spulbar et al., 2022</xref>; <xref ref-type="bibr" rid="ref120">Stahl et al., 2022</xref>; <xref ref-type="bibr" rid="ref119">Stahl et al., 2023</xref>; <xref ref-type="bibr" rid="ref124">Truby, 2020</xref>; <xref ref-type="bibr" rid="ref125">Tura and Ojanen, 2022</xref>; <xref ref-type="bibr" rid="ref127">Ufua et al., 2021</xref>; <xref ref-type="bibr" rid="ref132">United Nations Department of Economic and Social Affairs, 2018</xref>; <xref ref-type="bibr" rid="ref134">United Nations Sustainable Development Solutions Network, 2019</xref>; <xref ref-type="bibr" rid="ref146">Zeng and Duan, 2024</xref>; <xref ref-type="bibr" rid="ref147">Zhang et al., 2024</xref>). Globally, Europe defined benchmarks in DT governance and sustainability, leading to practices supporting innovation and sustainability (<xref ref-type="bibr" rid="ref120">Stahl et al., 2022</xref>).</p>
<table-wrap position="float" id="tab7">
<label>Table 7</label>
<caption>
<p>Core best practices for integrating digital transformation (DT) with sustainability objectives.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Governance domain</th>
<th align="left" valign="top">Core best practices</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Strategic governance and policy alignment</td>
<td align="left" valign="top">
<list list-type="bullet">
<list-item>
<p>Align national and local DT strategies with SDG priorities (<xref ref-type="bibr" rid="ref70">Kassen, 2019</xref>; <xref ref-type="bibr" rid="ref100">Pollex and Lenschow, 2018</xref>)</p>
</list-item>
<list-item>
<p>Integrate sustainability objectives into digital policy design and budgeting (<xref ref-type="bibr" rid="ref7">Alojail and Khan, 2023</xref>; <xref ref-type="bibr" rid="ref60">Ibrahim, 2022</xref>; <xref ref-type="bibr" rid="ref22">B&#x00FC;hler et al., 2021</xref>; <xref ref-type="bibr" rid="ref31">ElMassah and Mohieldin, 2020</xref>; <xref ref-type="bibr" rid="ref115">Sharifi et al., 2024</xref>)</p>
</list-item>
<list-item>
<p>Adopt anticipatory and systemic regulatory approaches allowing governance oversight (<xref ref-type="bibr" rid="ref7">Alojail and Khan, 2023</xref>; <xref ref-type="bibr" rid="ref66">Janowski, 2016</xref>; <xref ref-type="bibr" rid="ref124">Truby, 2020</xref>)</p>
</list-item>
<list-item>
<p>Establish sector-specific policies (<xref ref-type="bibr" rid="ref51">Grunfeld and Houghton, 2013</xref>)</p>
</list-item>
</list>
</td>
</tr>
<tr>
<td align="left" valign="top">Data governance, transparency and interoperability</td>
<td align="left" valign="top">
<list list-type="bullet">
<list-item>
<p>Establish data governance frameworks supporting data sharing and interoperability (<xref ref-type="bibr" rid="ref22">B&#x00FC;hler et al., 2021</xref>; <xref ref-type="bibr" rid="ref62">Imasiku et al., 2019</xref>; <xref ref-type="bibr" rid="ref116">Siekmann et al., 2023</xref>; <xref ref-type="bibr" rid="ref141">World Economic Forum, 2020a</xref>)</p>
</list-item>
<list-item>
<p>Enforce data privacy, cybersecurity, and ethical AI regulations (<xref ref-type="bibr" rid="ref115">Sharifi et al., 2024</xref>; <xref ref-type="bibr" rid="ref120">Stahl et al., 2022</xref>; <xref ref-type="bibr" rid="ref119">Stahl et al., 2023</xref>; <xref ref-type="bibr" rid="ref134">United Nations Sustainable Development Solutions Network, 2019</xref>)</p>
</list-item>
<list-item>
<p>Use data for evidence-based policymaking and SDG monitoring (<xref ref-type="bibr" rid="ref22">B&#x00FC;hler et al., 2021</xref>; <xref ref-type="bibr" rid="ref27">de Galdino Magalh&#x00E3;es Santos, 2024</xref>; <xref ref-type="bibr" rid="ref62">Imasiku et al., 2019</xref>; <xref ref-type="bibr" rid="ref75">Kolesnichenko et al., 2021</xref>; <xref ref-type="bibr" rid="ref77">Kolupaieva and Tiesheva, 2023</xref>; <xref ref-type="bibr" rid="ref76">Kolupaieva et al., 2024</xref>; <xref ref-type="bibr" rid="ref98">Pascale and Romagno, 2024</xref>; <xref ref-type="bibr" rid="ref100">Pollex and Lenschow, 2018</xref>; <xref ref-type="bibr" rid="ref102">Ros&#x00E1;rio and Dias, 2022</xref>)</p>
</list-item>
</list>
</td>
</tr>
<tr>
<td align="left" valign="top">Digital inclusion and human capital development</td>
<td align="left" valign="top">
<list list-type="bullet">
<list-item>
<p>Invest in digital skills, literacy and capacity building (<xref ref-type="bibr" rid="ref13">Bergantino et al., 2024</xref>; <xref ref-type="bibr" rid="ref49">Gouvea et al., 2018</xref>; <xref ref-type="bibr" rid="ref58">Hong and Xiao, 2024</xref>; <xref ref-type="bibr" rid="ref63">Irtyshcheva et al., 2020</xref>; <xref ref-type="bibr" rid="ref72">Khan et al., 2024</xref>; <xref ref-type="bibr" rid="ref74">Kolade and Owoseni, 2022</xref>; <xref ref-type="bibr" rid="ref113">Sha et al., 2024</xref>; <xref ref-type="bibr" rid="ref118">Spulbar et al., 2022</xref>; <xref ref-type="bibr" rid="ref125">Tura and Ojanen, 2022</xref>; <xref ref-type="bibr" rid="ref127">Ufua et al., 2021</xref>; <xref ref-type="bibr" rid="ref146">Zeng and Duan, 2024</xref>; <xref ref-type="bibr" rid="ref147">Zhang et al., 2024</xref>)</p>
</list-item>
<list-item>
<p>Ensure equitable access to digital infrastructure and services (<xref ref-type="bibr" rid="ref24">Clark et al., 2022</xref>; <xref ref-type="bibr" rid="ref26">David et al., 2024</xref>; <xref ref-type="bibr" rid="ref83">Liu, 2024</xref>; <xref ref-type="bibr" rid="ref113">Sha et al., 2024</xref>; <xref ref-type="bibr" rid="ref132">United Nations Department of Economic and Social Affairs, 2018</xref>)</p>
</list-item>
<list-item>
<p>Deploy digital identity systems to improve access to public services (<xref ref-type="bibr" rid="ref85">Madon and Masiero, 2024</xref>; <xref ref-type="bibr" rid="ref89">Mir et al., 2020</xref>)</p>
</list-item>
</list>
</td>
</tr>
<tr>
<td align="left" valign="top">Sustainability-oriented innovation and practices</td>
<td align="left" valign="top">
<list list-type="bullet">
<list-item>
<p>Promote co-innovation of low-carbon and resource-efficient digital solutions (<xref ref-type="bibr" rid="ref64">Jacob, 2018</xref>; <xref ref-type="bibr" rid="ref87">Meijer, 2024</xref>)</p>
</list-item>
<list-item>
<p>Integrate sustainability metrics into DT strategies (<xref ref-type="bibr" rid="ref107">Santarius et al., 2023a</xref>; <xref ref-type="bibr" rid="ref108">Santarius et al., 2023b</xref>)</p>
</list-item>
<list-item>
<p>Mandate sustainable supply chains and circular economy practices (<xref ref-type="bibr" rid="ref102">Ros&#x00E1;rio and Dias, 2022</xref>; <xref ref-type="bibr" rid="ref127">Ufua et al., 2021</xref>)</p>
</list-item>
</list>
</td>
</tr>
<tr>
<td align="left" valign="top">Financial and market incentives</td>
<td align="left" valign="top">
<list list-type="bullet">
<list-item>
<p>Provide grants, subsidies and tax incentives for sustainable DT (<xref ref-type="bibr" rid="ref88">Mienye et al., 2024</xref>)</p>
</list-item>
<list-item>
<p>Regulate data center energy use and pricing (<xref ref-type="bibr" rid="ref69">Jones et al., 2017</xref>; <xref ref-type="bibr" rid="ref119">Stahl et al., 2023</xref>)</p>
</list-item>
<list-item>
<p>Incentivize reuse, recycling and green procurement practices (<xref ref-type="bibr" rid="ref31">ElMassah and Mohieldin, 2020</xref>)</p>
</list-item>
</list>
</td>
</tr>
<tr>
<td align="left" valign="top">Digital and physical infrastructure development</td>
<td align="left" valign="top">
<list list-type="bullet">
<list-item>
<p>Invest in resilient, low-impact digital infrastructure (<xref ref-type="bibr" rid="ref7">Alojail and Khan, 2023</xref>; <xref ref-type="bibr" rid="ref94">Nosratabadi et al., 2023</xref>; <xref ref-type="bibr" rid="ref98">Pascale and Romagno, 2024</xref>; <xref ref-type="bibr" rid="ref141">World Economic Forum, 2020a</xref>)</p>
</list-item>
<list-item>
<p>Support R&#x0026;D in green digital technologies (<xref ref-type="bibr" rid="ref4">Allan et al., 2024</xref>; <xref ref-type="bibr" rid="ref7">Alojail and Khan, 2023</xref>)</p>
</list-item>
<list-item>
<p>Integrate data governance into urban planning and infrastructure policy (<xref ref-type="bibr" rid="ref4">Allan et al., 2024</xref>; <xref ref-type="bibr" rid="ref61">IIASA, 2019</xref>; <xref ref-type="bibr" rid="ref75">Kolesnichenko et al., 2021</xref>)</p>
</list-item>
</list>
</td>
</tr>
<tr>
<td align="left" valign="top">Multi-stakeholder coordination and cooperation</td>
<td align="left" valign="top">
<list list-type="bullet">
<list-item>
<p>Enable cross-sector and public&#x2013;private collaboration (<xref ref-type="bibr" rid="ref50">Gritsenko, 2024</xref>; <xref ref-type="bibr" rid="ref67">Janowski et al., 2018</xref>; <xref ref-type="bibr" rid="ref70">Kassen, 2019</xref>; <xref ref-type="bibr" rid="ref120">Stahl et al., 2022</xref>; <xref ref-type="bibr" rid="ref119">Stahl et al., 2023</xref>)</p>
</list-item>
<list-item>
<p>Strengthen international and regional cooperation for sustainable DT (<xref ref-type="bibr" rid="ref50">Gritsenko, 2024</xref>; <xref ref-type="bibr" rid="ref67">Janowski et al., 2018</xref>; <xref ref-type="bibr" rid="ref70">Kassen, 2019</xref>; <xref ref-type="bibr" rid="ref120">Stahl et al., 2022</xref>; <xref ref-type="bibr" rid="ref119">Stahl et al., 2023</xref>)</p>
</list-item>
<list-item>
<p>Support collaborative crisis-response and resilience planning (<xref ref-type="bibr" rid="ref117">Sparviero and Ragnedda, 2021</xref>; <xref ref-type="bibr" rid="ref134">United Nations Sustainable Development Solutions Network, 2019</xref>)</p>
</list-item>
</list>
</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>AI: Artificial Intelligence; DT: Digital Transformation; SDGs: Sustainable Development Goals; R&#x0026;D: Research and Development. Detailed country cases and best-practice examples are reported in <xref rid="SM1" ref-type="supplementary-material">Supplementary Table S4</xref>.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec14">
<label>3.2.5</label>
<title>Sustainable DT governance</title>
<p>The synthesis demonstrates that DT does not constitute a uniform pathway toward sustainable development. Instead, sustainability outcomes emerge from dynamic interactions between technology, governance arrangements, and socio-economic context (<xref ref-type="bibr" rid="ref56">Hig&#x00F3;n et al., 2017</xref>; <xref ref-type="bibr" rid="ref107">Santarius et al., 2023a</xref>). Sustainable DT governance is an innovative approach that integrates long-term economic, social, and environmental sustainability goals into policymaking processes, offering significant advantages over conventional approaches to DT governance. Its &#x201C;sustainable&#x201D; component stands for the adaptability and ethical focus of governance when integrating DT with sustainability objectives. Unlike conventional governance approaches, it is dynamic and flexible, able to respond to rapid technological developments and emerging sustainability challenges through proactive risk management and built-in feedback systems. Framing SDG-aligned DT governance around interdependent requirements&#x2014;such as [1] Inclusivity and equity, [2] Adaptability and resilience, [3] Transparency and accountability, and [4] Partnership and collaboration&#x2014;clarifies how policy success depends less on technology choice alone and more on the coherence and capacity of governance systems shaping implementation trajectories over time (<xref ref-type="fig" rid="fig9">Figure 9</xref>).</p>
<fig position="float" id="fig9">
<label>Figure 9</label>
<caption>
<p>Key aspects of sustainable DT governance to support sustainability. DT: Digital transformation.</p>
</caption>
<graphic xlink:href="frsc-08-1743552-g009.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Diagram showing &#x201C;DT Sustainable Governance&#x201D; in the center, surrounded by four labeled boxes: Inclusivity and Equity, Adaptability and Resilience, Partnership and Collaboration, and Transparency and Accountability, each connected to the center with arrows.</alt-text>
</graphic>
</fig>
<p>Inclusivity and equity ensure that all stakeholders, especially marginalized communities, are involved in decision-making, fostering diverse perspectives and equitable solutions. They can be achieved by addressing inequalities and ensuring fair distribution of resources and opportunities across regions and demographics. Adaptability and resilience respond effectively to evolving challenges, such as climate change, rapid technologic expansions, and shifting social dynamics. Risk mitigation strategies would address issues such as resource-intensive technologies, e-waste, and algorithmic biases, while promoting responsible innovation like green IT solutions and renewable energy-powered technologies. Transparency and accountability, supported by robust monitoring and evaluation systems (through feedback mechanisms), can build trust through liability mechanisms and open communication. Partnership and collaboration across sectors &#x2014;governments, private entities, academia, and civil society&#x2014; can leverage diverse expertise and resources to co-create innovative solutions for sustainability challenges. This forward-looking approach redefines governance as a critical tool for fostering a resilient, inclusive, and sustainable future.</p>
</sec>
</sec>
<sec id="sec15">
<label>3.3</label>
<title>Knowledge gaps and future needs</title>
<p>Sustainability and DT governance are increasingly influential in contemporary global policy and research agendas. Both fields are dynamic and rapidly evolving, generating substantial scholarly and policy attention regarding their potential to reshape societies, environmental systems, and business practices. Despite this growing interest, the intersection between sustainability and DT governance remains relatively underexplored. Notably, the UN SDGs do not explicitly address DT, highlighting a gap in their scope and objectives, because they were promulgated at a time when DT were in their early developmental phase. This temporal disconnect has created conceptual and analytical gaps in understanding how DT governance interacts with and shapes progress toward the SDGs.</p>
<p>To identify these gaps, this review systematically analyzed the existing literature to assess current knowledge and uncover underexamined areas. The findings point to several priorities for future research. These include the need for interdisciplinary studies that examine the environmental, social, and economic implications of DT governance in an integrated manner; the development of standardized evaluation metrics and monitoring approaches to assess the effectiveness of regulatory and governance interventions; and use of mixed-method designs and longitudinal analyses to capture long-term and cumulative impacts. Additional gaps concern the limited availability of cross-country comparative research to benchmark governance approaches against global standards, as well as the underrepresentation of perspectives from the Global South.</p>
<p>These identified knowledge gaps and future research directions are synthesized into a novel framework that integrates analytical methods and policy-relevant insights to guide the development of sustainable DT governance aligned with the SDGs. A central direction for future work is the empirical validation of this framework using real-world data and national statistics, which is essential for strengthening its practical relevance and informing evidence-based policy design. <xref ref-type="table" rid="tab8">Table 8</xref> provides a summary of key knowledge gaps and proposed future research topics.</p>
<table-wrap position="float" id="tab8">
<label>Table 8</label>
<caption>
<p>Knowledge gaps and future directions.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Knowledge Gaps</th>
<th align="left" valign="top">Suggested Future Directions</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Gap I: Lack of standardized evaluation metrics and monitoring methods</td>
<td align="left" valign="top">
<list list-type="bullet">
<list-item>
<p>Develop standardized, SDG-linked indicators to assess the sustainability impacts of digital transformation policies.</p>
</list-item>
<list-item>
<p>Establish harmonized monitoring frameworks to enable cross-context evaluation of DT governance effectiveness.</p>
</list-item>
</list>
</td>
</tr>
<tr>
<td align="left" valign="top">Gap II: Limited integrated impact assessment of DT governance</td>
<td align="left" valign="top">
<list list-type="bullet">
<list-item>
<p>Apply integrated environmental and socio-economic impact assessments combining KPIs, life-cycle analysis (LCA), and cost&#x2013;benefit analysis (CBA).</p>
</list-item>
<list-item>
<p>Use spatial and distributional methods to assess digital divides, accessibility barriers, and regional inequalities.</p>
</list-item>
</list>
</td>
</tr>
<tr>
<td align="left" valign="top">Gap III: Insufficient comparative analysis of DT governance models</td>
<td align="left" valign="top">
<list list-type="bullet">
<list-item>
<p>Conduct systematic policy mapping and legal benchmarking of DT governance models across countries.</p>
</list-item>
<list-item>
<p>Undertake comparative cross-country studies to identify transferable governance practices aligned with SDGs.</p>
</list-item>
</list>
</td>
</tr>
<tr>
<td align="left" valign="top">Gap IV: Absence of an integrated sustainable DT governance model</td>
<td align="left" valign="top">
<list list-type="bullet">
<list-item>
<p>Develop integrated governance models aligning digital transformation with environmental, social, and economic SDGs.</p>
</list-item>
<list-item>
<p>Empirically validate governance models using longitudinal data and comparative case studies.</p>
</list-item>
</list>
</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>DT: Digital Transformation; SDG: Sustainable Development Goal; KPI: Key Performance Indicator; LCA: Life-Cycle Analysis; CBA: Cost&#x2013;Benefit Analysis; DEA: Data Envelopment Analysis; SWOT: Strengths, Weaknesses, Opportunities, Threats.</p>
</table-wrap-foot>
</table-wrap>
<p><xref ref-type="fig" rid="fig10">Figure 10</xref> presents a framework outlining a roadmap for further studies towards addressing the future directions. It consists of five related phases with actionable activities to address knowledge gaps in DT governance with Phase 1: Impact Assessment of DT governance, starting with (a) Environmental Impact Assessment (EIA) through quantitative methods such as KPI analysis of carbon footprint and energy modeling, Panel Data Regression (PDR), Risk Assessment (RA) and cross-country comparative analysis, resulting in the development of DT policies that support environmental SDGs; (b) Economic Impact Analysis (quantitative analysis) can be conducted through cost&#x2013;benefit analysis (CBA), and Input&#x2013;Output (I-O) analysis, and cross-country comparative analysis, resulting in the formulation of DT policies that support economic SDGs; and (c) Social Impact Analysis can be carried out through KPI Analysis for digital accessibility indexing (broadband penetration and internet access mapping, digital affordability index), geospatial and demographic analysis of digital accessibility, and public perception and adoption analysis (surveys and focus groups), resulting in the establishment of DT policies that support social SDGs.</p>
<fig position="float" id="fig10">
<label>Figure 10</label>
<caption>
<p>Framework for future research directions, with corresponding analytical methods and policy implications, to address existing knowledge gaps. DT: Digital Transformation; SDG: Sustainable Development Goal.</p>
</caption>
<graphic xlink:href="frsc-08-1743552-g010.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Flowchart with five phases for digital transformation (DT) governance impact on SDGs: Phase 1, impact assessment; Phase 2, policy and regulatory analysis; Phase 3, scenario analysis and simulation; Phase 4, integrated DT governance for SDGs; Phase 5, validation and refinement. Each phase lists objectives, policy implications, and intended outcomes.</alt-text>
</graphic>
</fig>
<p>Subsequently, Phase 2: Policy and regulatory analysis can be carried out through policy mapping and legal benchmarking, legal compliance gap analysis, network and stakeholder analysis, Data Envelopment Analysis (DEA), Panel Data Regression (PDR) for policy efficiency assessment, case study analysis for best practice identification, and cross-country comparative analysis, resulting in the formulation of key DT policies, including standardized global AI and data governance regulations, digital market and competition regulations, as well as cybersecurity and digital infrastructure protection laws. Following phase 2, Phase 3: Scenario analysis and policy simulation involves scenario planning and trend analysis for future governance models, predictive modelling for policy impact assessment, system dynamics modelling, game theory and decision modelling of interactions between competing policies, resulting in the development of adaptive and dynamic DT governance policies.</p>
<p>Building upon the findings from all previous phases, we synthesize the environmental, economic, social and regulatory dimensions to converge into Phase 4: The development of an integrated sustainable DT governance model in support of sustainability, where effective DT policies are formulated in alignment with the UN SDGs. Finally, Phase 5: Validation of framework and refinement through feedback mechanisms ensures an adaptive and impactful model by relying on real-time monitoring, stakeholder feedback, and iterative policy updates, to promote a dynamic governance approach that evolves in response to emerging challenges and opportunities. This phase consolidates phase 4 (the DT governance model), creating an interconnected cycle that underpins sustainable development through DT governance.</p>
</sec>
</sec>
<sec sec-type="conclusions" id="sec16">
<label>4</label>
<title>Conclusion</title>
<p>This systematic mapping and structured qualitative evidence synthesis explored past efforts examining how DT governance shapes progress across the environmental, social, and economic dimensions of the UN SDGs. While DT exhibits substantial potential to support sustainability, the findings consistently demonstrate that positive outcomes are contingent on governance quality, institutional capacity, and contextual fit rather than on technological adoption alone. Robust, ethical, and inclusive governance&#x2014;supported by coherent policies at organizational, national, and international levels&#x2014;emerges as a critical condition for aligning digitalization with long-term sustainability objectives. By synthesizing a fragmented and multidisciplinary literature, this study advances an evidence-informed, inductively derived governance framework that links DT governance mechanisms to SDG outcomes across governance scales, explicitly accounting for contextual variability, institutional constraints, and implementation trade-offs. Rather than proposing a prescriptive model, the framework provides an analytical lens for understanding how governance arrangements condition sustainability impacts, particularly in low- and middle-income countries where capacity limitations are most pronounced. The quality appraisal indicates that the strength of policy-relevant insights varies across the evidence base. Empirically grounded and mixed-methods studies provide more robust support for governance conditions associated with positive SDG outcomes, whereas more optimistic or solution-oriented claims are disproportionately drawn from exploratory, conceptually oriented, or lower-quality studies. Accordingly, the policy implications advanced in this review are framed as conditional and adaptive, and interpreted as indicative rather than conclusive, emphasizing governance functions, monitoring, and institutional fit over the direct transfer of best-practice models, and underscoring the need for context-sensitive policymaking and further empirical validation before applying governance approaches across diverse institutional and socio-economic settings. Building on these insights, the analysis identifies several priority knowledge gaps, including the need for standardized sustainability metrics, stronger integration of ethical and equity considerations into DT governance, deeper empirical examination of long-term SDG impacts, and broader inclusion of critical governance perspectives that challenge technology-forward narratives. Addressing these gaps will require interdisciplinary, mixed-methods, and longitudinal research designs, alongside greater inclusion of diverse regional and socio-economic contexts and empirical validation through comparative case studies and real-world data. Finally, while restricting the analysis to peer-reviewed open-access literature enhances transparency and accessibility, it may also reinforce dominant policy narratives and contribute to the observed positivity bias, underscoring that reported sustainability benefits depend on governance capacity and socio-economic context, rather than representing universally generalizable outcomes. Future efforts could strengthen the evidence base by incorporating subscription-based scholarship, legal analyses, and policy reports to enable a more comprehensive and critical assessment of DT governance for sustainable development. The proposed framework thus provides a foundation for future research aimed at advancing ethical, inclusive, and resilient DT governance aligned with the SDGs, while recognizing that the rapid evolution of digital technologies, combined with regional, cultural, and disciplinary diversity, continues to challenge the development of cohesive and generalizable governance models.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec17">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref rid="SM1" ref-type="supplementary-material">Supplementary material</xref>, further inquiries can be directed to the corresponding author/s.</p>
</sec>
<sec sec-type="author-contributions" id="sec18">
<title>Author contributions</title>
<p>SG: Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Resources, Software, Supervision, Validation, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. ME-F: Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Resources, Supervision, Validation, Writing &#x2013; review &#x0026; editing.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>The authors would like to express their gratitude to the American University of Beirut (AUB) and Khalifa University in the United Arab Emirates for their institutional collaboration and academic support. Special thanks are also extended to Dar Al-Handasah (Shair and Partners) for its continuous support to the graduate programs in Engineering at AUB.</p>
</ack>
<sec sec-type="COI-statement" id="sec19">
<title>Conflict of interest</title>
<p>The author(s) declared that this work was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="sec20">
<title>Generative AI statement</title>
<p>The author(s) declared that Generative AI was not used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec sec-type="disclaimer" id="sec21">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec sec-type="supplementary-material" id="sec22">
<title>Supplementary material</title>
<p>The Supplementary material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/frsc.2026.1743552/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/frsc.2026.1743552/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Supplementary_file_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Supplementary_file_2.docx" id="SM2" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<ref-list>
<title>References</title>
<ref id="ref1"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Akande</surname><given-names>A.</given-names></name> <name><surname>Cabral</surname><given-names>P.</given-names></name> <name><surname>Casteleyn</surname><given-names>S.</given-names></name></person-group> (<year>2019</year>). <article-title>Assessing the gap between technology &#x0026; the environmental sustainability of European cities</article-title>. <source>Inf. Syst. Front.</source> <volume>21</volume>, <fpage>581</fpage>&#x2013;<lpage>604</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s10796-019-09903-3</pub-id></mixed-citation></ref>
<ref id="ref2"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Alakeson</surname><given-names>V.</given-names></name> <name><surname>Wilsdon</surname><given-names>J.</given-names></name></person-group> (<year>2002</year>). <article-title>Digital sustainability in Europe</article-title>. <source>J. Ind. Ecol.</source> <volume>6</volume>, <fpage>10</fpage>&#x2013;<lpage>12</lpage>. doi: <pub-id pub-id-type="doi">10.1162/108819802763471744</pub-id></mixed-citation></ref>
<ref id="ref3"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Aldieri</surname><given-names>L.</given-names></name> <name><surname>Carlucci</surname><given-names>F.</given-names></name> <name><surname>Vinci</surname><given-names>C. P.</given-names></name> <name><surname>Yigitcanlar</surname><given-names>T.</given-names></name></person-group> (<year>2019</year>). <article-title>Environmental innovation, knowledge spillovers and policy implications: a systematic review of the economic effects literature</article-title>. <source>J. Clean. Prod.</source> <volume>239</volume>:<fpage>118051</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jclepro.2019.118051</pub-id></mixed-citation></ref>
<ref id="ref4"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Allan</surname><given-names>M.</given-names></name> <name><surname>Rajabifard</surname><given-names>A.</given-names></name> <name><surname>Foliente</surname><given-names>G.</given-names></name></person-group> (<year>2024</year>). <article-title>Climate resilient urban regeneration and SDG 11-stakeholders&#x2019; view on pathways and digital infrastructures</article-title>. <source>Int. J. Digit. Earth</source> <volume>17</volume>:<fpage>e2385076</fpage>. doi: <pub-id pub-id-type="doi">10.1080/17538947.2024.2385076</pub-id></mixed-citation></ref>
<ref id="ref5"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Allen</surname><given-names>C.</given-names></name> <name><surname>Metternicht</surname><given-names>G.</given-names></name> <name><surname>Wiedmann</surname><given-names>T.</given-names></name></person-group> (<year>2016</year>). <article-title>National pathways to the sustainable development goals (SDGs): a comparative review of scenario modelling tools</article-title>. <source>Environ. Sci. Pol.</source> <volume>66</volume>, <fpage>199</fpage>&#x2013;<lpage>207</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.envsci.2016.09.008</pub-id></mixed-citation></ref>
<ref id="ref6"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Allen</surname><given-names>C.</given-names></name> <name><surname>Metternicht</surname><given-names>G.</given-names></name> <name><surname>Wiedmann</surname><given-names>T.</given-names></name></person-group> (<year>2018</year>). <article-title>Initial progress in implementing the sustainable development goals (SDGs): a review of evidence from countries</article-title>. <source>Sustain. Sci.</source> <volume>13</volume>, <fpage>1453</fpage>&#x2013;<lpage>1467</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s11625-018-0572-3</pub-id></mixed-citation></ref>
<ref id="ref7"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Alojail</surname><given-names>M.</given-names></name> <name><surname>Khan</surname><given-names>S. B.</given-names></name></person-group> (<year>2023</year>). <article-title>Impact of digital transformation toward sustainable development</article-title>. <source>Sustainability</source> <volume>15</volume>:<fpage>14697</fpage>. doi: <pub-id pub-id-type="doi">10.3390/su152014697</pub-id></mixed-citation></ref>
<ref id="ref8"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Bai</surname><given-names>C.</given-names></name> <name><surname>Du</surname><given-names>X.</given-names></name> <name><surname>Chua</surname><given-names>S. Y.</given-names></name></person-group> (<year>2025</year>). <article-title>The green potential of the digital economy in balancing economic growth and carbon emissions</article-title>. <source>Sci. Rep.</source> <volume>15</volume>:<fpage>19365</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s41598-025-04616-x</pub-id>, <pub-id pub-id-type="pmid">40461559</pub-id></mixed-citation></ref>
<ref id="ref9"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Balogun</surname><given-names>A.-L.</given-names></name> <name><surname>Marks</surname><given-names>D.</given-names></name> <name><surname>Sharma</surname><given-names>R.</given-names></name> <name><surname>Shekhar</surname><given-names>H.</given-names></name> <name><surname>Balmes</surname><given-names>C.</given-names></name> <name><surname>Maheng</surname><given-names>D.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Assessing the potentials of digitalization as a tool for climate change adaptation and sustainable development in urban centres</article-title>. <source>Sustain. Cities Soc.</source> <volume>53</volume>:<fpage>101888</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.scs.2019.101888</pub-id></mixed-citation></ref>
<ref id="ref10"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Barbier</surname><given-names>E. B.</given-names></name> <name><surname>Burgess</surname><given-names>J. C.</given-names></name></person-group> (<year>2019</year>). <article-title>Sustainable development goal indicators: analyzing trade-offs and complementarities</article-title>. <source>World Dev.</source> <volume>122</volume>, <fpage>295</fpage>&#x2013;<lpage>305</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.worlddev.2019.05.026</pub-id></mixed-citation></ref>
<ref id="ref11"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Bekaroo</surname><given-names>G.</given-names></name> <name><surname>Bokhoree</surname><given-names>C.</given-names></name> <name><surname>Pattinson</surname><given-names>C.</given-names></name></person-group> (<year>2016</year>). <article-title>Impacts of ICT on the natural ecosystem: a grassroot analysis for promoting socio-environmental sustainability</article-title>. <source>Renew. Sust. Energ. Rev.</source> <volume>57</volume>, <fpage>1580</fpage>&#x2013;<lpage>1595</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.rser.2015.12.147</pub-id></mixed-citation></ref>
<ref id="ref12"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Berawi</surname><given-names>M. A.</given-names></name></person-group> (<year>2017</year>). <article-title>The role of technology in achieving sustainable development goals</article-title>. <source>Int. J. Technol.</source> <volume>8</volume>, <fpage>362</fpage>&#x2013;<lpage>365</lpage>. doi: <pub-id pub-id-type="doi">10.14716/ijtech.v8i3.9296</pub-id></mixed-citation></ref>
<ref id="ref13"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Bergantino</surname><given-names>A. S.</given-names></name> <name><surname>Intini</surname><given-names>M.</given-names></name> <name><surname>Nademi</surname><given-names>Y.</given-names></name></person-group> (<year>2024</year>). <article-title>Rethinking poverty: an econometric analysis of the role of ICT poverty in a global context</article-title>. <source>Telecommun. Policy</source>. <volume>49</volume>:<fpage>102876</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.telpol.2024.102876</pub-id></mixed-citation></ref>
<ref id="ref14"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Bibri</surname><given-names>S. E.</given-names></name></person-group> (<year>2019</year>). <article-title>On the sustainability of smart and smarter cities in the era of big data: an interdisciplinary and transdisciplinary literature review</article-title>. <source>J. Big Data</source> <volume>6</volume>, <fpage>1</fpage>&#x2013;<lpage>64</lpage>. doi: <pub-id pub-id-type="doi">10.1186/s40537-019-0182-7</pub-id></mixed-citation></ref>
<ref id="ref15"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Bibri</surname><given-names>S. E.</given-names></name> <name><surname>Krogstie</surname><given-names>J.</given-names></name></person-group> (<year>2017</year>). <article-title>Smart sustainable cities of the future: an extensive interdisciplinary literature review</article-title>. <source>Sustain. Cities Soc.</source> <volume>31</volume>, <fpage>183</fpage>&#x2013;<lpage>212</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.scs.2017.02.016</pub-id></mixed-citation></ref>
<ref id="ref16"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Bidarbakhtnia</surname><given-names>A.</given-names></name></person-group> (<year>2020</year>). <article-title>Measuring sustainable development goals (SDGs): an inclusive approach</article-title>. <source>Glob. Policy</source> <volume>11</volume>, <fpage>56</fpage>&#x2013;<lpage>67</lpage>. doi: <pub-id pub-id-type="doi">10.1111/1758-5899.12774</pub-id></mixed-citation></ref>
<ref id="ref17"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Bifulco</surname><given-names>F.</given-names></name> <name><surname>Tregua</surname><given-names>M.</given-names></name> <name><surname>Amitrano</surname><given-names>C. C.</given-names></name> <name><surname>D&#x2019;Auria</surname><given-names>A.</given-names></name></person-group> (<year>2016</year>). <article-title>ICT and sustainability in smart cities management</article-title>. <source>Int. J. Public Sect. Manag.</source> <volume>29</volume>, <fpage>132</fpage>&#x2013;<lpage>147</lpage>. doi: <pub-id pub-id-type="doi">10.1108/IJPSM-07-2015-0132</pub-id></mixed-citation></ref>
<ref id="ref18"><mixed-citation publication-type="other"><person-group person-group-type="author"><name><surname>Bissio</surname><given-names>R.</given-names></name></person-group>. <year>2018</year>, Vector of hope, source of fear, spotlight on sustainable development 2018: Exploring new policy pathways. Available online at: <ext-link xlink:href="https://www.2030spotlight.org/sites/default/files/spot2018/chaps/Spotlight_Innenteil_2018_chapter3_bissio.pdf" ext-link-type="uri">https://www.2030spotlight.org/sites/default/files/spot2018/chaps/Spotlight_Innenteil_2018_chapter3_bissio.pdf</ext-link> (Accessed February 10, 2025)</mixed-citation></ref>
<ref id="ref19"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Bostrom</surname><given-names>A.</given-names></name> <name><surname>Nayyar</surname><given-names>S.</given-names></name></person-group> (<year>2023</year>). <article-title>Fit for purpose? The patents regime, the fourth industrial revolution, and sustainable development</article-title>. <source>Data Policy</source> <volume>5</volume>:<fpage>e18</fpage>. doi: <pub-id pub-id-type="doi">10.1017/dap.2023.17</pub-id></mixed-citation></ref>
<ref id="ref20"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Brenner</surname><given-names>B.</given-names></name> <name><surname>Hartl</surname><given-names>B.</given-names></name></person-group> (<year>2021</year>). <article-title>The perceived relationship between digitalization and ecological, economic, and social sustainability</article-title>. <source>J. Clean. Prod.</source> <volume>315</volume>:<fpage>128128</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jclepro.2021.128128</pub-id></mixed-citation></ref>
<ref id="ref21"><mixed-citation publication-type="book"><person-group person-group-type="author"><name><surname>Brundtland</surname><given-names>G. H. C.</given-names></name></person-group> (<year>1987</year>). <source>Our Common Future</source> <publisher-loc>Oxford, United Kingdom</publisher-loc>: <publisher-name>Oxford University Press</publisher-name>.</mixed-citation></ref>
<ref id="ref22"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>B&#x00FC;hler</surname><given-names>M. M.</given-names></name> <name><surname>Sebald</surname><given-names>C.</given-names></name> <name><surname>Rechid</surname><given-names>D.</given-names></name> <name><surname>Baier</surname><given-names>E.</given-names></name> <name><surname>Michalski</surname><given-names>A.</given-names></name> <name><surname>Rothstein</surname><given-names>B.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Application of Copernicus data for climate-relevant urban planning using the example of water, heat, and vegetation</article-title>. <source>Remote Sens</source> <volume>13</volume>:<fpage>3634</fpage>. doi: <pub-id pub-id-type="doi">10.3390/rs13183634</pub-id></mixed-citation></ref>
<ref id="ref23"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Campagnolo</surname><given-names>L.</given-names></name> <name><surname>Eboli</surname><given-names>F.</given-names></name> <name><surname>Farnia</surname><given-names>L.</given-names></name> <name><surname>Carraro</surname><given-names>C.</given-names></name></person-group> (<year>2018</year>). <article-title>Supporting the UN SDGs transition: methodology for sustainability assessment and current worldwide ranking</article-title>. <source>Economics</source> <volume>12</volume>, <fpage>1</fpage>&#x2013;<lpage>19</lpage>. doi: <pub-id pub-id-type="doi">10.5018/economics-ejournal.ja.2018-10</pub-id></mixed-citation></ref>
<ref id="ref24"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Clark</surname><given-names>S.</given-names></name> <name><surname>MacLachlan</surname><given-names>M.</given-names></name> <name><surname>Marshall</surname><given-names>K.</given-names></name> <name><surname>Morahan</surname><given-names>N.</given-names></name> <name><surname>Carroll</surname><given-names>C.</given-names></name> <name><surname>Hand</surname><given-names>K.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Including digital connection in the United Nations sustainable development goals: a systems thinking approach for achieving the SDGs</article-title>. <source>Sustainability</source> <volume>14</volume>:<fpage>1883</fpage>. doi: <pub-id pub-id-type="doi">10.3390/su14031883</pub-id></mixed-citation></ref>
<ref id="ref25"><mixed-citation publication-type="other"><person-group person-group-type="author"><name><surname>Coroama</surname><given-names>V.</given-names></name> <name><surname>H&#x00F6;jer</surname><given-names>M.</given-names></name></person-group> (<year>2016</year>). &#x201C;<chapter-title>Assessing GHG benefits induced by ICT services in practice: a case study and resulting challenges</chapter-title>&#x201D; in <source>Proceedings of ICT for sustainability 2016</source>, <fpage>29</fpage>&#x2013;<lpage>35</lpage>.</mixed-citation></ref>
<ref id="ref26"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>David</surname><given-names>A.</given-names></name> <name><surname>Yigitcanlar</surname><given-names>T.</given-names></name> <name><surname>Desouza</surname><given-names>K.</given-names></name> <name><surname>Li</surname><given-names>R. Y. M.</given-names></name> <name><surname>Cheong</surname><given-names>P. H.</given-names></name> <name><surname>Mehmood</surname><given-names>R.</given-names></name> <etal/></person-group>. (<year>2024</year>). <article-title>Understanding local government responsible AI strategy: an international municipal policy document analysis</article-title>. <source>Cities</source> <volume>155</volume>:<fpage>105502</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.cities.2024.105502</pub-id></mixed-citation></ref>
<ref id="ref27"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>de Galdino Magalh&#x00E3;es Santos</surname><given-names>L.</given-names></name></person-group> (<year>2024</year>). <article-title>Open government data in the Brazilian digital government: enabling an SDG acceleration agenda</article-title>. <source>Comput. Law Secur. Rev.</source> <volume>54</volume>:<fpage>106029</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.clsr.2024.106029</pub-id></mixed-citation></ref>
<ref id="ref28"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Del R&#x00ED;o Castro</surname><given-names>G.</given-names></name> <name><surname>Gonz&#x00E1;lez Fern&#x00E1;ndez</surname><given-names>M. C.</given-names></name> <name><surname>Uruburu Colsa</surname><given-names>&#x00C1;.</given-names></name></person-group> (<year>2021</year>). <article-title>Unleashing the convergence amid digitalization and sustainability towards pursuing the sustainable development goals (SDGs): a holistic review</article-title>. <source>J. Clean. Prod.</source> <volume>280</volume>:<fpage>122204</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jclepro.2020.122204</pub-id></mixed-citation></ref>
<ref id="ref29"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Delgosha</surname><given-names>M. S.</given-names></name> <name><surname>Saheb</surname><given-names>T.</given-names></name> <name><surname>Hajiheydari</surname><given-names>N.</given-names></name></person-group> (<year>2021</year>). <article-title>Modelling the asymmetrical relationships between digitalisation and sustainable competitiveness: a cross-country configurational analysis</article-title>. <source>Inf. Syst. Front.</source> <volume>23</volume>, <fpage>1317</fpage>&#x2013;<lpage>1337</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s10796-020-10029-0</pub-id></mixed-citation></ref>
<ref id="ref30"><mixed-citation publication-type="other"><person-group person-group-type="author"><name><surname>El hilali</surname><given-names>W.</given-names></name> <name><surname>El manouar</surname><given-names>A.</given-names></name></person-group> (<year>2019</year>). <source>Unlocking digitalization&#x2019;s possibilities: Reaching sustainability by adopting the right digital strategy</source>, <fpage>1</fpage>&#x2013;<lpage>6</lpage>. <publisher-loc>Piscataway, New Jersey, United States</publisher-loc>: <publisher-name>Institute of Electrical and Electronics Engineers (IEEE)</publisher-name>.</mixed-citation></ref>
<ref id="ref31"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>ElMassah</surname><given-names>S.</given-names></name> <name><surname>Mohieldin</surname><given-names>M.</given-names></name></person-group> (<year>2020</year>). <article-title>Digital transformation and localizing the sustainable development goals (SDGs)</article-title>. <source>Ecol. Econ.</source> <volume>169</volume>:<fpage>106490</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.ecolecon.2019.106490</pub-id></mixed-citation></ref>
<ref id="ref32"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Etzion</surname><given-names>D.</given-names></name> <name><surname>Aragon-Correa</surname><given-names>J. A.</given-names></name></person-group> (<year>2016</year>). <article-title>Big data, management, and sustainability: strategic opportunities ahead</article-title>. <source>Organ. Environ.</source> <volume>29</volume>, <fpage>147</fpage>&#x2013;<lpage>155</lpage>. doi: <pub-id pub-id-type="doi">10.1177/1086026616650437</pub-id></mixed-citation></ref>
<ref id="ref33"><mixed-citation publication-type="other"><collab id="coll1">European Economic and Social Committee</collab>. <year>2020</year>. Digitalisation and sustainability - status quo and need for action from a civil society perspective. Opinion NAT/794. Available online at: <ext-link xlink:href="https://webapi2016.eesc.europa.eu/v1/documents/EESC-2020-01918-00-00-AS-TRA-EN.docx/pdf" ext-link-type="uri">https://webapi2016.eesc.europa.eu/v1/documents/EESC-2020-01918-00-00-AS-TRA-EN.docx/pdf</ext-link> (Accessed January 7, 2025)</mixed-citation></ref>
<ref id="ref34"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Fern&#x00E1;ndez-Aller</surname><given-names>C.</given-names></name> <name><surname>de Velasco</surname><given-names>A. F.</given-names></name> <name><surname>Manjarr&#x00E9;s</surname><given-names>&#x00C1;.</given-names></name> <name><surname>Pastor-Escuredo</surname><given-names>D.</given-names></name> <name><surname>Pickin</surname><given-names>S.</given-names></name> <name><surname>Criado</surname><given-names>J. S.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>An inclusive and sustainable artificial intelligence strategy for Europe based on human rights</article-title>. <source>IEEE Technol. Soc. Mag.</source> <volume>40</volume>, <fpage>46</fpage>&#x2013;<lpage>54</lpage>. doi: <pub-id pub-id-type="doi">10.1109/MTS.2021.3056283</pub-id></mixed-citation></ref>
<ref id="ref35"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Furtado</surname><given-names>L. S.</given-names></name> <name><surname>Silva</surname><given-names>T. L. C.</given-names><prefix>da</prefix></name> <name><surname>Ferreira</surname><given-names>M. G. F.</given-names></name> <name><surname>Macedo</surname><given-names>J. A. F.</given-names><prefix>de</prefix></name> <name><surname>Moreira</surname><given-names>J. K. de M. L. C.</given-names></name></person-group> <year>2023</year> <article-title>A framework for digital transformation towards smart governance: using big data tools to target SDGs in Cear&#x00E1;, Brazil</article-title> <source>J. Urban Manag.</source> <volume>12</volume>, <fpage>74</fpage>&#x2013;<lpage>87</lpage> doi: <pub-id pub-id-type="doi">10.1016/j.jum.2023.01.003</pub-id></mixed-citation></ref>
<ref id="ref36"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Gazzola</surname><given-names>P.</given-names></name> <name><surname>Del Campo</surname><given-names>A. G.</given-names></name> <name><surname>Onyango</surname><given-names>V.</given-names></name></person-group> (<year>2019</year>). <article-title>Going green vs going smart for sustainable development: quo vadis?</article-title> <source>J. Clean. Prod.</source> <volume>214</volume>, <fpage>881</fpage>&#x2013;<lpage>892</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jclepro.2018.12.234</pub-id></mixed-citation></ref>
<ref id="ref37"><mixed-citation publication-type="book"><person-group person-group-type="author"><name><surname>Gebhardt</surname><given-names>C.</given-names></name></person-group> (<year>2017</year>). <source>Humans in the loop: the clash of concepts in digital sustainability in smart cities</source> <publisher-loc>Cham</publisher-loc>: <publisher-name>Springer International Publishing</publisher-name>, <fpage>85</fpage>&#x2013;<lpage>93</lpage>.</mixed-citation></ref>
<ref id="ref38"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Gelenbe</surname><given-names>E.</given-names></name> <name><surname>Caseau</surname><given-names>Y.</given-names></name></person-group> (<year>2015</year>). <article-title>The impact of information technology on energy consumption and carbon emissions</article-title>. <source>Ubiquity</source> <volume>2015</volume>, <fpage>1</fpage>&#x2013;<lpage>15</lpage>. doi: <pub-id pub-id-type="doi">10.1145/2755977</pub-id></mixed-citation></ref>
<ref id="ref39"><mixed-citation publication-type="book"><person-group person-group-type="author"><name><surname>Gensch</surname><given-names>C.-O.</given-names></name> <name><surname>Prakash</surname><given-names>S.</given-names></name> <name><surname>Hilbert</surname><given-names>I.</given-names></name></person-group> (<year>2017</year>). <source>Is digitalisation a driver for sustainability?</source> <publisher-loc>Cham</publisher-loc>: <publisher-name>Springer International Publishing</publisher-name>, <fpage>117</fpage>&#x2013;<lpage>129</lpage>.</mixed-citation></ref>
<ref id="ref40"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Ghobakhloo</surname><given-names>M.</given-names></name></person-group> (<year>2020</year>). <article-title>Industry 4.0, digitization, and opportunities for sustainability</article-title>. <source>J. Clean. Prod.</source> <volume>252</volume>:<fpage>119869</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jclepro.2019.119869</pub-id></mixed-citation></ref>
<ref id="ref41"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Ghobakhloo</surname><given-names>M.</given-names></name> <name><surname>Fathi</surname><given-names>M.</given-names></name></person-group> (<year>2021</year>). <article-title>Industry 4.0 and opportunities for energy sustainability</article-title>. <source>J. Clean. Prod.</source> <volume>295</volume>:<fpage>126427</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jclepro.2021.126427</pub-id></mixed-citation></ref>
<ref id="ref42"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Ghobakhloo</surname><given-names>M.</given-names></name> <name><surname>Fathi</surname><given-names>M.</given-names></name> <name><surname>Iranmanesh</surname><given-names>M.</given-names></name> <name><surname>Maroufkhani</surname><given-names>P.</given-names></name> <name><surname>Morales</surname><given-names>M. E.</given-names></name></person-group> (<year>2021a</year>). <article-title>Industry 4.0 ten years on: a bibliometric and systematic review of concepts, sustainability value drivers, and success determinants</article-title>. <source>J. Clean. Prod.</source> <volume>302</volume>:<fpage>127052</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jclepro.2021.127052</pub-id></mixed-citation></ref>
<ref id="ref43"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Ghobakhloo</surname><given-names>M.</given-names></name> <name><surname>Iranmanesh</surname><given-names>M.</given-names></name> <name><surname>Grybauskas</surname><given-names>A.</given-names></name> <name><surname>Vilkas</surname><given-names>M.</given-names></name> <name><surname>Petrait&#x0117;</surname><given-names>M.</given-names></name></person-group> (<year>2021b</year>). <article-title>Industry 4.0, innovation, and sustainable development: a systematic review and a roadmap to sustainable innovation</article-title>. <source>Bus. Strat. Environ.</source> <volume>30</volume>, <fpage>4237</fpage>&#x2013;<lpage>4257</lpage>. doi: <pub-id pub-id-type="doi">10.1002/bse.2867</pub-id></mixed-citation></ref>
<ref id="ref44"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Gijzen</surname><given-names>H.</given-names></name></person-group> (<year>2013</year>). <article-title>Development: big data for a sustainable future</article-title>. <source>Nature</source> <volume>502</volume>:<fpage>38</fpage>. doi: <pub-id pub-id-type="doi">10.1038/502038d</pub-id>, <pub-id pub-id-type="pmid">24091969</pub-id></mixed-citation></ref>
<ref id="ref45"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Glavi&#x010D;</surname><given-names>P.</given-names></name> <name><surname>Lukman</surname><given-names>R.</given-names></name></person-group> (<year>2007</year>). <article-title>Review of sustainability terms and their definitions</article-title>. <source>J. Clean. Prod.</source> <volume>15</volume>, <fpage>1875</fpage>&#x2013;<lpage>1885</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jclepro.2006.12.006</pub-id></mixed-citation></ref>
<ref id="ref46"><mixed-citation publication-type="book"><person-group person-group-type="author"><name><surname>Goh</surname><given-names>H.-H.</given-names></name></person-group> (<year>2021</year>). <source>Artificial intelligence in achieving sustainable development goals</source> <publisher-loc>Ithaca, NY, United States</publisher-loc>: <publisher-name>Cornell University Library</publisher-name>.</mixed-citation></ref>
<ref id="ref47"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Gong</surname><given-names>C.</given-names></name> <name><surname>Ribiere</surname><given-names>V.</given-names></name></person-group> (<year>2021</year>). <article-title>Developing a unified definition of digital transformation</article-title>. <source>Technovation</source> <volume>102</volume>:<fpage>102217</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.technovation.2020.102217</pub-id></mixed-citation></ref>
<ref id="ref48"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Goralski</surname><given-names>M. A.</given-names></name> <name><surname>Tan</surname><given-names>T. K.</given-names></name></person-group> (<year>2020</year>). <article-title>Artificial intelligence and sustainable development</article-title>. <source>Int. J. Manag. Educ.</source> <volume>18</volume>:<fpage>100330</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.ijme.2019.100330</pub-id></mixed-citation></ref>
<ref id="ref49"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Gouvea</surname><given-names>R.</given-names></name> <name><surname>Kapelianis</surname><given-names>D.</given-names></name> <name><surname>Kassicieh</surname><given-names>S.</given-names></name></person-group> (<year>2018</year>). <article-title>Assessing the nexus of sustainability and information &#x0026; communications technology</article-title>. <source>Technol. Forecast. Soc. Change</source> <volume>130</volume>, <fpage>39</fpage>&#x2013;<lpage>44</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.techfore.2017.07.023</pub-id></mixed-citation></ref>
<ref id="ref50"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Gritsenko</surname><given-names>D.</given-names></name></person-group> (<year>2024</year>). <article-title>Advancing UN digital cooperation: lessons from environmental policy and governance</article-title>. <source>World Dev.</source> <volume>173</volume>:<fpage>106392</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.worlddev.2023.106392</pub-id></mixed-citation></ref>
<ref id="ref51"><mixed-citation publication-type="other"><person-group person-group-type="author"><name><surname>Grunfeld</surname><given-names>H.</given-names></name> <name><surname>Houghton</surname><given-names>J.</given-names></name></person-group>. (<year>2013</year>). <source>Using ICT for climate change adaptation and mitigation through agro-ecology in the developing world</source>. <publisher-loc>Melbourne, Australia</publisher-loc>: <publisher-name>Centre for Strategic Economic Studies (CSES), Victoria University</publisher-name>.</mixed-citation></ref>
<ref id="ref52"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Guandalini</surname><given-names>I.</given-names></name></person-group> (<year>2022</year>). <article-title>Sustainability through digital transformation: a systematic literature review for research guidance</article-title>. <source>J. Bus. Res.</source> <volume>148</volume>, <fpage>456</fpage>&#x2013;<lpage>471 470</lpage>.</mixed-citation></ref>
<ref id="ref53"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Guo</surname><given-names>H.</given-names></name></person-group> (<year>2020</year>). <article-title>Big earth data facilitates sustainable development goals</article-title>. <source>Big Earth Data</source> <volume>4</volume>, <fpage>1</fpage>&#x2013;<lpage>2</lpage>. doi: <pub-id pub-id-type="doi">10.1080/20964471.2020.1730568</pub-id></mixed-citation></ref>
<ref id="ref54"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Guo</surname><given-names>H.</given-names></name> <name><surname>Liu</surname><given-names>J.</given-names></name> <name><surname>Qiu</surname><given-names>Y.</given-names></name> <name><surname>Menenti</surname><given-names>M.</given-names></name> <name><surname>Chen</surname><given-names>F.</given-names></name> <name><surname>Uhlir</surname><given-names>P. F.</given-names></name> <etal/></person-group>. (<year>2018</year>). <article-title>The digital belt and road program in support of regional sustainability</article-title>. <source>Int. J. Digit. Earth</source> <volume>11</volume>, <fpage>657</fpage>&#x2013;<lpage>669</lpage>. doi: <pub-id pub-id-type="doi">10.1080/17538947.2018.1471790</pub-id></mixed-citation></ref>
<ref id="ref55"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Hernandez</surname><given-names>M.</given-names></name></person-group> (<year>2017</year>). <article-title>A digital earth platform for sustainability</article-title>. <source>Int. J. Digit. Earth</source> <volume>10</volume>, <fpage>342</fpage>&#x2013;<lpage>355</lpage>. doi: <pub-id pub-id-type="doi">10.1080/17538947.2016.1272646</pub-id></mixed-citation></ref>
<ref id="ref56"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Hig&#x00F3;n</surname><given-names>D. A.</given-names></name> <name><surname>Gholami</surname><given-names>R.</given-names></name> <name><surname>Shirazi</surname><given-names>F.</given-names></name></person-group> (<year>2017</year>). <article-title>ICT and environmental sustainability: a global perspective</article-title>. <source>Telemat. Inform.</source> <volume>34</volume>, <fpage>85</fpage>&#x2013;<lpage>95</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.tele.2017.01.001</pub-id></mixed-citation></ref>
<ref id="ref57"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Hong</surname><given-names>Q. N.</given-names></name> <name><surname>Pluye</surname><given-names>P.</given-names></name> <name><surname>F&#x00E0;bregues</surname><given-names>S.</given-names></name> <name><surname>Bartlett</surname><given-names>G.</given-names></name> <name><surname>Boardman</surname><given-names>F. K.</given-names></name> <name><surname>Cargo</surname><given-names>M.</given-names></name> <etal/></person-group>. (<year>2018</year>). <article-title>Mixed methods appraisal tool (MMAT), version 2018, for information professionals and researchers</article-title>. <source>Educ. Inf.</source> <volume>34</volume>, <fpage>285</fpage>&#x2013;<lpage>291</lpage>. doi: <pub-id pub-id-type="doi">10.3233/EFI-180221</pub-id></mixed-citation></ref>
<ref id="ref58"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Hong</surname><given-names>Z.</given-names></name> <name><surname>Xiao</surname><given-names>K.</given-names></name></person-group> (<year>2024</year>). <article-title>Digital economy structuring for sustainable development: the role of blockchain and artificial intelligence in improving supply chain and reducing negative environmental impacts</article-title>. <source>Sci. Rep.</source> <volume>14</volume>:<fpage>3912</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s41598-024-53760-3</pub-id>, <pub-id pub-id-type="pmid">38365912</pub-id></mixed-citation></ref>
<ref id="ref59"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Huang</surname><given-names>L.</given-names></name> <name><surname>Zhang</surname><given-names>H.</given-names></name> <name><surname>Si</surname><given-names>H.</given-names></name> <name><surname>Wang</surname><given-names>H.</given-names></name></person-group> (<year>2023</year>). <article-title>Can the digital economy promote urban green economic efficiency? Evidence from 273 cities in China</article-title>. <source>Ecol. Indic.</source> <volume>155</volume>:<fpage>110977</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.ecolind.2023.110977</pub-id></mixed-citation></ref>
<ref id="ref60"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Ibrahim</surname><given-names>A. M.</given-names></name></person-group> (<year>2022</year>). <article-title>A mapping towards a unified municipal platform: an investigative case study from a Norwegian municipality</article-title>. <source>Sustain. Futures</source> <volume>4</volume>:<fpage>100063</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.sftr.2022.100063</pub-id></mixed-citation></ref>
<ref id="ref61"><mixed-citation publication-type="book"><collab id="coll2">IIASA</collab> (<year>2019</year>). &#x201C;<chapter-title>TWI2050 - the world in 2050. The digital revolution and sustainable development: opportunities and challenges</chapter-title>&#x201D; in <source>Report prepared by the world in 2050 initiative</source> (<publisher-loc>Laxenburg, Austria</publisher-loc>: <publisher-name>International Institute for Applied Systems Analysis (IIASA)</publisher-name>).</mixed-citation></ref>
<ref id="ref62"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Imasiku</surname><given-names>K.</given-names></name> <name><surname>Thomas</surname><given-names>V.</given-names></name> <name><surname>Ntagwirumugara</surname><given-names>E.</given-names></name></person-group> (<year>2019</year>). <article-title>Unraveling green information technology systems as a global greenhouse gas emission game-changer</article-title>. <source>Adm. Sci.</source> <volume>9</volume>, <fpage>1</fpage>&#x2013;<lpage>29</lpage>. doi: <pub-id pub-id-type="doi">10.3390/admsci9020043</pub-id></mixed-citation></ref>
<ref id="ref63"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Irtyshcheva</surname><given-names>I.</given-names></name> <name><surname>Trushliakova</surname><given-names>A.</given-names></name> <name><surname>Sirenko</surname><given-names>I.</given-names></name></person-group> (<year>2020</year>). <article-title>Strategic human capital management in the context of digitalization</article-title>. <source>Balt. J. Econ. Stud.</source> <volume>6</volume>, <fpage>178</fpage>&#x2013;<lpage>183</lpage>. doi: <pub-id pub-id-type="doi">10.30525/2256-0742/2020-6-5-178-183</pub-id></mixed-citation></ref>
<ref id="ref64"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Jacob</surname><given-names>P.</given-names></name></person-group> (<year>2018</year>). <article-title>Information and communication technology in shaping urban low carbon development pathways</article-title>. <source>Curr. Opin. Environ. Sustain.</source> <volume>30</volume>, <fpage>133</fpage>&#x2013;<lpage>137</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.cosust.2018.05.015</pub-id></mixed-citation></ref>
<ref id="ref65"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Jain</surname><given-names>A.</given-names></name> <name><surname>Gue</surname><given-names>I. H.</given-names></name> <name><surname>Jain</surname><given-names>P.</given-names></name></person-group> (<year>2023</year>). <article-title>Research trends, themes, and insights on artificial neural networks for smart cities towards SDG-11</article-title>. <source>J. Clean. Prod.</source> <volume>412</volume>:<fpage>137300</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jclepro.2023.137300</pub-id></mixed-citation></ref>
<ref id="ref66"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Janowski</surname><given-names>T.</given-names></name></person-group> (<year>2016</year>). <article-title>Implementing sustainable development goals with digital government &#x2013; aspiration-capacity gap</article-title>. <source>Gov. Inf. Q.</source> <volume>33</volume>, <fpage>603</fpage>&#x2013;<lpage>613</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.giq.2016.12.001</pub-id></mixed-citation></ref>
<ref id="ref67"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Janowski</surname><given-names>T.</given-names></name> <name><surname>Estevez</surname><given-names>E.</given-names></name> <name><surname>Baguma</surname><given-names>R.</given-names></name></person-group> (<year>2018</year>). <article-title>Platform governance for sustainable development: reshaping citizen-administration relationships in the digital age</article-title>. <source>Gov. Inf. Q.</source> <volume>35</volume>, <fpage>S1</fpage>&#x2013;<lpage>S16</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.giq.2018.09.002</pub-id></mixed-citation></ref>
<ref id="ref68"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Ji</surname><given-names>Z.</given-names></name> <name><surname>Huang</surname><given-names>Y.</given-names></name></person-group> (<year>2024</year>). <article-title>Does digital transformation promote economic resilience? Urban-level evidence from China</article-title>. <source>Heliyon</source> <volume>10</volume>:<fpage>e26461</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.heliyon.2024.e26461</pub-id>, <pub-id pub-id-type="pmid">38420385</pub-id></mixed-citation></ref>
<ref id="ref69"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Jones</surname><given-names>P.</given-names></name> <name><surname>Wynn</surname><given-names>M.</given-names></name> <name><surname>Hillier</surname><given-names>D.</given-names></name> <name><surname>Comfort</surname><given-names>D.</given-names></name></person-group> (<year>2017</year>). <article-title>The sustainable development goals and information and communication technologies</article-title>. <source>Indones. J. Sustain. Account. Manag.</source> <volume>1</volume>:<fpage>1</fpage>. doi: <pub-id pub-id-type="doi">10.28992/ijsam.v1i1.22</pub-id></mixed-citation></ref>
<ref id="ref70"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Kassen</surname><given-names>M.</given-names></name></person-group> (<year>2019</year>). <article-title>Promoting public cooperation in government: key drivers, regulation, and barriers of the e-collaboration movement in Kazakhstan</article-title>. <source>Int. Rev. Adm. Sci.</source> <volume>85</volume>, <fpage>743</fpage>&#x2013;<lpage>762</lpage>. doi: <pub-id pub-id-type="doi">10.1177/0020852317735595</pub-id></mixed-citation></ref>
<ref id="ref71"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Khakurel</surname><given-names>J.</given-names></name> <name><surname>Penzenstadler</surname><given-names>B.</given-names></name> <name><surname>Porras</surname><given-names>J.</given-names></name> <name><surname>Knutas</surname><given-names>A.</given-names></name> <name><surname>Zhang</surname><given-names>W.</given-names></name></person-group> (<year>2018</year>). <article-title>The rise of artificial intelligence under the lens of sustainability</article-title>. <source>Technologies (Basel)</source> <volume>6</volume>:<fpage>100</fpage>. doi: <pub-id pub-id-type="doi">10.3390/technologies6040100</pub-id></mixed-citation></ref>
<ref id="ref72"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Khan</surname><given-names>S.</given-names></name> <name><surname>Ullah</surname><given-names>S.</given-names></name> <name><surname>Nobanee</surname><given-names>H.</given-names></name></person-group> (<year>2024</year>). <article-title>ICT diffusion, E-governance, and sustainability in the digital era</article-title>. <source>Sustain. Futures</source> <volume>8</volume>:<fpage>100272</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.sftr.2024.100272</pub-id></mixed-citation></ref>
<ref id="ref73"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Kharrazi</surname><given-names>A.</given-names></name> <name><surname>Qin</surname><given-names>H.</given-names></name> <name><surname>Zhang</surname><given-names>Y.</given-names></name></person-group> (<year>2016</year>). <article-title>Urban big data and sustainable development goals: challenges and opportunities</article-title>. <source>Sustainability</source> <volume>8</volume>, <fpage>1293</fpage>&#x2013;<lpage>1293</lpage>. doi: <pub-id pub-id-type="doi">10.3390/su8121293</pub-id></mixed-citation></ref>
<ref id="ref74"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Kolade</surname><given-names>O.</given-names></name> <name><surname>Owoseni</surname><given-names>A.</given-names></name></person-group> (<year>2022</year>). <article-title>Employment 5.0: the work of the future and the future of work</article-title>. <source>Technol. Soc.</source> <volume>71</volume>:<fpage>102086</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.techsoc.2022.102086</pub-id></mixed-citation></ref>
<ref id="ref75"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Kolesnichenko</surname><given-names>O.</given-names></name> <name><surname>Mazelis</surname><given-names>L.</given-names></name> <name><surname>Sotnik</surname><given-names>A.</given-names></name> <name><surname>Yakovleva</surname><given-names>D.</given-names></name> <name><surname>Amelkin</surname><given-names>S.</given-names></name> <name><surname>Grigorevsky</surname><given-names>I.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Sociological modeling of smart city with the implementation of UN sustainable development goals</article-title>. <source>Sustain Sci.</source> <volume>16</volume>, <fpage>581</fpage>&#x2013;<lpage>599</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s11625-020-00889-5</pub-id>, <pub-id pub-id-type="pmid">33425036</pub-id></mixed-citation></ref>
<ref id="ref76"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Kolupaieva</surname><given-names>I.</given-names></name> <name><surname>Sheiko</surname><given-names>I.</given-names></name> <name><surname>Polozova</surname><given-names>T.</given-names></name></person-group> (<year>2024</year>). <article-title>Digital transformation in the context of sustainable development of European countries</article-title>. <source>Probl. Ekorozw.</source> <volume>19</volume>, <fpage>89</fpage>&#x2013;<lpage>102</lpage>. doi: <pub-id pub-id-type="doi">10.35784/preko.5413</pub-id></mixed-citation></ref>
<ref id="ref77"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Kolupaieva</surname><given-names>I.</given-names></name> <name><surname>Tiesheva</surname><given-names>L.</given-names></name></person-group> (<year>2023</year>). <article-title>Asymmetry and convergence in the development of digital technologies in the EU countries</article-title>. <source>Equilibrium. Q. J. Econ. Econ. Policy</source> <volume>18</volume>, <fpage>687</fpage>&#x2013;<lpage>716</lpage>. doi: <pub-id pub-id-type="doi">10.24136/eq.2023.022</pub-id></mixed-citation></ref>
<ref id="ref78"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Kostoska</surname><given-names>O.</given-names></name> <name><surname>Kocarev</surname><given-names>L.</given-names></name></person-group> (<year>2019</year>). <article-title>A novel ICT framework for sustainable development goals</article-title>. <source>Sustainability</source> <volume>11</volume>:<fpage>1961</fpage>. doi: <pub-id pub-id-type="doi">10.3390/su11071961</pub-id></mixed-citation></ref>
<ref id="ref79"><mixed-citation publication-type="book"><person-group person-group-type="author"><name><surname>Kramers</surname><given-names>A.</given-names></name> <name><surname>H&#x00F6;jer</surname><given-names>M.</given-names></name> <name><surname>L&#x00F6;vehagen</surname><given-names>N.</given-names></name> <name><surname>Wangel</surname><given-names>J.</given-names></name></person-group> (<year>2013</year>). &#x201C;<chapter-title>ICT for sustainable cities: how ICT can support an environmentally sustainable development in cities. ICT4S 2013</chapter-title>&#x201D; in <source>Proceedings of the first international conference on information and communication Technologies for Sustainability</source> (<publisher-loc>Zurich, Switzerland</publisher-loc>: <publisher-name>ETH Zurich</publisher-name>), <fpage>183</fpage>&#x2013;<lpage>189</lpage>.</mixed-citation></ref>
<ref id="ref80"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>K&#x00FC;rpick</surname><given-names>C.</given-names></name> <name><surname>Rasor</surname><given-names>A.</given-names></name> <name><surname>Scholtysik</surname><given-names>M.</given-names></name> <name><surname>K&#x00FC;hn</surname><given-names>A.</given-names></name> <name><surname>Koldewey</surname><given-names>C.</given-names></name> <name><surname>Dumitrescu</surname><given-names>R.</given-names></name></person-group> (<year>2023</year>). <article-title>An integrative view of the transformations towards sustainability and digitalization: the case for a dual transformation</article-title>. <source>Procedia CIRP</source> <volume>119</volume>, <fpage>614</fpage>&#x2013;<lpage>619</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.procir.2023.02.155</pub-id></mixed-citation></ref>
<ref id="ref81"><mixed-citation publication-type="book"><person-group person-group-type="author"><name><surname>Lange</surname><given-names>S.</given-names></name> <name><surname>Santarius</surname><given-names>T.</given-names></name></person-group> (<year>2020</year>). <source>Smart green world? Making digitalization work for sustainability</source> <publisher-loc>London, United Kingdom</publisher-loc>: <publisher-name>Taylor and Francis</publisher-name>.</mixed-citation></ref>
<ref id="ref82"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Lennerfors</surname><given-names>T. T.</given-names></name> <name><surname>Fors</surname><given-names>P.</given-names></name> <name><surname>van Rooijen</surname><given-names>J.</given-names></name></person-group> (<year>2015</year>). <article-title>Ict and environmental sustainability in a changing society</article-title>. <source>Inf. Technol. People</source> <volume>28</volume>, <fpage>758</fpage>&#x2013;<lpage>774</lpage>. doi: <pub-id pub-id-type="doi">10.1108/itp-09-2014-0219</pub-id></mixed-citation></ref>
<ref id="ref83"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Liu</surname><given-names>S.</given-names></name></person-group> (<year>2024</year>). <article-title>Infrastructure and gender disparity in information communication technology literacy: a cross-country comparative study</article-title>. <source>Stat. Polit. Policy</source> <volume>15</volume>, <fpage>47</fpage>&#x2013;<lpage>64</lpage>. doi: <pub-id pub-id-type="doi">10.1515/spp-2023-0017</pub-id></mixed-citation></ref>
<ref id="ref84"><mixed-citation publication-type="other"><person-group person-group-type="author"><name><surname>Maaroof</surname><given-names>A</given-names></name></person-group> <year>2015</year> Big data and the 2030 agenda for sustainable development, report for UN ESCAP. Available online at: <ext-link xlink:href="http://www.unescap.org/sites/default/files/Final%20Draft_%20_stock-taking%20report_For%20Comment_301115.pdf" ext-link-type="uri">http://www.unescap.org/sites/default/files/Final%20Draft_%20_stock-taking%20report_For%20Comment_301115.pdf</ext-link> (Accessed November 25, 2024)</mixed-citation></ref>
<ref id="ref85"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Madon</surname><given-names>S.</given-names></name> <name><surname>Masiero</surname><given-names>S.</given-names></name></person-group> (<year>2024</year>). <article-title>Digital connectivity and the SDGs: conceptualising the link through an institutional resilience lens</article-title>. <source>Telecommun. Policy</source>. <volume>49</volume>:<fpage>102879</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.telpol.2024.102879</pub-id></mixed-citation></ref>
<ref id="ref86"><mixed-citation publication-type="book"><person-group person-group-type="author"><name><surname>Mazzi</surname><given-names>F.</given-names></name> <name><surname>Floridi</surname><given-names>L.</given-names></name></person-group> (<year>2023</year>). <source>The ethics of artificial intelligence for the sustainable development goals</source>: Vol. <volume>152</volume>. (<edition>1st 2023</edition>;. <publisher-loc>Cham</publisher-loc>: <publisher-name>Springer International Publishing</publisher-name>.</mixed-citation></ref>
<ref id="ref87"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Meijer</surname><given-names>A.</given-names></name></person-group> (<year>2024</year>). <article-title>Perspectives on the twin transition: instrumental and institutional linkages between the digital and sustainability transitions</article-title>. <source>Inf. Polity</source> <volume>29</volume>, <fpage>35</fpage>&#x2013;<lpage>51</lpage>. doi: <pub-id pub-id-type="doi">10.3233/IP-230015</pub-id></mixed-citation></ref>
<ref id="ref88"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Mienye</surname><given-names>I. D.</given-names></name> <name><surname>Sun</surname><given-names>Y.</given-names></name> <name><surname>Ileberi</surname><given-names>E.</given-names></name></person-group> (<year>2024</year>). <article-title>Artificial intelligence and sustainable development in Africa: a comprehensive review</article-title>. <source>Mach. Learn. Appl.</source> <volume>18</volume>:<fpage>100591</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.mlwa.2024.100591</pub-id></mixed-citation></ref>
<ref id="ref89"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Mir</surname><given-names>U. B.</given-names></name> <name><surname>Kar</surname><given-names>A. K.</given-names></name> <name><surname>Dwivedi</surname><given-names>Y. K.</given-names></name> <name><surname>Gupta</surname><given-names>M. P.</given-names></name> <name><surname>Sharma</surname><given-names>R. S.</given-names></name></person-group> (<year>2020</year>). <article-title>Realizing digital identity in government: prioritizing design and implementation objectives for Aadhaar in India</article-title>. <source>Gov. Inf. Q.</source> <volume>37</volume>:<fpage>101442</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.giq.2019.101442</pub-id></mixed-citation></ref>
<ref id="ref90"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Mondejar</surname><given-names>M. E.</given-names></name> <name><surname>Avtar</surname><given-names>R.</given-names></name> <name><surname>Diaz</surname><given-names>H. L. B.</given-names></name> <name><surname>Dubey</surname><given-names>R. K.</given-names></name> <name><surname>Esteban</surname><given-names>J.</given-names></name> <name><surname>G&#x00F3;mez-Morales</surname><given-names>A.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Digitalization to achieve sustainable development goals: steps towards a smart green planet</article-title>. <source>Sci. Total Environ.</source> <volume>794</volume>:<fpage>148539</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.scitotenv.2021.148539</pub-id></mixed-citation></ref>
<ref id="ref91"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Nahar</surname><given-names>S.</given-names></name></person-group> (<year>2024</year>). <article-title>Modeling the effects of artificial intelligence (AI)-based innovation on sustainable development goals (SDGs): applying a system dynamics perspective in a cross-country setting</article-title>. <source>Technol. Forecast. Soc. Change</source> <volume>201</volume>:<fpage>123203</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.techfore.2023.123203</pub-id></mixed-citation></ref>
<ref id="ref92"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Nhamo</surname><given-names>G.</given-names></name> <name><surname>Nhemachena</surname><given-names>C.</given-names></name> <name><surname>Nhamo</surname><given-names>S.</given-names></name></person-group> (<year>2020</year>). <article-title>Using ICT indicators to measure readiness of countries to implement industry 4.0 and the SDGs</article-title>. <source>Environ. Econ. Policy Stud.</source> <volume>22</volume>, <fpage>315</fpage>&#x2013;<lpage>337</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s10018-019-00259-1</pub-id></mixed-citation></ref>
<ref id="ref93"><mixed-citation publication-type="other"><person-group person-group-type="author"><name><surname>Norstr&#x00F6;m</surname><given-names>L.</given-names></name> <name><surname>Magnusson</surname><given-names>J.</given-names></name> <name><surname>Mankevich</surname><given-names>V.</given-names></name></person-group> (<year>2023</year>). <source>The great divide: empirical evidence of a decoupling of digital transformation and sustainability</source>, <publisher-loc>Cham</publisher-loc>: <publisher-name>Springer Nature Switzerland AG</publisher-name>. <fpage>73</fpage>&#x2013;<lpage>88</lpage>.</mixed-citation></ref>
<ref id="ref94"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Nosratabadi</surname><given-names>S.</given-names></name> <name><surname>Atobishi</surname><given-names>T.</given-names></name> <name><surname>Heged&#x0171;s</surname><given-names>S.</given-names></name></person-group> (<year>2023</year>). <article-title>Social sustainability of digital transformation: empirical evidence from EU-27 countries</article-title>. <source>Adm. Sci.</source> <volume>13</volume>:<fpage>126</fpage>. doi: <pub-id pub-id-type="doi">10.3390/admsci13050126</pub-id></mixed-citation></ref>
<ref id="ref95"><mixed-citation publication-type="book"><person-group person-group-type="author"><name><surname>Osburg</surname><given-names>T.</given-names></name></person-group> (<year>2017</year>). &#x201C;<chapter-title>Sustainability in a digital world needs trust</chapter-title>&#x201D; in <source>Sustainability in a digital world: New opportunities through new technologies</source>. eds. <person-group person-group-type="editor"><name><surname>Osburg</surname><given-names>T.</given-names></name> <name><surname>Lohrmann</surname><given-names>C.</given-names></name></person-group> (<publisher-loc>Cham</publisher-loc>: <publisher-name>Springer International Publishing</publisher-name>), <fpage>3</fpage>&#x2013;<lpage>19</lpage>.</mixed-citation></ref>
<ref id="ref96"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Page</surname><given-names>M. J.</given-names></name> <name><surname>McKenzie</surname><given-names>J. E.</given-names></name> <name><surname>Bossuyt</surname><given-names>P. M.</given-names></name> <name><surname>Boutron</surname><given-names>I.</given-names></name> <name><surname>Hoffmann</surname><given-names>T. C.</given-names></name> <name><surname>Mulrow</surname><given-names>C. D.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>The PRISMA 2020 statement: an updated guideline for reporting systematic reviews</article-title>. <source>BMJ</source> <volume>372</volume>:<fpage>n71</fpage>. doi: <pub-id pub-id-type="doi">10.1136/bmj.n71</pub-id></mixed-citation></ref>
<ref id="ref97"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Palos-S&#x00E1;nchez</surname><given-names>P. R.</given-names></name> <name><surname>Baena-Luna</surname><given-names>P.</given-names></name> <name><surname>Garc&#x00ED;a-Ordaz</surname><given-names>M.</given-names></name> <name><surname>Mart&#x00ED;nez-L&#x00F3;pez</surname><given-names>F. J.</given-names></name></person-group> (<year>2023</year>). <article-title>Digital transformation and local government response to the COVID-19 pandemic: an assessment of its impact on the sustainable development goals</article-title>. <source>SAGE Open</source> <volume>13</volume>:<fpage>21582440231167343</fpage>. doi: <pub-id pub-id-type="doi">10.1177/21582440231167343</pub-id>, <pub-id pub-id-type="pmid">37064821</pub-id></mixed-citation></ref>
<ref id="ref98"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Pascale</surname><given-names>G. D.</given-names></name> <name><surname>Romagno</surname><given-names>A.</given-names></name></person-group> (<year>2024</year>). <article-title>Globalization and ICT capital endowment: how do they impact on an inclusive green growth index?</article-title> <source>Struct. Change Econ. Dyn.</source> <volume>69</volume>, <fpage>463</fpage>&#x2013;<lpage>474</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.strueco.2024.03.003</pub-id></mixed-citation></ref>
<ref id="ref99"><mixed-citation publication-type="book"><person-group person-group-type="author"><name><surname>Pierli</surname><given-names>G.</given-names></name> <name><surname>Murmura</surname><given-names>F.</given-names></name> <name><surname>Bravi</surname><given-names>L.</given-names></name></person-group> (<year>2023</year>). <source>Digital transformation and sustainability. A systematic literature review</source> <publisher-loc>Cham</publisher-loc>: <publisher-name>Springer Nature Switzerland</publisher-name>.</mixed-citation></ref>
<ref id="ref100"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Pollex</surname><given-names>J.</given-names></name> <name><surname>Lenschow</surname><given-names>A.</given-names></name></person-group> (<year>2018</year>). <article-title>Surrendering to growth? The European Union&#x2019;s goals for research and technology in the horizon 2020 framework</article-title>. <source>J. Clean. Prod.</source> <volume>197</volume>, <fpage>1863</fpage>&#x2013;<lpage>1871</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jclepro.2016.10.195</pub-id></mixed-citation></ref>
<ref id="ref101"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Quattrone</surname><given-names>G.</given-names></name> <name><surname>Chen</surname><given-names>L.</given-names></name></person-group> (<year>2023</year>). <article-title>Shenzhen&#x2014;how to further implement the sustainability and resilience towards 2030?</article-title> <source>Cities</source> <volume>136</volume>:<fpage>104263</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.cities.2023.104263</pub-id></mixed-citation></ref>
<ref id="ref102"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Ros&#x00E1;rio</surname><given-names>A. T.</given-names></name> <name><surname>Dias</surname><given-names>J. C.</given-names></name></person-group> (<year>2022</year>). <article-title>Sustainability and the digital transition: a literature review</article-title>. <source>Sustainability</source> <volume>14</volume>:<fpage>4072</fpage>. doi: <pub-id pub-id-type="doi">10.3390/su14074072</pub-id></mixed-citation></ref>
<ref id="ref103"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Ruggerio</surname><given-names>C. A.</given-names></name></person-group> (<year>2021</year>). <article-title>Sustainability and sustainable development: a review of principles and definitions</article-title>. <source>Sci. Total Environ.</source> <volume>786</volume>, <fpage>147481</fpage>&#x2013;<lpage>147481</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.scitotenv.2021.147481</pub-id></mixed-citation></ref>
<ref id="ref104"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Sachs</surname><given-names>J. D.</given-names></name> <name><surname>Schmidt-Traub</surname><given-names>G.</given-names></name> <name><surname>Mazzucato</surname><given-names>M.</given-names></name> <name><surname>Messner</surname><given-names>D.</given-names></name> <name><surname>Nakicenovic</surname><given-names>N.</given-names></name> <name><surname>Rockstr&#x00F6;m</surname><given-names>J.</given-names></name></person-group> (<year>2019</year>). <article-title>Six transformations to achieve the sustainable development goals</article-title>. <source>Nat. Sustain.</source> <volume>2</volume>, <fpage>805</fpage>&#x2013;<lpage>814</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41893-019-0352-9</pub-id></mixed-citation></ref>
<ref id="ref105"><mixed-citation publication-type="other"><person-group person-group-type="author"><name><surname>Sachs</surname><given-names>J.D.</given-names></name> <name><surname>Modi</surname><given-names>V.</given-names></name> <name><surname>Figueroa</surname><given-names>H.</given-names></name> <name><surname>Machado Fantacchiotti</surname><given-names>M.</given-names></name> <name><surname>Sanyal</surname><given-names>K.</given-names></name> <name><surname>Khatun</surname><given-names>F.</given-names></name> <etal/></person-group>. (<year>2016</year>). ICTs &#x0026; SDGs: How information and communications technology can accelerate action on the sustainable development goals. Available online at: <ext-link xlink:href="https://www.ericsson.com/49e8f7/assets/local/news/2016/05/ict-sdg.pdf" ext-link-type="uri">https://www.ericsson.com/49e8f7/assets/local/news/2016/05/ict-sdg.pdf</ext-link> (Accessed December 9, 2024)</mixed-citation></ref>
<ref id="ref106"><mixed-citation publication-type="book"><person-group person-group-type="author"><name><surname>Salam</surname><given-names>A.</given-names></name></person-group> (<year>2020</year>). <chapter-title>Internet of things for sustainable community development: introduction and overview</chapter-title> (pp. <fpage>1</fpage>&#x2013;<lpage>31</lpage>). <publisher-loc>Cham</publisher-loc>: <publisher-name>Springer International Publishing AG</publisher-name>.</mixed-citation></ref>
<ref id="ref107"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Santarius</surname><given-names>T.</given-names></name> <name><surname>Bieser</surname><given-names>J. C. T.</given-names></name> <name><surname>Frick</surname><given-names>V.</given-names></name> <name><surname>Hoejer</surname><given-names>M.</given-names></name> <name><surname>Gossen</surname><given-names>M.</given-names></name> <name><surname>Hilty</surname><given-names>L. M.</given-names></name> <etal/></person-group>. (<year>2023a</year>). <article-title>Digital sufficiency: conceptual considerations for ICTs on a finite planet</article-title>. <source>Ann. Telecommun.</source> <volume>78</volume>, <fpage>277</fpage>&#x2013;<lpage>295</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s12243-022-00914-x</pub-id>, <pub-id pub-id-type="pmid">37593439</pub-id></mixed-citation></ref>
<ref id="ref108"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Santarius</surname><given-names>T.</given-names></name> <name><surname>Dencik</surname><given-names>L.</given-names></name> <name><surname>Diez</surname><given-names>T.</given-names></name> <name><surname>Ferreboeuf</surname><given-names>H.</given-names></name> <name><surname>Jankowski</surname><given-names>P.</given-names></name> <name><surname>Hankey</surname><given-names>S.</given-names></name> <etal/></person-group>. (<year>2023b</year>). <article-title>Digitalization and sustainability: a call for a digital green Deal</article-title>. <source>Environ. Sci. Pol.</source> <volume>147</volume>, <fpage>11</fpage>&#x2013;<lpage>14</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.envsci.2023.04.020</pub-id></mixed-citation></ref>
<ref id="ref109"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Santarius</surname><given-names>T.</given-names></name> <name><surname>Pohl</surname><given-names>J.</given-names></name> <name><surname>Lange</surname><given-names>S.</given-names></name></person-group> (<year>2020</year>). <article-title>Digitalization and the decoupling debate: can ICT help to reduce environmental impacts while the economy keeps growing?</article-title> <source>Sustainability</source> <volume>12</volume>:<fpage>7496</fpage>. doi: <pub-id pub-id-type="doi">10.3390/su12187496.</pub-id></mixed-citation></ref>
<ref id="ref110"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Schulz</surname><given-names>K. A.</given-names></name> <name><surname>Gstrein</surname><given-names>O. J.</given-names></name> <name><surname>Zwitter</surname><given-names>A. J.</given-names></name></person-group> (<year>2020</year>). <article-title>Exploring the governance and implementation of sustainable development initiatives through blockchain technology</article-title>. <source>Futures</source> <volume>122</volume>:<fpage>102611</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.futures.2020.102611</pub-id></mixed-citation></ref>
<ref id="ref111"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Seele</surname><given-names>P.</given-names></name></person-group> (<year>2016</year>). <article-title>Envisioning the digital sustainability panopticon: a thought experiment of how big data may help advancing sustainability in the digital age</article-title>. <source>Sustain. Sci.</source> <volume>11</volume>, <fpage>845</fpage>&#x2013;<lpage>854</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s11625-016-0381-5</pub-id></mixed-citation></ref>
<ref id="ref112"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Seele</surname><given-names>P.</given-names></name> <name><surname>Lock</surname><given-names>I.</given-names></name></person-group> (<year>2017</year>). <article-title>The game-changing potential of digitalization for sustainability: possibilities, perils, and pathways</article-title>. <source>Sustain. Sci.</source> <volume>12</volume>, <fpage>183</fpage>&#x2013;<lpage>185</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s11625-017-0426-4</pub-id></mixed-citation></ref>
<ref id="ref113"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Sha</surname><given-names>K.</given-names></name> <name><surname>Taeihagh</surname><given-names>A.</given-names></name> <name><surname>Jong</surname><given-names>M. D.</given-names></name></person-group> (<year>2024</year>). <article-title>Governing disruptive technologies for inclusive development in cities: a systematic literature review</article-title>. <source>Technol. Forecast. Soc. Change</source> <volume>203</volume>:<fpage>123382</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.techfore.2024.123382</pub-id></mixed-citation></ref>
<ref id="ref114"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Shahmohammad</surname><given-names>M.</given-names></name> <name><surname>Salamattalab</surname><given-names>M. M.</given-names></name> <name><surname>Sohn</surname><given-names>W.</given-names></name> <name><surname>Kouhizadeh</surname><given-names>M.</given-names></name> <name><surname>Aghamohmmadi</surname><given-names>N.</given-names></name></person-group> (<year>2024</year>). <article-title>Opportunities and obstacles of blockchain use in pursuit of sustainable development goal 11: a systematic scoping review</article-title>. <source>Sustain. Cities Soc.</source> <volume>112</volume>:<fpage>105620</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.scs.2024.105620</pub-id></mixed-citation></ref>
<ref id="ref115"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Sharifi</surname><given-names>A.</given-names></name> <name><surname>Allam</surname><given-names>Z.</given-names></name> <name><surname>Bibri</surname><given-names>S. E.</given-names></name> <name><surname>Khavarian-Garmsir</surname><given-names>A. R.</given-names></name></person-group> (<year>2024</year>). <article-title>Smart cities and sustainable development goals (SDGs): a systematic literature review of co-benefits and trade-offs</article-title>. <source>Cities</source> <volume>146</volume>:<fpage>104659</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.cities.2023.104659</pub-id></mixed-citation></ref>
<ref id="ref116"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Siekmann</surname><given-names>F.</given-names></name> <name><surname>Schl&#x00F6;r</surname><given-names>H.</given-names></name> <name><surname>Venghaus</surname><given-names>S.</given-names></name></person-group> (<year>2023</year>). <article-title>Linking sustainability and the fourth industrial revolution: a monitoring framework accounting for technological development</article-title>. <source>Energy Sustain. Soc.</source> <volume>13</volume>:<fpage>26</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s13705-023-00405-4</pub-id></mixed-citation></ref>
<ref id="ref117"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Sparviero</surname><given-names>S.</given-names></name> <name><surname>Ragnedda</surname><given-names>M.</given-names></name></person-group> (<year>2021</year>). <article-title>Towards digital sustainability: the long journey to the sustainable development goals 2030</article-title>. <source>Digit. Policy Regul. Gov.</source> <volume>23</volume>, <fpage>216</fpage>&#x2013;<lpage>228</lpage>. doi: <pub-id pub-id-type="doi">10.1108/DPRG-01-2021-0015</pub-id></mixed-citation></ref>
<ref id="ref118"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Spulbar</surname><given-names>C.</given-names></name> <name><surname>Anghel</surname><given-names>L. C.</given-names></name> <name><surname>Birau</surname><given-names>R.</given-names></name> <name><surname>Ermi&#x015F;</surname><given-names>S. I.</given-names></name> <name><surname>Treap&#x0103;t</surname><given-names>L.-M.</given-names></name> <name><surname>Mitroi</surname><given-names>A. T.</given-names></name></person-group> (<year>2022</year>). <article-title>Digitalization as a factor in reducing poverty and its implications in the context of the COVID-19 pandemic</article-title>. <source>Sustainability</source> <volume>14</volume>:<fpage>10667</fpage>. doi: <pub-id pub-id-type="doi">10.3390/su141710667</pub-id></mixed-citation></ref>
<ref id="ref119"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Stahl</surname><given-names>B. C.</given-names></name> <name><surname>Brooks</surname><given-names>L.</given-names></name> <name><surname>Hatzakis</surname><given-names>T.</given-names></name> <name><surname>Santiago</surname><given-names>N.</given-names></name> <name><surname>Wright</surname><given-names>D.</given-names></name></person-group> (<year>2023</year>). <article-title>Exploring ethics and human rights in artificial intelligence &#x2013; a Delphi study</article-title>. <source>Technol. Forecast. Soc. Change</source> <volume>191</volume>:<fpage>122502</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.techfore.2023.122502</pub-id></mixed-citation></ref>
<ref id="ref120"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Stahl</surname><given-names>B. C.</given-names></name> <name><surname>Rodrigues</surname><given-names>R.</given-names></name> <name><surname>Santiago</surname><given-names>N.</given-names></name> <name><surname>Macnish</surname><given-names>K.</given-names></name></person-group> (<year>2022</year>). <article-title>A European agency for artificial intelligence: protecting fundamental rights and ethical values</article-title>. <source>Comput. Law Secur. Rev.</source> <volume>45</volume>:<fpage>105661</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.clsr.2022.105661</pub-id></mixed-citation></ref>
<ref id="ref121"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Stock</surname><given-names>T.</given-names></name> <name><surname>Obenaus</surname><given-names>M.</given-names></name> <name><surname>Kunz</surname><given-names>S.</given-names></name> <name><surname>Kohl</surname><given-names>H.</given-names></name></person-group> (<year>2018</year>). <article-title>Industry 4.0 as enabler for a sustainable development: a qualitative assessment of its ecological and social potential</article-title>. <source>Process. Saf. Environ. Prot.</source> <volume>118</volume>, <fpage>254</fpage>&#x2013;<lpage>267</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.psep.2018.06.026</pub-id></mixed-citation></ref>
<ref id="ref122"><mixed-citation publication-type="book"><person-group person-group-type="author"><name><surname>Tjoa</surname><given-names>A. M.</given-names></name> <name><surname>Tjoa</surname><given-names>S.</given-names></name></person-group> (<year>2016</year>). <chapter-title>The role of ICT to achieve the UN sustainable development goals (SDG)</chapter-title> (pp. <fpage>3</fpage>&#x2013;<lpage>13</lpage>). <publisher-loc>Cham</publisher-loc>: <publisher-name>Springer International Publishing</publisher-name>.</mixed-citation></ref>
<ref id="ref123"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Townsend</surname><given-names>J. H.</given-names></name> <name><surname>Coroama</surname><given-names>V. C.</given-names></name></person-group> (<year>2018</year>). <article-title>Digital acceleration of sustainability transition: the paradox of push impacts</article-title>. <source>Sustainability</source> <volume>10</volume>:<fpage>2816</fpage>. doi: <pub-id pub-id-type="doi">10.3390/su10082816</pub-id></mixed-citation></ref>
<ref id="ref124"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Truby</surname><given-names>J.</given-names></name></person-group> (<year>2020</year>). <article-title>Governing artificial intelligence to benefit the UN sustainable development goals</article-title>. <source>Sustain. Dev.</source> <volume>28</volume>, <fpage>946</fpage>&#x2013;<lpage>959</lpage>. doi: <pub-id pub-id-type="doi">10.1002/sd.2048</pub-id></mixed-citation></ref>
<ref id="ref125"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Tura</surname><given-names>N.</given-names></name> <name><surname>Ojanen</surname><given-names>V.</given-names></name></person-group> (<year>2022</year>). <article-title>Sustainability-oriented innovations in smart cities: a systematic review and emerging themes</article-title>. <source>Cities</source> <volume>126</volume>:<fpage>103716</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.cities.2022.103716</pub-id></mixed-citation></ref>
<ref id="ref126"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Turcu</surname><given-names>C.</given-names></name></person-group> (<year>2013</year>). <article-title>Re-thinking sustainability indicators: local perspectives of urban sustainability</article-title>. <source>J. Environ. Plan. Manag.</source> <volume>56</volume>, <fpage>695</fpage>&#x2013;<lpage>719</lpage>. doi: <pub-id pub-id-type="doi">10.1080/09640568.2012.698984</pub-id></mixed-citation></ref>
<ref id="ref127"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Ufua</surname><given-names>D. E.</given-names></name> <name><surname>Emielu</surname><given-names>E. T.</given-names></name> <name><surname>Olujobi</surname><given-names>O. J.</given-names></name> <name><surname>Lakhani</surname><given-names>F.</given-names></name> <name><surname>Borishade</surname><given-names>T. T.</given-names></name> <name><surname>Ibidunni</surname><given-names>A. S.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Digital transformation: a conceptual framing for attaining sustainable development goals 4 and 9 in Nigeria</article-title>. <source>J. Manage. Organ.</source> <volume>27</volume>, <fpage>836</fpage>&#x2013;<lpage>849</lpage>. doi: <pub-id pub-id-type="doi">10.1017/jmo.2021.45</pub-id></mixed-citation></ref>
<ref id="ref128"><mixed-citation publication-type="other"><collab id="coll3">United Nations</collab> (<year>2015a</year>), <italic>General assembly resolution 70/1, transforming our world: the 2030 agenda for sustainable development, a/res/70/1.</italic> Available online at: <ext-link xlink:href="https://sustainabledevelopment.un.org/post2015/transformingourworld/publication/" ext-link-type="uri">https://sustainabledevelopment.un.org/post2015/transformingourworld/publication/</ext-link> (Accessed September 27, 2024)</mixed-citation></ref>
<ref id="ref129"><mixed-citation publication-type="other"><collab id="coll4">United Nations</collab> <year>2015b</year> United Nations sustainable development goals. Available online at: <ext-link xlink:href="http://www.un.org/sustainabledevelopment/sustainable-development-goals/" ext-link-type="uri">www.un.org/sustainabledevelopment/sustainable-development-goals/</ext-link> (Accessed September 27, 2024)</mixed-citation></ref>
<ref id="ref130"><mixed-citation publication-type="other"><collab id="coll5">United Nations</collab> <year>2020</year> Sustainable development goals report 2020. Sustainable development goals report 2020 | United Nations. Available online at: <ext-link xlink:href="https://www.un.org/en/desa/sustainable-development-goals-report-2020" ext-link-type="uri">https://www.un.org/en/desa/sustainable-development-goals-report-2020</ext-link> (Accessed September 27, 2024)</mixed-citation></ref>
<ref id="ref131"><mixed-citation publication-type="other"><collab id="coll6">United Nations Conference on Trade and Development</collab> (<year>2018</year>). <source>Technology and innovation report 2018, harnessing frontier technologies for sustainable development</source>. <publisher-loc>Geneva, Switzerland</publisher-loc>: <publisher-name>United Nations Conference on Trade and Development (UNCTAD)</publisher-name>.</mixed-citation></ref>
<ref id="ref132"><mixed-citation publication-type="other"><collab id="coll7">United Nations Department of Economic and Social Affairs</collab> (<year>2018</year>), World economic and social survey 2018 frontier technologies for sustainable development. Available online at: <ext-link xlink:href="https://www.un.org/development/desa/dpad/wp-content/uploads/sites/45/publication/WESS2018_full_web.pdf" ext-link-type="uri">https://www.un.org/development/desa/dpad/wp-content/uploads/sites/45/publication/WESS2018_full_web.pdf</ext-link> (Accessed December 15, 2024)</mixed-citation></ref>
<ref id="ref133"><mixed-citation publication-type="other"><collab id="coll8">United Nations Development Group</collab> (<year>2017</year>). <italic>Guidance note on big data for SDGs: data privacy, data protection and data ethics.</italic> Available online at: l<ext-link xlink:href="https://undg.org/document/undg-guidance-noteon-big-data-for-achievement-of-the-2030-agendadata-privacy-ethics-and-protection/" ext-link-type="uri">https://undg.org/document/undg-guidance-noteon-big-data-for-achievement-of-the-2030-agendadata-privacy-ethics-and-protection/</ext-link> (Accessed December 22, 2024)</mixed-citation></ref>
<ref id="ref134"><mixed-citation publication-type="other"><collab id="coll9">United Nations Sustainable Development Solutions Network</collab> (<year>2019</year>). <italic>Counting on the world to act. A roadmap for governments to achieve modern data systems for sustainable development. Available online at:</italic> <ext-link xlink:href="https://countingontheworld.sdsntrends.org/2019/" ext-link-type="uri">https://countingontheworld.sdsntrends.org/2019/</ext-link> (Accessed December 12, 2024)</mixed-citation></ref>
<ref id="ref135"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>van der Hoogen</surname><given-names>A.</given-names></name> <name><surname>Fashoro</surname><given-names>I.</given-names></name> <name><surname>Calitz</surname><given-names>A. P.</given-names></name> <name><surname>Luke</surname><given-names>L.</given-names></name></person-group> (<year>2024</year>). <article-title>A digital transformation framework for smart municipalities</article-title>. <source>Sustainability</source> <volume>16</volume>:<fpage>1320</fpage>. doi: <pub-id pub-id-type="doi">10.3390/su16031320</pub-id></mixed-citation></ref>
<ref id="ref136"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>V&#x0103;rzaru</surname><given-names>A. A.</given-names></name> <name><surname>Bocean</surname><given-names>C. G.</given-names></name> <name><surname>Simion</surname><given-names>D.</given-names></name> <name><surname>Berceanu</surname><given-names>D.</given-names></name> <name><surname>Mangra</surname><given-names>M. G.</given-names></name></person-group> (<year>2023</year>). <article-title>Digital revolution, sustainability, and government revenues: a transversal analysis of how digital transformation and sustainable practices impact sustainable government revenues</article-title>. <source>Systems</source> <volume>11</volume>:<fpage>546</fpage>. doi: <pub-id pub-id-type="doi">10.3390/systems11110546</pub-id></mixed-citation></ref>
<ref id="ref137"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Vinuesa</surname><given-names>R.</given-names></name> <name><surname>Azizpour</surname><given-names>H.</given-names></name> <name><surname>Leite</surname><given-names>I.</given-names></name> <name><surname>Balaam</surname><given-names>M.</given-names></name> <name><surname>Dignum</surname><given-names>V.</given-names></name> <name><surname>Domisch</surname><given-names>S.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>The role of artificial intelligence in achieving the sustainable development goals</article-title>. <source>Nat. Commun.</source> <volume>11</volume>, <fpage>233</fpage>&#x2013;<lpage>210</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41467-019-14108-y</pub-id>, <pub-id pub-id-type="pmid">31932590</pub-id></mixed-citation></ref>
<ref id="ref138"><mixed-citation publication-type="book"><collab id="coll10">WBGU, German Advisory Council on Global Change</collab> (<year>2019</year>). &#x201C;<chapter-title><italic>Digital momentum for the UN sustainability agenda in the 21st century</italic></chapter-title>&#x201D; in <source>Policy Paper 10</source> (<publisher-loc>Berlin</publisher-loc>: <publisher-name>WBGU</publisher-name>).</mixed-citation></ref>
<ref id="ref139"><mixed-citation publication-type="other"><collab id="coll11">World Bank</collab> <year>2019</year> World Development Indicators <collab id="coll12">World Bank</collab> <publisher-loc>Washington DC</publisher-loc></mixed-citation></ref>
<ref id="ref140"><mixed-citation publication-type="book"><collab id="coll13">World Economic Forum</collab> (<year>2019</year>). <source>The global risks report 2019</source>. <publisher-loc>Geneva</publisher-loc>: <publisher-name>World Economic Forum</publisher-name>.</mixed-citation></ref>
<ref id="ref141"><mixed-citation publication-type="other"><collab id="coll14">World Economic Forum</collab> <year>2020a</year> Unlocking technology for the global goals 2020. <publisher-loc>Geneva, Switzerland</publisher-loc>: <publisher-name>World Economic Forum</publisher-name>. Available online at: <ext-link xlink:href="https://www.weforum.org/reports/unlocking-technology-for-the-global-goals" ext-link-type="uri">https://www.weforum.org/reports/unlocking-technology-for-the-global-goals</ext-link> (Accessed February 2, 2025)</mixed-citation></ref>
<ref id="ref142"><mixed-citation publication-type="other"><collab id="coll15">World Economic Forum</collab> (<year>2020b</year>), Vision 2030. World economic forum 2020. Available online at: <ext-link xlink:href="https://www.weforum.org/projects/frontier-2030" ext-link-type="uri">https://www.weforum.org/projects/frontier-2030</ext-link> (Accessed February 2, 2025)</mixed-citation></ref>
<ref id="ref143"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Wu</surname><given-names>J.</given-names></name> <name><surname>Guo</surname><given-names>S.</given-names></name> <name><surname>Huang</surname><given-names>H.</given-names></name> <name><surname>Liu</surname><given-names>W.</given-names></name> <name><surname>Xiang</surname><given-names>Y.</given-names></name></person-group> (<year>2018</year>). <article-title>Information and communications technologies for sustainable development goals: state-of-the-art, needs and perspectives</article-title>. <source>IEEE Commun Surv Tutor</source> <volume>20</volume>:<fpage>2389</fpage>&#x2013;<lpage>2406</lpage>. doi: <pub-id pub-id-type="doi">10.1109/comst.2018.2812301</pub-id></mixed-citation></ref>
<ref id="ref144"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Young</surname><given-names>O. R.</given-names></name> <name><surname>Yang</surname><given-names>J.</given-names></name> <name><surname>Guttman</surname><given-names>D.</given-names></name></person-group> (<year>2020</year>). <article-title>Meeting cyber age needs for governance in a changing global order</article-title>. <source>Sustainability</source> <volume>12</volume>:<fpage>5557</fpage>. doi: <pub-id pub-id-type="doi">10.3390/su12145557</pub-id></mixed-citation></ref>
<ref id="ref145"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Zambrano</surname><given-names>R.</given-names></name></person-group> (<year>2020</year>). <article-title>Taming the beast: harnessing blockchains in developing country governments</article-title>. <source>Front. Blockchain</source> <volume>2</volume>:<fpage>27</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fbloc.2019.00027</pub-id></mixed-citation></ref>
<ref id="ref146"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Zeng</surname><given-names>D.</given-names></name> <name><surname>Duan</surname><given-names>H.</given-names></name></person-group> (<year>2024</year>). <article-title>Inter-construction goals: navigating Thailand&#x2019;s digital economy from a sustainable development perspective</article-title>. <source>Southeast Asian Stud.</source> <volume>13</volume>, <fpage>229</fpage>&#x2013;<lpage>253</lpage>.</mixed-citation></ref>
<ref id="ref147"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Zhang</surname><given-names>X.</given-names></name> <name><surname>Lau</surname><given-names>C. K. M.</given-names></name> <name><surname>Li</surname><given-names>R.</given-names></name> <name><surname>Wang</surname><given-names>Y.</given-names></name> <name><surname>Wanjiru</surname><given-names>R.</given-names></name> <name><surname>Seetaram</surname><given-names>N.</given-names></name></person-group> (<year>2024</year>). <article-title>Determinants of carbon emissions cycles in the G7 countries</article-title>. <source>Technol. Forecast. Soc. Change</source> <volume>201</volume>:<fpage>123261</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.techfore.2024.123261</pub-id></mixed-citation></ref>
<ref id="ref148"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Zheng</surname><given-names>S.</given-names></name> <name><surname>Zhang</surname><given-names>Y.</given-names></name> <name><surname>Luo</surname><given-names>T.</given-names></name> <name><surname>Gong</surname><given-names>Y.</given-names></name></person-group> (<year>2025</year>). <article-title>Synergistic effects of digital technology and environmental regulation on the green transformation of China&#x2019;s manufacturing industry</article-title>. <source>Sci. Rep.</source> <volume>15</volume>:<fpage>36092</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s41598-025-20077-8</pub-id>, <pub-id pub-id-type="pmid">41093948</pub-id></mixed-citation></ref>
</ref-list>
<fn-group>
<fn fn-type="custom" custom-type="edited-by" id="fn0001">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3010669/overview">Martin Wynn</ext-link>, University of Gloucestershire, United Kingdom</p>
</fn>
<fn fn-type="custom" custom-type="reviewed-by" id="fn0002">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3002398/overview">Claudia Covucci</ext-link>, Mercatorum University, Italy</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3024376/overview">Radoslav Radev</ext-link>, University of Economics Varna, Bulgaria</p>
</fn>
</fn-group>
</back>
</article>