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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Sustain.</journal-id>
<journal-title>Frontiers in Sustainability</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Sustain.</abbrev-journal-title>
<issn pub-type="epub">2673-4524</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/frsus.2023.1237514</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Sustainability</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>A conceptual model to measure and manage the implementation of green initiatives at South African public universities</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Tshivhase</surname> <given-names>Lelo</given-names></name>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Bisschoff</surname> <given-names>Christo</given-names></name>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1826152/overview"/>
</contrib>
</contrib-group>
<aff><institution>NWU Business School, North-West University</institution>, <addr-line>Potchefstroom</addr-line>, <country>South Africa</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Alberto Paucar-Caceres, Manchester Metropolitan University, United Kingdom</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Oluyomi Abayomi Osobajo, Robert Gordon University, United Kingdom; Simona Andreea Apostu, Bucharest Academy of Economic Studies, Romania</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Christo Bisschoff <email>Christo.Bisschoff&#x00040;nwu.ac.za</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>24</day>
<month>08</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>4</volume>
<elocation-id>1237514</elocation-id>
<history>
<date date-type="received">
<day>12</day>
<month>06</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>08</day>
<month>08</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2023 Tshivhase and Bisschoff.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Tshivhase and Bisschoff</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). 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.</p></license> </permissions>
<abstract>
<sec>
<title>Introduction</title>
<p>The growing need for environmental awareness accentuated the importance of green and sustainable business practices. This is also true for universities that modernly expanded their green training and research to engage in green operational practices.</p></sec>
<sec>
<title>Methods</title>
<p>This article summarises the main principles and factors of implementing green initiatives. Firstly, a generic theoretical approach conceptualizes implementing green initiatives at universities. The investigation analyses existing and current green initiatives at the universities, considers the benefits and barriers of implementing green initiatives, and develops a theoretical model for implementing green initiatives at South African public universities. An adapted conceptual model consisting of twenty significant literature antecedents (<italic>p</italic> &#x02264; 0.05) and 13 latent variables (factors) could be hypothesized. This model was tested empirically with reliable data (&#x003B1; = 0.749) from a five-point Likert scale questionnaire administered to 144 responding green managers at eight selected South African public universities.</p></sec>
<sec>
<title>Results</title>
<p>Although the regression model explains satisfactory variance (R<sup>2</sup> = 0.862; R<sup>2</sup> adjusted = 0.841), only five of the 20 antecedents in the theoretical model are significant. They are <italic>Cost of green products</italic> (<italic>r</italic> = 0.527; <italic>p</italic> &#x02264; 0.05), <italic>Lack of awareness and training</italic> (<italic>r</italic> = 0.435; <italic>p</italic> &#x02264; 0.05), <italic>Managerial attitude and commitment</italic> (<italic>r</italic> = 0.369; <italic>p</italic> &#x02264; 0.05), <italic>Digitisation</italic> (<italic>r</italic> = 0.552; <italic>p</italic> &#x02264; 0.05), and <italic>Management Committee</italic> (<italic>r</italic> = 0.451; <italic>p</italic> &#x02264; 0.05). Further analysis revealed that the data possess embedded intelligence. Resultantly, 13 factors were identified, explaining a cumulative variance of 61.8%. However, only six factors are reliable and, therefore, usable (&#x003B1; &#x02265; 0.57). They are <italic>F1</italic>: <italic>Convenience and efficient workflow, F2</italic>: <italic>Personnel cooperation, F3</italic>: <italic>Efficient use of resources, F5</italic>: <italic>Learning and improvement, F6</italic>: <italic>Delegation of authority</italic>, and <italic>F7</italic>: <italic>Improved management attitude</italic>. Cumulatively, the six usable factors explain a cumulative variance of 45.5%.</p></sec>
<sec>
<title>Discussion</title>
<p>The model aspires to demonstrate and measure the implementation of green initiatives at public universities. Although the theoretical model is detailed, the empirical study showed that not all of the antecedents are usable for measuring and managing the implementation of green initiatives at South African public higher institutions. This study validated five of the antecedents and six factors for immediate use. The model&#x00027;s unvalidated antecedents and unreliable factors require empirical revalidation before operationalizing it fully. Researchers and scholars exploring this avenue of green initiatives implementation models can also benefit from this article.</p></sec></abstract>
<kwd-group>
<kwd>South Africa</kwd>
<kwd>universities</kwd>
<kwd>green</kwd>
<kwd>initiatives</kwd>
<kwd>model</kwd>
<kwd>framework</kwd>
<kwd>higher education</kwd>
</kwd-group>
<counts>
<fig-count count="3"/>
<table-count count="8"/>
<equation-count count="0"/>
<ref-count count="107"/>
<page-count count="16"/>
<word-count count="11307"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Sustainable Organizations</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1. Contextual background</title>
<p>Universities are at the forefront of development, leading and assisting industry with research and innovation. South African universities are considered significant drivers of environmental awareness, cooperation with local industry and education (Pocol et al., <xref ref-type="bibr" rid="B69">2022</xref>). This is specifically relevant in South Africa, where public universities&#x00027; funding model provides research subsidies, grants and private sector contracts for research. Research is a significant income stream for South African public universities. Hence, these institutions are strongly research-driven (this funding model does not subsidize private universities&#x00027; research; private educators tend to focus their energies on teaching and learning).</p>
<p>Research toward green initiatives and environmental protection significantly gained momentum in South Africa. Likewise, public universities engaged and participated in research ranging from academic master&#x00027;s and doctoral level to industry contracts, many focusing on environmental awareness, sustainable agricultural practices, water saving, waste management and green energy. Specifically, water-saving and alternative energy research gained popularity (Hashmi and Alam, <xref ref-type="bibr" rid="B38">2019</xref>). South Africa is a water-scarce country facing a 17% water supply shortfall within a decade, yet municipalities waste up to 45% water (Carnie, <xref ref-type="bibr" rid="B17">2022</xref>). Likewise, the continuous shortage of electricity results in severe electricity loadshedding while the coal-generated electricity grid cannot comply with demand (even facing the danger of total grid collapse). This is a severe threat to economic growth (projected at 0.4% for 2023) and the environment (electricity shortages, for example, cause inefficiencies and water treatment plants, and the untreated raw sewerage contaminates the main water supply rivers).</p>
<p>These and other environmental problems influence universities&#x00027; operations (Yun and Liu, <xref ref-type="bibr" rid="B104">2019</xref>). Most universities invest in power generation plants to provide high-cost electricity, while some use water-saving initiatives to provide the campuses with safe and clean drinking water. This direct impact on universities and their operating costs changed universities&#x00027; role in green initiatives. They no longer act as agents of change by providing environmental affairs knowledge, awareness, education and research inputs. Still, they are also directly influenced to initiate and implement green initiatives to remain sustainable (Hasan et al., <xref ref-type="bibr" rid="B37">2019</xref>). In practice, they must develop and utilize existing water supplies on campus, install photovoltaic panels on the existing building&#x00027;s roof to harvest the sun&#x00027;s energy and recycle campus waste, including a few green initiative options (Anwar et al., <xref ref-type="bibr" rid="B7">2020</xref>). Moreover, with growing environmental awareness, universities need to improve their business sustainability within the territory of environmental regulations. Engaging in green initiatives also provides new opportunities for a public university to achieve a competitive advantage through applied and practical green research projects on campus and by combining academic disciplines in practice (for example, using engineering designs and accounting principles when initiating green initiatives). This academic and research integration is crucial in sustainable green business operations and research in higher education (Zameer et al., <xref ref-type="bibr" rid="B105">2022</xref>). The need for environmental awareness and sustainability practices aiming at implementing green initiatives has become widespread across all universities (Habib et al., <xref ref-type="bibr" rid="B36">2021</xref>). Initiating green initiatives is also crucial from an operational point of view because the South African Higher Education funding model for private universities does not provide for the additional costs of self-generated electricity on campuses or any other green initiative. These costs became an additional operational budget item (Armenia et al., <xref ref-type="bibr" rid="B9">2019</xref>).</p>
<p>Consequently, South African public universities must formalize their green initiative strategies because if they do, they (1) can save on their operational budget, (2) gain a competitive advantage in interdisciplinary environmental research, and (3) approach the Minister of Education for financial support on green initiatives and the self-generated energy costs. However, to do so, public universities should be able to provide a formal balance sheet of green initiatives and how well they are progressing. This means that universities need to measure and report on the green initiatives so that progress can be monitored (and potentially be funded by the state or industry). Therefore, to assist the universities in conceptualizing green initiatives in their business operations and effectively integrating green practices, this article aims to develop a model that university management can use to measure and manage the implementation of their respective green initiatives.</p></sec>
<sec id="s2">
<title>2. Problem statement</title>
<p>Implementing green initiative domains at universities is steered by many social and technological forces, going through fundamental and extensive conversions (De Mello Santos et al., <xref ref-type="bibr" rid="B25">2022</xref>). Universities function in a complex territory and should be able to respond, be innovative, flexible, and speedily react to unpredictable and, at times, continuous changes (Miceli et al., <xref ref-type="bibr" rid="B56">2021</xref>) efficiently and effectively.</p>
<p>Universities provide education and training, aiming to do so while they remain green, competitive, and sustainable in the long run (Wang et al., <xref ref-type="bibr" rid="B97">2022</xref>). Going green requires implementation assessment to monitor progress. Ramely et al. (<xref ref-type="bibr" rid="B70">2022</xref>) assert that green initiatives implementation needs to be assessed to establish whether the deployed resources and improvements have positively impacted the business operations. Practically, the term to assess means to set realistic goals and then to design a technique to execute a precise measurement. Realistically, the assessment of green initiatives implementation is complex and involves numerous factors to consider (Gholami et al., <xref ref-type="bibr" rid="B31">2020</xref>). Furthermore, assessment models vary based on the industry, kind of business and the business domain. Many models to assess green implementation variables exist. However, most of them were developed for other private businesses and organizations and not for state-funded universities. Implementing green initiatives at universities differs from other institutions aiming to realize profits (Sanchez-Planelles et al., <xref ref-type="bibr" rid="B77">2020</xref>).</p>
<p>It is also noteworthy that universities are in a strict regulatory domain within the Department of Higher Education and Training. The bureaucratic line-structure results in slow decision-making, and universities struggle to act quickly to green market needs. As a result, Rodr&#x000ED;guez-Abitia et al. (<xref ref-type="bibr" rid="B73">2020</xref>) maintain that although universities as organizations have common features with other institutions, they possess distinct features in their business and operating periphery and cannot be treated as &#x0201C;normal&#x0201D; business enterprises. Implementing measuring models from the private industry cannot be applied &#x00027;as is&#x00027; to assess the green initiatives and their implementation at public universities. They require an adapted implementation measurement model for green initiatives (Maci&#x000E1; P&#x000E9;rez et al., <xref ref-type="bibr" rid="B53">2021</xref>) and business performance (Asvat et al., <xref ref-type="bibr" rid="B10">2018</xref>). This article aims to develop a model to measure the implementation of green initiatives and their progress at public universities in South Africa.</p></sec>
<sec id="s3">
<title>3. Research objectives</title>
<p>The primary objective of this article is to develop a model to measure and manage the implementation of green initiatives at public universities in South Africa.</p>
<p>The following secondary objectives serve the primary objective:</p>
<list list-type="bullet">
<list-item><p>Construct a hypothesized model to measure and manage the implementation of green initiatives at South African public universities.</p></list-item>
<list-item><p>Empirically evaluate the model for implementation at South African public universities.</p></list-item>
</list></sec>
<sec id="s4">
<title>4. A theoretical model to measure green initiatives at South African public universities</title>
<p>The researchers Bisschoff and Tshivhase (<xref ref-type="bibr" rid="B15">2023</xref>) and Tshivhase and Bisschoff (<xref ref-type="bibr" rid="B87">2023a</xref>,<xref ref-type="bibr" rid="B88">b</xref>) stepwise developed a theoretical model to measure the green initiatives at public universities in South Africa. This model consists of five antecedents, namely <italic>Existing green initiatives</italic> (Bisschoff and Tshivhase (<xref ref-type="bibr" rid="B15">2023</xref>)<italic>, Factors impacting green initiatives</italic> (Tshivhase and Bisschoff, <xref ref-type="bibr" rid="B87">2023a</xref>)<italic>, Implementation of green initiatives, Barriers</italic>, and <italic>Benefits</italic> (Tshivhase and Bisschoff, <xref ref-type="bibr" rid="B88">2023b</xref>). These five antecedents are hypothesized to influence the green initiatives of public universities based on the findings of these studies. <xref ref-type="fig" rid="F1">Figure 1</xref> shows the model.</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p>A conceptual model to measure green initiatives at public universities.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="frsus-04-1237514-g0001.tif"/>
</fig>
<p>It is hypothesized from the model that:</p>
<list list-type="simple">
<list-item><p>H<sub>0</sub>: There are no significant positive relationships (<italic>p</italic> &#x02264; 0.05; <italic>p</italic> &#x02264; 0.10) between <italic>Green initiatives at South African universities</italic> and the antecedents <italic>Existing green initiatives, Factors impacting on green initiatives, Implementation of green initiatives, Barriers</italic>, and <italic>Benefits</italic>.</p></list-item>
<list-item><p>H<sub>1</sub>: There is a significant positive relationship (<italic>p</italic> &#x02264; 0.05; <italic>p</italic> &#x02264; 0.10) between <italic>Green initiatives at South African universities</italic> and the antecedent <italic>Existing green initiatives</italic>.</p></list-item>
<list-item><p>H<sub>2</sub>: There is a significant positive relationship (<italic>p</italic> &#x02264; 0.05; <italic>p</italic> &#x02264; 0.10) between <italic>Green initiatives at South African universities</italic> and the antecedent <italic>Factors impacting on green initiatives</italic>.</p></list-item>
<list-item><p>H<sub>3</sub>: There is a significant positive relationship (<italic>p</italic> &#x02264; 0.05; <italic>p</italic> &#x02264; 0.10) between <italic>Green initiatives at South African universities</italic> and the antecedent <italic>Implementation of green initiatives</italic>.</p></list-item>
<list-item><p>H<sub>4</sub>: There is a significant positive relationship (<italic>p</italic> &#x02264; 0.05; <italic>p</italic> &#x02264; 0.10) between <italic>Green initiatives at South African universities</italic> and the antecedent <italic>Benefits of green implementation</italic>.</p></list-item>
<list-item><p>H<sub>5</sub>: There is a significant positive relationship (<italic>p</italic> &#x02264; 0.05; <italic>p</italic> &#x02264; 0.10) between <italic>Green initiatives at South African universities</italic> and the antecedent <italic>Barriers of green initiatives</italic>.</p></list-item>
</list>
<sec>
<title>4.1. Existing green initiatives</title>
<p>In their research, Tshivhase and Bisschoff (<xref ref-type="bibr" rid="B87">2023a</xref>) investigated the existing green initiatives at eight leading South African public universtities. The study specifically investigated potential green initiatives that can be implemented at universities, (1) which green initiatives are being implemented, and (2) managements&#x00027; perceptions on the success of implementation at their universities. The theoretical constructs were validated by exploratory factor analysis and measured with inferential statistics. Mazon et al. (<xref ref-type="bibr" rid="B55">2020</xref>) philosophy that the green initiatives implemented by public universities help sustain the economy&#x00027;s sustainable development and assist in sustaining the growth of the universities&#x00027; operations. In the first step of the stepwise model development, Tshivhase and Bisschoff (<xref ref-type="bibr" rid="B87">2023a</xref>) identified and empirically validated five dominant existing green initiatives at South African universities which are being (or has already been) implemented. They are <italic>renewable energy and consumption, water-saving technology and consumption, waste management, sustainable buildings</italic>, and <italic>personnel training and awareness</italic>. These initiatives are discussed below.</p>
<sec>
<title>4.1.1. Renewable energy generation and consumption</title>
<p>Renewable energy is energy derived from natural sources that are replenished at a higher rate than consumed. Sunlight and wind, for example, are such sources that are constantly being replenished (G&#x000FC;ney, <xref ref-type="bibr" rid="B33">2019</xref>). Examples of existing renewable energy generation and consumption initiatives at South African universities include using (1) solar photovoltaic panels to generate power at some of the universities&#x00027; buildings, (2) harvesting wind energy, (3) combining nano bioscience, nanochemistry and nanophysics to develop alternative energy, (4) use new medical diagnostic and therapeutic agents, (5) install biological and chemical sensors, (6) use smart electronic materials, and (7) nanoscale robots (North-West University, <xref ref-type="bibr" rid="B64">2023</xref>; The University of Pretoria, <xref ref-type="bibr" rid="B84">2023</xref>; University of KwaZulu-Natal, <xref ref-type="bibr" rid="B91">2023</xref>).</p>
<p>Alizadeh et al. (<xref ref-type="bibr" rid="B4">2020</xref>) and Rehman et al. (<xref ref-type="bibr" rid="B71">2022</xref>) add that universities reap the environmental and economic benefits of renewable energy and consumption by reducing greenhouse gas emissions because they use less energy from fossil fuels, reduce air pollution, limit their dependence on the unreliable electricity grid, and stimulate the local economy through developing new environmental product in their research, installing energy-efficient technology, and proper maintenance.</p></sec>
<sec>
<title>4.1.2. Water-saving technology and consumption</title>
<p>Water-saving technologies refer to all methods of conserving water by increasing water use efficiency, enhancing the capacity to retain runoff water, and eliminating water pollution (Guo, <xref ref-type="bibr" rid="B34">2019</xref>). Capturing rainwater (Nelson Mandela University, <xref ref-type="bibr" rid="B61">2023</xref>) or using existing fountains (North-West University, <xref ref-type="bibr" rid="B64">2023</xref>) and boreholes (University of the Western Cape, <xref ref-type="bibr" rid="B94">2023</xref>) are low-hanging fruit. Other universities in South Africa actively engage in research-based water-savings by implementing biomimicry, which mimics the biological processes of fauna and flora (Jamei and Vrcelj, <xref ref-type="bibr" rid="B43">2021</xref>). For example, researching how mangrove plants and euryhaline fish extract salt from seawater using minimal energy or using biomimetic membranes enhanced with aquaporin that filter salts by shuttling water in and out of cells (Pistocchi et al., <xref ref-type="bibr" rid="B68">2020</xref>). Other existing water-saving technology and consumption initiatives at South African universities include harvesting rainwater (University of the Witwatersrand, <xref ref-type="bibr" rid="B95">2023</xref>), using registered boreholes onsite (University of the Western Cape, <xref ref-type="bibr" rid="B93">2021</xref>; North-West University, <xref ref-type="bibr" rid="B64">2023</xref>), applying sophisticated technologies to monitor the buildings&#x00027; consumption of electricity and water in real-time to help minimize any water losses (such as leaks and faulty equipment) (The University of Pretoria, <xref ref-type="bibr" rid="B84">2023</xref>), developing waterless gardens (The University of the Free State, <xref ref-type="bibr" rid="B85">2022</xref>) and implementing water purification plants for portable water (Rohani et al., <xref ref-type="bibr" rid="B74">2021</xref>).</p></sec>
<sec>
<title>4.1.3. Waste management</title>
<p>According to Chisholm et al. (<xref ref-type="bibr" rid="B19">2021</xref>), a waste management system is the strategy used by organizations to dispose of, reduce, reuse, and prevent waste. Most universities have multiple waste management strategies (Das et al., <xref ref-type="bibr" rid="B24">2019</xref>). Existing waste management initiatives at South African universities focus on recycling. E-waste recycling is a specific focus area, and most campuses use designated containers to dispose of computers, cell phones, batteries, and other e-waste (Zorpas, <xref ref-type="bibr" rid="B107">2020</xref>). Furthermore, facilities for recycling glass, paper and other waste are common on campuses, while the The University of Pretoria (<xref ref-type="bibr" rid="B84">2023</xref>) uses its garden waste for compost in the gardens and sports facilities. This university also applies microbes to accelerate the decomposition of kitchen waste infused in the compost.</p></sec>
<sec>
<title>4.1.4. Sustainable buildings</title>
<p>A sustainable building is defined as a building with high efficiency in using energy, water and materials and reduced impacts on the health and the environment through better sitting, design, construction, operation, maintenance, and removal throughout its life cycle (Munaro and Tavares, <xref ref-type="bibr" rid="B60">2021</xref>). Examples of sustainable building initiatives at South African universities include air-conditioning policies that comply with international thermal standards regarding the comfort of staff and students and rigorously planning and implementing energy efficiency, materials, water usage, indoor air quality, transport, ecology, and lighting to ensure that stringent standards were achieved. Nelson Mandela University (<xref ref-type="bibr" rid="B61">2023</xref>) is the first South African university to build a self-sustaining, environmentally friendly business school. New buildings at the North-West University (<xref ref-type="bibr" rid="B64">2023</xref>) have specific environmental criteria to adhere to. This is also true for most other public universities where new building designs commonly include modern materials, components, assemblies, systems, and building shapes that support green initiatives, lower maintenance costs, and save energy (University of South Africa, <xref ref-type="bibr" rid="B92">2021</xref>).</p>
<p>However, most South African universities have older buildings whose designs do not facilitate green initiatives. Ultimately, these financial models play a decisive role in the buildings&#x00027; social, environmental, and economic design, and public universities cannot afford to decommission the older buildings (Ikudayisi et al., <xref ref-type="bibr" rid="B42">2022</xref>).</p></sec>
<sec>
<title>4.1.5. Personnel training and awareness</title>
<p>Saiful et al. (<xref ref-type="bibr" rid="B75">2020</xref>) explain that environmental awareness, training, and education is a process whereby individuals explore environmental issues, engage in problem-solving and act to improve the environment. It, furthermore, encompasses developing a deeper understanding of environmental issues and attaining the skills to make informed and responsible decisions (Marpa, <xref ref-type="bibr" rid="B54">2020</xref>) to develop the knowledge, attitude, and skills necessary to protect natural resources (Yadav et al., <xref ref-type="bibr" rid="B103">2022</xref>). Becoming environmentally aware is the first step to encouraging students to conduct environmental research and foster a new generation of informed consumers, workers, and policy- or decision-makers (Aznam and Irwanto, <xref ref-type="bibr" rid="B13">2021</xref>). Student education and awareness levels can be improved by incorporating green initiatives education into the tertiary curriculum (Zguir et al., <xref ref-type="bibr" rid="B106">2022</xref>). Some South African universities (North-West University, University of Cape Town, <xref ref-type="bibr" rid="B89">2023</xref>; University of Johannesburg, <xref ref-type="bibr" rid="B90">2023</xref> and others) already engaged students in green initiatives by embarking on clean-up projects of local streams in the surrounding communities, promoting cross-disciplinary transfer of environmental knowledge, engaging students in events such as sustainable gardening, improving gardening skills and beautifying the campus, eradicating alien vegetation and maintaining fire breaks, and including a compulsory environment sustainability module for all undergraduates (Su&#x000E1;rez-Perales et al., <xref ref-type="bibr" rid="B80">2021</xref>).</p>
<p>From the literature, it is hypothesized that:</p>
<list list-type="simple">
<list-item><p>H<sub>1.1</sub>: There is a significant positive relationship (<italic>p</italic> &#x02264; 0.05; <italic>p</italic> &#x02264; 0.10) between the antecedent <italic>Existing green initiatives</italic> and <italic>Renewable energy generation and consumption</italic>.</p></list-item>
<list-item><p>H<sub>1.2</sub>: There is a significant positive relationship (<italic>p</italic> &#x02264; 0.05; <italic>p</italic> &#x02264; 0.10) between the antecedent <italic>Existing green initiatives</italic> and <italic>Water saving technology and consumption</italic>.</p></list-item>
<list-item><p>H<sub>1.3</sub>: There is a significant positive relationship (<italic>p</italic> &#x02264; 0.05; <italic>p</italic> &#x02264; 0.10) between the antecedent <italic>Existing green initiatives</italic> and <italic>Waste Management</italic>.</p></list-item>
<list-item><p>H<sub>1.4</sub>: There is a significant positive relationship (<italic>p</italic> &#x02264; 0.05; <italic>p</italic> &#x02264; 0.10) between the antecedent <italic>Existing green initiatives</italic> and <italic>Sustainable buildings</italic>.</p></list-item>
<list-item><p>H<sub>1.5</sub>: There is a significant positive relationship (<italic>p</italic> &#x02264; 0.05; <italic>p</italic> &#x02264; 0.10) between the antecedent <italic>Existing green initiatives</italic> and <italic>Personnel training and awareness</italic>.</p></list-item>
</list></sec></sec>
<sec>
<title>4.2. Factors impacting green initiatives</title>
<p>In the second step of developing the conceptual model, Tshivhase and Bisschoff (<xref ref-type="bibr" rid="B87">2023a</xref>) investigated the factors that impact implementing green initiatives at South African public universities. Guided by Shahzad et al. (<xref ref-type="bibr" rid="B79">2021</xref>), these authors identified and empirically validated the factors that impact on universities when they implement green practices. Albeit many studies (Watson et al., <xref ref-type="bibr" rid="B99">2008</xref>; Leonidou et al., <xref ref-type="bibr" rid="B50">2017</xref>; Li et al., <xref ref-type="bibr" rid="B52">2017</xref>; Bhatta et al., <xref ref-type="bibr" rid="B14">2020</xref>) investigated the relationship between business operations and green initiatives, limited studies focused on universities <italic>per se</italic>, financial realities often trump good intentions when considering green initiatives (Wu and Issa, <xref ref-type="bibr" rid="B102">2015</xref>). However, Tshivhase and Bisschoff (<xref ref-type="bibr" rid="B87">2023a</xref>) expanded this line of thought and identified ten potential theoretical antecedents from existing green measurement models. Five were relevant to public universities. These antecedents were subjected to exploratory factors analysis and measured by inferential statistics. The five antecedents are the <italic>cost of green products, management attitude and commitment, digital transformation, a committee for sustainable accountability</italic> and <italic>awareness, training and education</italic>. Only three antecedents were confirmed.</p>
<sec>
<title>4.2.1. Cost of green products</title>
<p>Pahlevi and Suhartanto (<xref ref-type="bibr" rid="B66">2020</xref>) assert that there is a notion that perceives efforts to green the surroundings as an expensive endeavor. It may also be difficult and costly to access eco-friendly products. Eco-friendly products are more expensive than traditional products (Li et al., <xref ref-type="bibr" rid="B52">2017</xref>) but save money in the long run (Bhatta et al., <xref ref-type="bibr" rid="B14">2020</xref>). The demand for these products is also not as high as for traditional products, as environmentally friendly items are more expensive than non-green products (Sana, <xref ref-type="bibr" rid="B76">2020</xref>). It might be costly to go green as this would mean replacing traditional equipment with green products. For instance, breaking down a brick-and-mortar building and replacing it with a green and sustainable building requires high capital costs; this is impractical in a public university environment. However, going green makes business sense (Bhatta et al., <xref ref-type="bibr" rid="B14">2020</xref>), while focusing on environmental awareness can help management reduce capital costs and positively influence the university&#x00027;s operating budget (Zameer et al., <xref ref-type="bibr" rid="B105">2022</xref>).</p></sec>
<sec>
<title>4.2.2. Management attitude and commitment</title>
<p>Gonz&#x000E1;lez et al. (<xref ref-type="bibr" rid="B32">2022</xref>) maintain that top management commitment is critical to implementing and adopting green practices. Support from senior personnel is perceived as one of the primary internal drivers of business practices that are environmentally responsible (Li et al., <xref ref-type="bibr" rid="B52">2017</xref>). The lack of green management personnel who can guide and supervise the process of green practices in any organization is also a contributing factor. According to Hossain et al. (<xref ref-type="bibr" rid="B40">2020</xref>), the inconvenience of finding available green expertise also stops most organizations from practicing green, as they cannot simply start implementing green practices without the guidance of professionals or consultants (Ikudayisi et al., <xref ref-type="bibr" rid="B42">2022</xref>). Top management&#x00027;s commitment is critical in realizing an organization&#x00027;s mission in practice; this is also true for the dive toward a more environment-friendly university. Hence the successful accomplishment of all organizational goals (including green initiatives) depends on top management&#x00027;s commitment (Sulich et al., <xref ref-type="bibr" rid="B81">2021</xref>).</p></sec>
<sec>
<title>4.2.3. Digital transformation</title>
<p>Ciasullo and Lim (<xref ref-type="bibr" rid="B20">2022</xref>) describe digitalizing as a process adopted by a business to embrace digital technologies to change their operations model or to neglect traditional business processes. It aims at getting value from using advanced and new technologies by using the dynamics of digital networks and the extensive digital information flow (Folaron, <xref ref-type="bibr" rid="B29">2017</xref>). Management&#x00027;s active decision-making can improve communication and transparency, enhance collaboration, increase productivity, and increase efficiency. Management can also ensure that digitalization manifests efficient and effective organizational business operations (Williams, <xref ref-type="bibr" rid="B100">2021</xref>). Digital transformation also improves productivity, enhances safety and reduces risks while using less energy. Kim et al. (<xref ref-type="bibr" rid="B46">2022</xref>) report that some Japanese smart buildings are now achieving a 20% increase in productivity, while German smart factories reduced the import/export gap by 50%. Likewise, universities can improve productivity while enjoying energy savings from a digitally transformed infrastructure.</p>
<p>From the literature above, it is hypothesized that:</p>
<list list-type="simple">
<list-item><p>H<sub>2.1</sub>: There is a significant positive relationship (<italic>p</italic> &#x02264; 0.05; <italic>p</italic> &#x02264; 0.10) between the antecedent <italic>Factors impacting green initiatives</italic> and <italic>Cost of green products</italic>.</p></list-item>
<list-item><p>H<sub>2.2</sub>: There is a significant positive relationship (<italic>p</italic> &#x02264; 0.05; <italic>p</italic> &#x02264; 0.10) between the antecedent <italic>Factors impacting green initiatives</italic> and <italic>Management attitude and commitment</italic>.</p></list-item>
<list-item><p>H<sub>2.3</sub>: There is a significant positive relationship (<italic>p</italic> &#x02264; 0.05; <italic>p</italic> &#x02264; 0.10) between the antecedent <italic>Factors impacting green initiatives</italic> and <italic>Digital Transformation</italic>.</p></list-item>
</list></sec></sec>
<sec>
<title>4.3. Implementation of green initiatives</title>
<p>In their third step during the stepwise model development, Tshivhase and Bisschoff (<xref ref-type="bibr" rid="B88">2023b</xref>) investigated the <italic>implementation, barriers</italic> and <italic>benefits</italic> of green initiatives at universities. Each antecedent was identified from the lieterature review, where exploratory factor analysis empirically validated them. Three factors were extracted for each antecedent.</p>
<p>Aldulaimi et al. (<xref ref-type="bibr" rid="B3">2022</xref>) assert that implementing green initiatives refers to the decision taken by organizations to preserve the health of the environment by reducing waste, pollution, and others. This process is also linked with practicing, learning, and contributing in ways that contribute to conserving the natural resources and habitats of the earth (Takahashi et al., <xref ref-type="bibr" rid="B83">2021</xref>). The three factors for implementation of green initiatives are <italic>advanced technology and training, digitization</italic> and <italic>reallocation of resources</italic>. These factors are theorized below.</p>
<sec>
<title>4.3.1. Advanced technologies and training</title>
<p>Advanced or environmental technology refers to using science and technology to preserve, conserve and protect natural resources and combat the negative impact of human activities on the environment (Vrontis et al., <xref ref-type="bibr" rid="B96">2022</xref>). These technologies include, among others, wastewater treatment and water purification, waste management and recycling, waste-to-energy, electric transport, programmable thermostats, self-sufficient buildings, low carbon construction, carbon capture and storage, LED lighting, vertical farming, composting, wave energy, batteries, green materials and carbon tracking software (Wang et al., <xref ref-type="bibr" rid="B98">2020</xref>).</p></sec>
<sec>
<title>4.3.2. Digitalization</title>
<p>Digitalization is using digital technologies to adapt the business operations model to a model that will provide new revenue and value-producing opportunities by moving to digital business operations (Kalimullina et al., <xref ref-type="bibr" rid="B44">2021</xref>). The main areas of digital transformation include business model transformation, process transformation, domain transformation and organization transformation (Chawla and Goyal, <xref ref-type="bibr" rid="B18">2022</xref>).</p></sec>
<sec>
<title>4.3.3. Reallocation of resources</title>
<p>This is a crucial source of improving efficiency by reallocating resources from less productive to more productive business areas, like deciding where business resources should be used to save and boost productivity (Gupta et al., <xref ref-type="bibr" rid="B35">2023</xref>). Reallocating resources effectively and accurately can be achieved by mapping the timeline, identifying necessary resources, finding the resources, assigning the resources, and tracking the reallocation progress (Noorizadeh et al., <xref ref-type="bibr" rid="B63">2021</xref>).</p>
<p>From the literature above, it is hypothesized that:</p>
<list list-type="simple">
<list-item><p>H<sub>.3.1</sub>: There is a significant positive relationship (<italic>p</italic> &#x02264; 0.05; <italic>p</italic> &#x02264; 0.10) between the antecedent <italic>Implementation of green initiatives</italic> and <italic>Advanced technologies and training</italic>.</p></list-item>
<list-item><p>H<sub>.3.2</sub>: There is a significant positive relationship (<italic>p</italic> &#x02264; 0.05; <italic>p</italic> &#x02264; 0.10) between the antecedent <italic>Implementation of green initiatives</italic> and <italic>Digitalisation</italic>.</p></list-item>
<list-item><p>H<sub>.3.3</sub>: There is a significant positive relationship (<italic>p</italic> &#x02264; 0.05; <italic>p</italic> &#x02264; 0.10) between the antecedent <italic>Implementation of green initiatives</italic> and <italic>Re-allocation of resources</italic>.</p></list-item>
</list></sec></sec>
<sec>
<title>4.4. Benefits of green initiatives</title>
<p>The basis of implementing green initiatives is the framework of economic, risk management, productivity, financial, project funding, public relations and marketing benefits (Shad et al., <xref ref-type="bibr" rid="B78">2019</xref>). Although inconclusive, previous research generally shows that implementing green initiatives results in reduced operating costs and non-financial benefits through a better work environment (Tsagas and Villiers, <xref ref-type="bibr" rid="B86">2020</xref>). Some benefits are accrued immediately, while some are realized in the future economic and financial performance. Furthermore, retrofitting requires capital investment and related costs during implementation (Ahmed et al., <xref ref-type="bibr" rid="B2">2023</xref>). The three factors identified and validated by Tshivhase and Bisschoff (<xref ref-type="bibr" rid="B88">2023b</xref>) regarding the benefits for universities to implement green initiatives are <italic>cost-saving strategies, convenience and business continuity</italic> and <italic>reduced energy costs</italic>. These factors are theorized below.</p>
<sec>
<title>4.4.1. Cost-saving strategies</title>
<p>Bhatta et al. (<xref ref-type="bibr" rid="B14">2020</xref>), in support of Shad et al. (<xref ref-type="bibr" rid="B78">2019</xref>), maintain that the most regularly listed benefits of going green are the savings in operating costs. Universities can, therefore, capitalize on reduced operating costs in the medium and long term (Averfalk and Werner, <xref ref-type="bibr" rid="B11">2020</xref>). Although the initial capital investment might be challenging, university managers should consider the investment trade-off decisions against the long-run advantages over the project&#x00027;s lifetime (Watson et al., <xref ref-type="bibr" rid="B99">2008</xref>; Li et al., <xref ref-type="bibr" rid="B52">2017</xref>). Furthermore, the environmental costs should be incorporated into this decision-making and managers should consider total sustainability and refrain from prioritizing economic objectives over environmental objectives (Hirunyawipada and Pan, <xref ref-type="bibr" rid="B39">2020</xref>).</p></sec>
<sec>
<title>4.4.2. Convenience and business continuity</title>
<p>According to Evandro (<xref ref-type="bibr" rid="B26">2021</xref>), these are especially suitable to the service domain. Implementing green initiatives realizes productivity gains due to convenience and continuity (Kim et al., <xref ref-type="bibr" rid="B46">2022</xref>). Focusing on processes of improving the service to customers (Leonidou et al., <xref ref-type="bibr" rid="B50">2017</xref>), like digitized filing, enhances the performance of the employees (Mujan et al., <xref ref-type="bibr" rid="B58">2019</xref>). Managers and decision-makers should emphasize the intangible benefits of going green (Li et al., <xref ref-type="bibr" rid="B52">2017</xref>) as they have comparatively received little attention, despite their significant role in the success of business operations (Rehman et al., <xref ref-type="bibr" rid="B72">2021</xref>).</p></sec>
<sec>
<title>4.4.3. Reduced energy costs</title>
<p>Lange et al. (<xref ref-type="bibr" rid="B49">2020</xref>) assert that reduced energy costs are the efficient use of less energy to perform the same task or produce the same result. Energy-efficient buildings use less energy to heat, cool, and run appliances and electronics (Nelson Mandela University, <xref ref-type="bibr" rid="B62">2022</xref>), while energy-efficient manufacturing facilities use less energy to deliver goods (Kim et al., <xref ref-type="bibr" rid="B46">2022</xref>). Reduced energy costs are one of the most cost-effective ways of combating climate change, reducing energy costs and improving the competitiveness of any business. Energy efficiency is also vital in achieving zero carbon dioxide emissions through decarbonization (Misztal et al., <xref ref-type="bibr" rid="B57">2021</xref>).</p>
<p>From the literature above, it is hypothesized that:</p>
<list list-type="simple">
<list-item><p>H<sub>.4.1</sub>: There is a significant positive relationship (<italic>p</italic> &#x02264; 0.05; <italic>p</italic> &#x02264; 0.10) between the antecedent <italic>Benefits of green initiatives</italic> and <italic>Cost-saving strategies</italic>.</p></list-item>
<list-item><p>H<sub>.4.2</sub>: There is a significant positive relationship (<italic>p</italic> &#x02264; 0.05; <italic>p</italic> &#x02264; 0.10) between the antecedent <italic>Benefits of green initiatives</italic> and <italic>Convenience and business continuity</italic>.</p></list-item>
<list-item><p>H<sub>.4.3</sub>: There is a significant positive relationship (<italic>p</italic> &#x02264; 0.05; <italic>p</italic> &#x02264; 0.10) between the antecedent <italic>Benefits of green initiatives</italic> and <italic>Reduced energy costs</italic>.</p></list-item>
</list></sec></sec>
<sec>
<title>4.5. Barriers of green initiatives</title>
<p>An overview of the current literature on the barriers and the implementation of green initiatives at university campuses reveals two recurring themes, financial and organizational (Li et al., <xref ref-type="bibr" rid="B51">2020</xref>). The literature has mixed views regarding whether going green has higher initial capital costs than traditional processes. In contrast, others maintain that going green does not necessarily result in higher initial capital costs (&#x000C1;lvarez Jaramillo et al., <xref ref-type="bibr" rid="B5">2019</xref>). Going green has equal capital costs and lower operating costs than conventional practices under the right circumstances (Wills, <xref ref-type="bibr" rid="B101">2020</xref>). The barriers hindering the implementation of green initiatives at universities also yielded three factors from the exploratory factor analysis. These factors are a <italic>lack of awareness and training, management attitude</italic> and <italic>reluctance to adapt</italic>.</p>
<sec>
<title>4.5.1. Lack of awareness and training</title>
<p>A basic problem for many countries is the general lack of environmental awareness that hinders the implementation of green initiatives (Gholami et al., <xref ref-type="bibr" rid="B31">2020</xref>). This lack of awareness can partially be attributed to the absence of environmental studies in school education. In South Africa, it is not part of the school curriculum in either primary or secondary school (Bonnett, <xref ref-type="bibr" rid="B16">2021</xref>). Adding insult to injury, the University of the Witwatersrand (<xref ref-type="bibr" rid="B95">2023</xref>) is the only South African university that currently includes environmental studies as a compulsory module for first-year students. At other universities, environmental studies are only accessible to natural science students (North-West University, <xref ref-type="bibr" rid="B64">2023</xref>). This means that most university-educated decision-makers and managers lack formal environmental training and may not incorporate environmental issues as part of their decision criteria. They may also be unaware of the detrimental consequences of their managerial decisions on the environment (Darmawan and Dagamac, <xref ref-type="bibr" rid="B23">2021</xref>).</p></sec>
<sec>
<title>4.5.2. Managerial attitude</title>
<p>In any business context, the attitudes, personal expectations, beliefs and responsibilities of the management influence the organizations&#x00027; green strategic goals (Ogiemwonyi et al., <xref ref-type="bibr" rid="B65">2020</xref>). The sense of personal responsibility and management attitudes influence employees&#x00027; environmental preservation (Afsar et al., <xref ref-type="bibr" rid="B1">2020</xref>). However, these managers also have their own beliefs, environmental awareness and ethical standards; all these influences play a role in how a manager makes environmentally sensitive decisions (Ansari et al., <xref ref-type="bibr" rid="B6">2021</xref>). Therefore, awareness and training (Factor 1 above) are significant in managerial education and attitudes. Attitudes drive behavior (Kotler and Armstrong, <xref ref-type="bibr" rid="B47">2022</xref>), and by educating managers, attitudes could significantly improve, resulting in better environmental decisions.</p></sec>
<sec>
<title>4.5.3. Reluctance to adapt</title>
<p>Reluctance to adapt is the resistance to adapting to change when it is inevitable and proposed (Galanti et al., <xref ref-type="bibr" rid="B30">2023</xref>). Individuals can be either subtle or secretive about their unwillingness to adapt to organizational changes (Cox and Cox, <xref ref-type="bibr" rid="B22">2020</xref>). They may even express their reluctance publicly through general actions or language. Overcoming resistance to change involves an actively managed three-step &#x0201C;Unfreeze, Change, Refreeze&#x0201D; model developed by the German/American psychologist Kurt Lewin in 1930 (Expert Program Management, <xref ref-type="bibr" rid="B27">2021</xref>). In the first stage, &#x0201C;unfreezing&#x0201D; aims to create awareness about the upcoming change. In the second stage, change is implemented, while the final stage is to refreeze the new modifications to achieve stability and prevent a fallback to the original way of performing tasks, for example (Awati, <xref ref-type="bibr" rid="B12">2023</xref>). The model is an active plan to manage a smooth transition from the old to the new. The decision to adapt is easy to implement when the causes of resistance is known and mitigated (Gonz&#x000E1;lez et al., <xref ref-type="bibr" rid="B32">2022</xref>).</p>
<p>From the literature above, it is hypothesized that:</p>
<list list-type="simple">
<list-item><p>H<sub>.5.1</sub>: There is a significant positive relationship (<italic>p</italic> &#x02264; 0.05; <italic>p</italic> &#x02264; 0.10) between the antecedent <italic>Barriers of green initiatives</italic> and <italic>Lack of awareness and training</italic>.</p></list-item>
<list-item><p>H<sub>.5.2</sub>: There is a significant positive relationship (<italic>p</italic> &#x02264; 0.05; <italic>p</italic> &#x02264; 0.10) between the antecedent <italic>Barriers of green initiatives</italic> and <italic>Managerial attitude</italic>.</p></list-item>
<list-item><p>H<sub>.5.3</sub>: There is a significant positive relationship (<italic>p</italic> &#x02264; 0.05; <italic>p</italic> &#x02264; 0.10) between the antecedent <italic>Barriers of green initiatives</italic> and <italic>Reluctance to adapt</italic>.</p></list-item>
</list></sec></sec></sec>
<sec id="s5">
<title>5. Methodology</title>
<p>This study applied a literature review of measuring and managing green initiatives and their implementation. The identified theoretical constructs and each of the five antecedents (existing green initiatives, impacting factors, implementation, barriers and benefits) were stepwise empirically validated using confirmatory or exploratory factor analysis.</p>
<p>The mixed method research design used qualitative interviews and a quantitative self-administered questionnaire to collect primary data. The questionnaire consisted of two sections: Section A for the demographics and Section B for the antecedents, constructs and their respective measuring criteria. Section A consists of three questions to gather the demographic profile of the respondents. Section B consists of five subsections, with subsection II dealing with the green initiatives and the factors impacting their implementation, each factor with its distinctive measuring criteria. The criteria were written in a statement format. The respondents were requested to specify their level of agreement or disagreement on a five-point Likert scale (ranging from 1 = Strongly Disagree to 5 = Strongly Agree). In total, Section B comprised 74 measuring criteria.</p>
<p>The population comprised the eight universities&#x00027; senior personnel: Executive Directors, Assistant Directors, Senior Managers, Senior Lecturers and Faculty Deans. No sample was drawn, and the total population was targeted. Eight interviews were conducted with managers at these universities tasked with green initiatives. These interviews were done to discuss and confirm the antecedents, constructs and their respective measuring criteria. This information helped to structure, adjust and finalize the questionnaire developed from the theory.</p>
<p>The adapted questionnaire was pilot-tested and then placed on the electronic platform Googleforms. The researcher forwarded the Google form link to the selected eight universities&#x00027; Human Resources departments to assist with distributing the questionnaire. Upon request to complete the questionnaires, it was clearly communicated to the universities&#x00027; senior personnel that participation is anonymous and voluntary and that their universities&#x00027; Research Ethics Committee approved the survey. The link was distributed to 150 senior personnel, and 144 responses were received, signifying an effective response rate of 96%. The data were analyzed with the IBM Social Package for Social Services and IBM&#x00027;s Amos (Version 28) (Rohani et al., <xref ref-type="bibr" rid="B74">2021</xref>; IBM SPSS, <xref ref-type="bibr" rid="B41">2022</xref>).</p></sec>
<sec id="s6">
<title>6. Results</title>
<p>Data analysis consists of three steps. The first step is to test the data for normality. Normality is determined by examining the data&#x00027;s skewness and kurtosis (Pallant, <xref ref-type="bibr" rid="B67">2016</xref>) to ensure that the data can be used. The data&#x00027;s reliability and sample adequacy are evaluated in the second step, while the final step presents the empirical findings. These results include inferential statistics, analysis of variance, correlations and multiple regression to test the hypotheses.</p>
<sec>
<title>6.1. The data&#x00027;s suitability</title>
<p>The analysis shows that the data are suitable to use. The data distribution as per the skewness measure (0.202) and peakedness of the data, as measured by the kurtosis (0.401), are within acceptable normality deviation levels (&#x0003C; 0.50) (Field, <xref ref-type="bibr" rid="B28">2017</xref>; Tshivhase and Bisschoff, <xref ref-type="bibr" rid="B87">2023a</xref>). The data is slightly positively skewed, meaning most of the data are left of the normal distribution. At the same time, the data is also more highly peaked than the perfect normal distribution. However, these deviations are within acceptable limits (Field, <xref ref-type="bibr" rid="B28">2017</xref>).</p>
<p>The data&#x00027;s reliability and internal stability are determined by Cronbach&#x00027;s coefficient alpha (&#x003B1;) (Pallant, <xref ref-type="bibr" rid="B67">2016</xref>; Field, <xref ref-type="bibr" rid="B28">2017</xref>). This desired reliability level is generally accepted to be 0.70. Alpha coefficients of 0.70 and higher are deemed satisfactory (Cortina, <xref ref-type="bibr" rid="B21">1993</xref>). The data has a satisfactory reliability coefficient of 0.749, and the data is, therefore, regarded as reliable and fit for use (S&#x000FC;r&#x000FC;c&#x000FC; and Maslak&#x000E7;i, <xref ref-type="bibr" rid="B82">2020</xref>).</p>
<p>The final tests to determine if the data is suitable for use are to test sample adequacy and sphericity. Kaiser, Meyer, and Olkin (KMO) should have a value of 0.70 and higher (Field, <xref ref-type="bibr" rid="B28">2017</xref>), while Bartlett&#x00027;s Test of Sphericity needs to be significant (<italic>p</italic> &#x02264; 0.05) at the 95% confidence interval (Rohani et al., <xref ref-type="bibr" rid="B74">2021</xref>). <xref ref-type="table" rid="T1">Table 1</xref> shows the satisfactory KMO (0.821) and sphericity (<italic>p</italic> &#x02264; 0.00) measures.</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Sample adequacy and sphericity.</p></caption> 
<table frame="box" rules="all">
<thead>
<tr style="background-color:#919497;color:#ffffff">
<th valign="top" align="left" colspan="2"><bold>Kaiser-Meyer-Olkin measure of sampling adequacy</bold></th>
<th valign="top" align="center"><bold>0.821</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" rowspan="3">Bartlett&#x00027;s test of sphericity</td>
<td valign="top" align="center">Approx. Chi-Square</td>
<td valign="top" align="center">12829.18</td>
</tr>
 <tr>
<td valign="top" align="left">df</td>
<td valign="top" align="center">2628</td>
</tr>
 <tr>
<td valign="top" align="left">Sig.</td>
<td valign="top" align="center">0.000</td>
</tr></tbody>
</table>
</table-wrap>
<p>The results in <xref ref-type="table" rid="T1">Table 1</xref> finally approve the suitability of the data. The suitability tests consider the data normal, reliable, adequate, and significant. This means the data can confidently be analyzed (Karosekali and Santoso, <xref ref-type="bibr" rid="B45">2019</xref>).</p></sec>
<sec>
<title>6.2. Employment profile of respondents</title>
<p>The data collected contains three employment variables: the years of managerial experience, years at the university and the managerial level of respondents. These results are shown in <xref ref-type="table" rid="T2">Tables 2</xref>&#x02013;<bold>4</bold>.</p>
<table-wrap position="float" id="T2">
<label>Table 2</label>
<caption><p>Years of management experience.</p></caption> 
<table frame="box" rules="all">
<thead>
<tr style="background-color:#919497;color:#ffffff">
<th valign="top" align="left" colspan="2"></th>
<th valign="top" align="center"><bold>Frequency</bold></th>
<th valign="top" align="center"><bold>Percent</bold></th>
<th valign="top" align="center"><bold>Valid percent</bold></th>
<th valign="top" align="center"><bold>Cumulative percent</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" rowspan="6">Valid</td>
<td valign="top" align="center">0&#x02013;5 years</td>
<td valign="top" align="center">16</td>
<td valign="top" align="center">10.1</td>
<td valign="top" align="center">11.1</td>
<td valign="top" align="center">11.1</td>
</tr>
 <tr>
<td valign="top" align="left">6&#x02013;10 years</td>
<td valign="top" align="center">24</td>
<td valign="top" align="center">15.1</td>
<td valign="top" align="center">16.7</td>
<td valign="top" align="center">27.8</td>
</tr>
 <tr>
<td valign="top" align="left">11&#x02013;15 years</td>
<td valign="top" align="center">28</td>
<td valign="top" align="center">17.6</td>
<td valign="top" align="center">19.4</td>
<td valign="top" align="center">47.2</td>
</tr>
 <tr>
<td valign="top" align="left">16&#x02013;20 years</td>
<td valign="top" align="center">40</td>
<td valign="top" align="center">25.2</td>
<td valign="top" align="center">27.8</td>
<td valign="top" align="center">75.0</td>
</tr>
 <tr>
<td valign="top" align="left">20&#x0002B; years</td>
<td valign="top" align="center">36</td>
<td valign="top" align="center">22.6</td>
<td valign="top" align="center">25.0</td>
<td valign="top" align="center">100.0</td>
</tr>

<tr>
<td valign="top" align="left">Total</td>
<td valign="top" align="center">144</td>
<td valign="top" align="center">90.6</td>
<td valign="top" align="center">100.0</td>
<td/>
</tr>
</tbody>
</table>
</table-wrap>
<p><xref ref-type="table" rid="T2">Table 2</xref> clearly shows that most of the respondents (72.2%) have more than 10 years of management experience, indicating that the respondents are well-equipped to address green management at the university. <xref ref-type="table" rid="T3">Table 3</xref> shows the university-specific experience.</p>
<table-wrap position="float" id="T3">
<label>Table 3</label>
<caption><p>Number of years at the university.</p></caption> 
<table frame="box" rules="all">
<thead>
<tr style="background-color:#919497;color:#ffffff">
<th valign="top" align="left" colspan="2"></th>
<th valign="top" align="center"><bold>Frequency</bold></th>
<th valign="top" align="center"><bold>Percent</bold></th>
<th valign="top" align="center"><bold>Valid percent</bold></th>
<th valign="top" align="center"><bold>Cumulative percent</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" rowspan="6">Valid</td>
<td valign="top" align="center">0&#x02013;5 years</td>
<td valign="top" align="center">13</td>
<td valign="top" align="center">8.2</td>
<td valign="top" align="center">9.0</td>
<td valign="top" align="center">9.0</td>
</tr>
 <tr>
<td valign="top" align="left">6&#x02013;10 years</td>
<td valign="top" align="center">24</td>
<td valign="top" align="center">15.1</td>
<td valign="top" align="center">16.7</td>
<td valign="top" align="center">25.7</td>
</tr>
 <tr>
<td valign="top" align="left">11&#x02013;15 years</td>
<td valign="top" align="center">29</td>
<td valign="top" align="center">18.2</td>
<td valign="top" align="center">20.1</td>
<td valign="top" align="center">45.8</td>
</tr>
 <tr>
<td valign="top" align="left">16&#x02013;20 years</td>
<td valign="top" align="center">41</td>
<td valign="top" align="center">25.8</td>
<td valign="top" align="center">28.5</td>
<td valign="top" align="center">74.3</td>
</tr>
 <tr>
<td valign="top" align="left">20&#x0002B; years</td>
<td valign="top" align="center">37</td>
<td valign="top" align="center">23.3</td>
<td valign="top" align="center">25.7</td>
<td valign="top" align="center">100.0</td>
</tr>

<tr>
<td valign="top" align="left">Total</td>
<td valign="top" align="center">144</td>
<td valign="top" align="center">90.6</td>
<td valign="top" align="center">100.0</td>
<td/>
</tr>
</tbody>
</table>
</table-wrap>
<p><xref ref-type="table" rid="T3">Table 3</xref> supports the findings of managerial experience and shows that the respondents&#x00027; experiences are related to the university environment. Only 25% have &#x0003C; 10 years of university experience.</p>
<p>The final variable examines the level of experience of the respondents. <xref ref-type="table" rid="T4">Table 4</xref> shows that 43.8% of the respondents are on a senior management level or higher, while another 24% are on Deans&#x00027; level. Resultantly, 67.8% of the respondents have management experience at high levels.</p>
<table-wrap position="float" id="T4">
<label>Table 4</label>
<caption><p>Managerial level.</p></caption> 
<table frame="box" rules="all">
<thead>
<tr style="background-color:#919497;color:#ffffff">
<th valign="top" align="left" colspan="2"></th>
<th valign="top" align="center"><bold>Frequency</bold></th>
<th valign="top" align="center"><bold>Percent</bold></th>
<th valign="top" align="center"><bold>Valid percent</bold></th>
<th valign="top" align="center"><bold>Cumulative percent</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" rowspan="6">Valid</td>
<td valign="top" align="center">Executive director</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">5.7</td>
<td valign="top" align="center">6.3</td>
<td valign="top" align="center">6.3</td>
</tr>
 <tr>
<td valign="top" align="left">Assistant director</td>
<td valign="top" align="center">18</td>
<td valign="top" align="center">11.3</td>
<td valign="top" align="center">12.5</td>
<td valign="top" align="center">18.8</td>
</tr>
 <tr>
<td valign="top" align="left">Senior management</td>
<td valign="top" align="center">36</td>
<td valign="top" align="center">22.6</td>
<td valign="top" align="center">25.0</td>
<td valign="top" align="center">43.8</td>
</tr>
 <tr>
<td valign="top" align="left">Senior lecturer</td>
<td valign="top" align="center">46</td>
<td valign="top" align="center">28.9</td>
<td valign="top" align="center">31.9</td>
<td valign="top" align="center">75.7</td>
</tr>
 <tr>
<td valign="top" align="left">Faculty dean</td>
<td valign="top" align="center">35</td>
<td valign="top" align="center">22.0</td>
<td valign="top" align="center">24.3</td>
<td valign="top" align="center">100.0</td>
</tr>

<tr>
<td valign="top" align="left">Total</td>
<td valign="top" align="center">144</td>
<td valign="top" align="center">90.6</td>
<td valign="top" align="center">100.0</td>
<td/>
</tr>
</tbody>
</table>
</table-wrap>
<p>Finally, it was prudent to determine if there were significant difference between the groups and their answers to the individual questions of the questionnaire. The ANOVA and Cohen&#x00027;s effect size determined if there were significant differences. The results indicate that few significant differences on individual questions exist, and where they do, these differences are small (Cohen&#x00027;s d &#x02264; 0.30). As such, the total dataset could be analyzed because no sub-sets of data exist.</p></sec>
<sec>
<title>6.3. Measuring green initiatives at universities</title>
<p>Bisschoff and Tshivhase (<xref ref-type="bibr" rid="B15">2023</xref>) and Tshivhase and Bisschoff (<xref ref-type="bibr" rid="B87">2023a</xref>,<xref ref-type="bibr" rid="B88">b</xref>) empirically validated the antecedents and their respective constructs using confirmatory and exploratory factor analysis. These researchers performed independent studies, confirming the constructs about existing green initiatives. They then moved on to confirm the constructs about impacting factors. Validation of the other antecedents (implementation, barriers and benefits) followed similarly. This study uses these results and combines the independently validated constructs into one model. The analysis first used structural equation modeling to build a model where all the antecedents are dependent (not independent as per the individual studies). However, the model fit was poor and unsatisfactory (Arbuckle, <xref ref-type="bibr" rid="B8">2021</xref>). As such, other avenues of analyses were explored to determine dependency and relations. Multiple regression successfully identified significant relations, while exploratory factor analysis extracted sensible new factors.</p>
<p>The independent analysis identified 13 constructs of the five antecedents. <xref ref-type="table" rid="T5">Table 5</xref> shows the descriptive statistics of the constructs that describe the green initiatives at public universities.</p>
<table-wrap position="float" id="T5">
<label>Table 5</label>
<caption><p>Descriptive statistics measuring green initiatives.</p></caption> 
<table frame="box" rules="all">
<thead>
<tr style="background-color:#919497;color:#ffffff">
<th/>
<th valign="top" align="center"><bold><italic>N</italic></bold></th>
<th valign="top" align="center"><bold>Mean</bold></th>
<th valign="top" align="center"><bold>Std. Dev</bold>.</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Renewable energy generation and consumption:</td>
<td valign="top" align="center">144</td>
<td valign="top" align="center">1.09</td>
<td valign="top" align="center">0.279</td>
</tr> <tr>
<td valign="top" align="left">Water-saving technology and consumption</td>
<td valign="top" align="center">144</td>
<td valign="top" align="center">1.05</td>
<td valign="top" align="center">0.267</td>
</tr> <tr>
<td valign="top" align="left">Waste management</td>
<td valign="top" align="center">144</td>
<td valign="top" align="center">1.04</td>
<td valign="top" align="center">0.201</td>
</tr> <tr>
<td valign="top" align="left">Sustainable buildings</td>
<td valign="top" align="center">144</td>
<td valign="top" align="center">1.04</td>
<td valign="top" align="center">0.201</td>
</tr> <tr>
<td valign="top" align="left">Personnel training and awareness creation</td>
<td valign="top" align="center">144</td>
<td valign="top" align="center">1.05</td>
<td valign="top" align="center">0.216</td>
</tr> <tr>
<td valign="top" align="left">Cost of green products</td>
<td valign="top" align="center">144</td>
<td valign="top" align="center">4.96</td>
<td valign="top" align="center">0.243</td>
</tr> <tr>
<td valign="top" align="left">Awareness, training and education</td>
<td valign="top" align="center">144</td>
<td valign="top" align="center">4.95</td>
<td valign="top" align="center">0.201</td>
</tr> <tr>
<td valign="top" align="left">Top management attitude and commitment</td>
<td valign="top" align="center">144</td>
<td valign="top" align="center">4.96</td>
<td valign="top" align="center">0.214</td>
</tr> <tr>
<td valign="top" align="left">Digital transformation</td>
<td valign="top" align="center">144</td>
<td valign="top" align="center">4.96</td>
<td valign="top" align="center">0.198</td>
</tr> <tr>
<td valign="top" align="left">Committee for sustainability accountability</td>
<td valign="top" align="center">144</td>
<td valign="top" align="center">4.95</td>
<td valign="top" align="center">0.216</td>
</tr> <tr>
<td valign="top" align="left">Implementation</td>
<td valign="top" align="center">144</td>
<td valign="top" align="center">4.95</td>
<td valign="top" align="center">0.216</td>
</tr> <tr>
<td valign="top" align="left">Benefits</td>
<td valign="top" align="center">144</td>
<td valign="top" align="center">4.17</td>
<td valign="top" align="center">0.165</td>
</tr> <tr>
<td valign="top" align="left">Barriers</td>
<td valign="top" align="center">144</td>
<td valign="top" align="center">4.97</td>
<td valign="top" align="center">0.184</td>
</tr></tbody>
</table>
</table-wrap></sec>
<sec>
<title>6.4. Identifying significant relationships</title>
<p>As hypothesized from <xref ref-type="fig" rid="F2">Figure 2</xref>, the significance of the factors of green initiatives at universities (as identified by Bisschoff and Tshivhase, <xref ref-type="bibr" rid="B15">2023</xref>; Tshivhase and Bisschoff, <xref ref-type="bibr" rid="B87">2023a</xref>,<xref ref-type="bibr" rid="B88">b</xref>) must be determined. Multiple regression was used to do so. These results appear in <xref ref-type="table" rid="T6">Tables 6</xref>, <xref ref-type="table" rid="T7">7</xref>.</p>
<fig id="F2" position="float">
<label>Figure 2</label>
<caption><p>Theoretical model of green initiatives at public universities.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="frsus-04-1237514-g0002.tif"/>
</fig>
<table-wrap position="float" id="T6">
<label>Table 6</label>
<caption><p>Multiple regression model summary.</p></caption> 
<table frame="box" rules="all">
<thead>
<tr style="background-color:#919497;color:#ffffff">
<th valign="top" align="left"><bold>Model</bold></th>
<th valign="top" align="center"><bold>R</bold></th>
<th valign="top" align="center"><bold>R<sup>2</sup></bold></th>
<th valign="top" align="center"><bold>Adjusted R<sup>2</sup> </bold></th>
<th valign="top" align="center"><bold>Std. estimate error</bold></th>
<th valign="top" align="center" colspan="5"><bold>Change statistics</bold></th>
</tr>
<tr style="background-color:#919497;color:#ffffff">
<th/>
<th/>
<th/>
<th/>
<th/>
<th valign="top" align="center"><bold>R</bold><sup>2</sup> <bold>change</bold></th>
<th valign="top" align="center"><bold>F change</bold></th>
<th valign="top" align="center"><bold>df1</bold></th>
<th valign="top" align="center"><bold>df2</bold></th>
<th valign="top" align="center"><bold>Sig. F change</bold></th>
</tr> 
</thead>
<tbody>
<tr>
<td valign="top" align="left">1</td>
<td valign="top" align="center">0.928<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
<td valign="top" align="center">0.862</td>
<td valign="top" align="center"><bold>0.841</bold></td>
<td valign="top" align="center">0.02291</td>
<td valign="top" align="center">0.862</td>
<td valign="top" align="center">40.691</td>
<td valign="top" align="center">19</td>
<td valign="top" align="center">124</td>
<td valign="top" align="center">&#x0003C; 0.001</td>
</tr></tbody>
</table>
<table-wrap-foot>
<fn id="TN1"><label>a</label><p>Predictors: (Constant), PersonTrain, Cost, Management, Convenience, Committee, Aware, SustBuild, Digi, ReduceCost, RenEnergy, CostSave, ManagerialAttitude, ReallocateResources, Digitization, AdvTechTrain, WasteMan, ReluctAdapt, LackofAwareness, WaterSave.</p></fn>
</table-wrap-foot>
</table-wrap>
<table-wrap position="float" id="T7">
<label>Table 7</label>
<caption><p>Significance of individual predictor variables.</p></caption> 
<table frame="box" rules="all">
<thead>
<tr style="background-color:#919497;color:#ffffff">
<th valign="top" align="left"><bold>Model</bold></th>
<th/>
<th valign="top" align="center" colspan="2"><bold>Unstandardized coefficients</bold></th>
<th valign="top" align="center" colspan="3"><bold>Standardized coefficients</bold></th>
</tr>
<tr style="background-color:#919497;color:#ffffff">
<th/>
<th/>
<th valign="top" align="center"><bold>B</bold></th>
<th valign="top" align="center"><bold>Std. Error</bold></th>
<th valign="top" align="center"><bold>Beta</bold></th>
<th valign="top" align="center"><italic><bold>t</bold></italic></th>
<th valign="top" align="center"><bold>Sig</bold>.</th>
</tr>
</thead>
<tbody>
 <tr>
<td valign="top" align="left" rowspan="20">1</td>
<td valign="top" align="center">(Constant)</td>
<td valign="top" align="center">0.175</td>
<td valign="top" align="center">0.215</td>
<td/>
<td valign="top" align="center">0.815</td>
<td valign="top" align="center">0.416</td>
</tr>
 <tr>
<td valign="top" align="left">ReallocateResources</td>
<td valign="top" align="center">&#x02212;0.001</td>
<td valign="top" align="center">0.007</td>
<td valign="top" align="center">&#x02212;0.010</td>
<td valign="top" align="center">&#x02212;0.215</td>
<td valign="top" align="center">0.830</td>
</tr>
 <tr>
<td valign="top" align="left">Digitization</td>
<td valign="top" align="center">&#x02212;0.005</td>
<td valign="top" align="center">0.007</td>
<td valign="top" align="center">&#x02212;0.035</td>
<td valign="top" align="center">&#x02212;0.705</td>
<td valign="top" align="center">0.482</td>
</tr>
 <tr>
<td valign="top" align="left">AdvTechTrain</td>
<td valign="top" align="center">&#x02212;0.017</td>
<td valign="top" align="center">0.013</td>
<td valign="top" align="center">&#x02212;0.069</td>
<td valign="top" align="center">&#x02212;1.310</td>
<td valign="top" align="center">0.193</td>
</tr>
 <tr>
<td valign="top" align="left">Cost of green products</td>
<td valign="top" align="center">0.198</td>
<td valign="top" align="center">0.015</td>
<td valign="top" align="center">0.527</td>
<td valign="top" align="center">13.619</td>
<td valign="top" align="center">&#x0003C; 0.001</td>
</tr>
 <tr>
<td valign="top" align="left">Awareness and training</td>
<td valign="top" align="center">0.182</td>
<td valign="top" align="center">0.018</td>
<td valign="top" align="center">0.435</td>
<td valign="top" align="center">9.824</td>
<td valign="top" align="center">&#x0003C; 0.001</td>
</tr>
 <tr>
<td valign="top" align="left">Management attitude</td>
<td valign="top" align="center">0.142</td>
<td valign="top" align="center">0.022</td>
<td valign="top" align="center">0.369</td>
<td valign="top" align="center">6.339</td>
<td valign="top" align="center">&#x0003C; 0.001</td>
</tr>
 <tr>
<td valign="top" align="left">Digital transformation</td>
<td valign="top" align="center">0.272</td>
<td valign="top" align="center">0.025</td>
<td valign="top" align="center">0.552</td>
<td valign="top" align="center">11.072</td>
<td valign="top" align="center">&#x0003C; 0.001</td>
</tr>
 <tr>
<td valign="top" align="left">Management committee</td>
<td valign="top" align="center">0.203</td>
<td valign="top" align="center">0.024</td>
<td valign="top" align="center">0.451</td>
<td valign="top" align="center">8.372</td>
<td valign="top" align="center">&#x0003C; 0.001</td>
</tr>
 <tr>
<td valign="top" align="left">Lackofawareness</td>
<td valign="top" align="center">&#x02212;0.002</td>
<td valign="top" align="center">0.006</td>
<td valign="top" align="center">&#x02212;0.027</td>
<td valign="top" align="center">&#x02212;0.416</td>
<td valign="top" align="center">0.678</td>
</tr>
 <tr>
<td valign="top" align="left">Managerial Attitude</td>
<td valign="top" align="center">&#x02212;0.004</td>
<td valign="top" align="center">0.014</td>
<td valign="top" align="center">&#x02212;0.014</td>
<td valign="top" align="center">&#x02212;0.303</td>
<td valign="top" align="center">0.763</td>
</tr>
 <tr>
<td valign="top" align="left">ReluctAdapt</td>
<td valign="top" align="center">&#x02212;0.009</td>
<td valign="top" align="center">0.010</td>
<td valign="top" align="center">&#x02212;0.056</td>
<td valign="top" align="center">&#x02212;0.891</td>
<td valign="top" align="center">0.375</td>
</tr>
 <tr>
<td valign="top" align="left">CostSave</td>
<td valign="top" align="center">0.003</td>
<td valign="top" align="center">0.005</td>
<td valign="top" align="center">0.035</td>
<td valign="top" align="center">0.716</td>
<td valign="top" align="center">0.475</td>
</tr>
 <tr>
<td valign="top" align="left">Convenience</td>
<td valign="top" align="center">0.006</td>
<td valign="top" align="center">0.006</td>
<td valign="top" align="center">0.051</td>
<td valign="top" align="center">0.982</td>
<td valign="top" align="center">0.328</td>
</tr>
 <tr>
<td valign="top" align="left">ReduceCost</td>
<td valign="top" align="center">0.01</td>
<td valign="top" align="center">0.006</td>
<td valign="top" align="center">0.000</td>
<td valign="top" align="center">&#x02212;0.003</td>
<td valign="top" align="center">0.998</td>
</tr>
 <tr>
<td valign="top" align="left">RenEnergy</td>
<td valign="top" align="center">&#x02212;0.002</td>
<td valign="top" align="center">0.006</td>
<td valign="top" align="center">&#x02212;0.018</td>
<td valign="top" align="center">&#x02212;0.404</td>
<td valign="top" align="center">0.687</td>
</tr>
 <tr>
<td valign="top" align="left">WaterSave</td>
<td valign="top" align="center">&#x02212;0.005</td>
<td valign="top" align="center">0.011</td>
<td valign="top" align="center">&#x02212;0.041</td>
<td valign="top" align="center">&#x02212;0.423</td>
<td valign="top" align="center">0.673</td>
</tr>
 <tr>
<td valign="top" align="left">WasteMan</td>
<td valign="top" align="center">&#x02212;0.001</td>
<td valign="top" align="center">0.010</td>
<td valign="top" align="center">&#x02212;0.012</td>
<td valign="top" align="center">&#x02212;0.138</td>
<td valign="top" align="center">0.890</td>
</tr>
 <tr>
<td valign="top" align="left">SustBuild</td>
<td valign="top" align="center">&#x02212;0.001</td>
<td valign="top" align="center">0.002</td>
<td valign="top" align="center">&#x02212;0.022</td>
<td valign="top" align="center">&#x02212;0.475</td>
<td valign="top" align="center">0.636</td>
</tr>
 <tr>
<td valign="top" align="left">PersonTrain</td>
<td valign="top" align="center">&#x02212;0.003</td>
<td valign="top" align="center">0.008</td>
<td valign="top" align="center">&#x02212;0.031</td>
<td valign="top" align="center">&#x02212;0.383</td>
<td valign="top" align="center">0.703</td>
</tr></tbody>
</table>
</table-wrap>
<p>The regression function explains a satisfactory variance with R<sup>2</sup> = 0.862 (adjusted R<sup>2</sup> = 0.841). <xref ref-type="table" rid="T6">Table 6</xref> shows the significance of the individual predictor variables.</p>
<p>Five of the variables, <italic>Cost of green products</italic> (<italic>r</italic> = 0.527; <italic>p</italic> &#x02264; 0.05), <italic>Lack of awareness and training (r</italic> = 0.435; <italic>p</italic> &#x02264; 0.05), <italic>Managerial attitude and commitment</italic> (<italic>r</italic> = 0.369; <italic>p</italic> &#x02264; 0.05), <italic>Digitization</italic> (<italic>r</italic> = 0.552; <italic>p</italic> &#x02264; 0.05), and <italic>Management Committee</italic> (<italic>r</italic> = 0.451; <italic>p</italic> &#x02264; 0.05) all shave a significant positive relationship at the 95% confidence interval with <italic>Green initiatives at universities</italic>. The other variables do not have a significant relationship with green initiatives at universities.</p></sec></sec>
<sec id="s7">
<title>7. Acceptance of hypotheses</title>
<p>The following hypotheses are accepted:</p>
<list list-type="simple">
<list-item><p>H<sub>2.1</sub>: There is a significant positive relationship (<italic>p</italic> &#x02264; 0.05; <italic>p</italic> &#x02264; 0.10) between the antecedent <italic>Factors impacting green initiatives</italic> and <italic>Cost of green products</italic>.</p></list-item>
<list-item><p>H<sub>2.2</sub>: There is a significant positive relationship (<italic>p</italic> &#x02264; 0.05; <italic>p</italic> &#x02264; 0.10) between the antecedent <italic>Factors impacting green initiatives</italic> and <italic>Management attitude and commitment</italic>.</p></list-item>
<list-item><p>H<sub>2.3</sub>: There is a significant positive relationship (<italic>p</italic> &#x02264; 0.05; <italic>p</italic> &#x02264; 0.10) between the antecedent <italic>Factors impacting green initiatives</italic> and <italic>Digital Transformation</italic>.</p></list-item>
<list-item><p>H<sub>.3.2</sub>: There is a significant positive relationship (<italic>p</italic> &#x02264; 0.05; <italic>p</italic> &#x02264; 0.10) between the antecedent <italic>Implementation of green initiatives</italic> and <italic>Management Committee</italic>.</p></list-item>
<list-item><p>H<sub>.5.1</sub>: There is a significant positive relationship (<italic>p</italic> &#x02264; 0.05; <italic>p</italic> &#x02264; 0.10) between the antecedent <italic>Barriers of green initiatives</italic> and <italic>Lack of awareness and training</italic>.</p></list-item>
</list>
<p>All the other hypotheses are rejected. As a result, the hypothesized model cannot be confirmed (Kumar, <xref ref-type="bibr" rid="B48">2015</xref>), and exploratory research is applied to identify latent variables (factors) in the data (Pallant, <xref ref-type="bibr" rid="B67">2016</xref>; Field, <xref ref-type="bibr" rid="B28">2017</xref>). As a result, the data were analyzed further to identify latent variables (factors).</p>
<p>The exploratory factor analysis identified 13 factors in the data using the Varimax rotation. All these factors have an Eigenvalue higher or equal to one, cumulatively explaining 62% of the variance. <xref ref-type="table" rid="T8">Table 8</xref> shows the rotated factor matrix and variance explained by each factor. Only one statement was reverse-scored because of its negative factor loading. The statement deals with existing water-saving infrastructure loaded onto Factor 7. <xref ref-type="table" rid="T8">Table 8</xref> shows the labels, Cronbach alpha&#x00027;s reliability coefficient and the variance explained by each of the 13 factors.</p>
<table-wrap position="float" id="T8">
<label>Table 8</label>
<caption><p>Factor labels, reliability, and variance explained.</p></caption> 
<table frame="box" rules="all">
<thead>
<tr style="background-color:#919497;color:#ffffff">
<th valign="top" align="left"><bold>Factor number</bold></th>
<th valign="top" align="center"><bold>Factor label</bold></th>
<th valign="top" align="center"><bold>Reliability (alpha)</bold></th>
<th valign="top" align="center"><bold>Variance %</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">1</td>
<td valign="top" align="center">Convenience and efficient workflow</td>
<td valign="top" align="center">0.876</td>
<td valign="top" align="center">11.5%</td>
</tr> <tr>
<td valign="top" align="left">2</td>
<td valign="top" align="center">Personnel cooperation</td>
<td valign="top" align="center">0.695</td>
<td valign="top" align="center">9.6%</td>
</tr> <tr>
<td valign="top" align="left">3</td>
<td valign="top" align="center">Efficient use of resources</td>
<td valign="top" align="center">0.821</td>
<td valign="top" align="center">5.8%</td>
</tr> <tr>
<td valign="top" align="left">4</td>
<td valign="top" align="center">Innovation and adaptation</td>
<td valign="top" align="center">&#x02212;0.717<xref ref-type="table-fn" rid="TN2"><sup>&#x0002A;</sup></xref></td>
<td valign="top" align="center"><xref ref-type="table-fn" rid="TN3"><sup>&#x0002A;&#x0002A;&#x0002A;</sup></xref></td>
</tr> <tr>
<td valign="top" align="left">5</td>
<td valign="top" align="center">Learning and improvement</td>
<td valign="top" align="center">0.662</td>
<td valign="top" align="center">4.7%</td>
</tr> <tr>
<td valign="top" align="left">6</td>
<td valign="top" align="center">Delegation of authority</td>
<td valign="top" align="center">0.698</td>
<td valign="top" align="center">3.6%</td>
</tr> <tr>
<td valign="top" align="left">7</td>
<td valign="top" align="center">Improved management attitude</td>
<td valign="top" align="center">0.842</td>
<td valign="top" align="center">3.3%</td>
</tr> <tr>
<td valign="top" align="left">8</td>
<td valign="top" align="center">Commitment by leadership</td>
<td valign="top" align="center">&#x02212;737<xref ref-type="table-fn" rid="TN2"><sup>&#x0002A;</sup></xref></td>
<td valign="top" align="center"><xref ref-type="table-fn" rid="TN3"><sup>&#x0002A;&#x0002A;&#x0002A;</sup></xref></td>
</tr> <tr>
<td valign="top" align="left">9</td>
<td valign="top" align="center">Improved operational systems</td>
<td valign="top" align="center">&#x02212;0.830<xref ref-type="table-fn" rid="TN2"><sup>&#x0002A;</sup></xref></td>
<td valign="top" align="center"><xref ref-type="table-fn" rid="TN3"><sup>&#x0002A;&#x0002A;&#x0002A;</sup></xref></td>
</tr> <tr>
<td valign="top" align="left">10</td>
<td valign="top" align="center">Interdisciplinary learning</td>
<td valign="top" align="center">&#x02212;0.141<xref ref-type="table-fn" rid="TN2"><sup>&#x0002A;</sup></xref></td>
<td valign="top" align="center"><xref ref-type="table-fn" rid="TN3"><sup>&#x0002A;&#x0002A;&#x0002A;</sup></xref></td>
</tr> <tr>
<td valign="top" align="left">11</td>
<td valign="top" align="center">Empirical investigation</td>
<td valign="top" align="center">&#x02212;1.532<xref ref-type="table-fn" rid="TN2"><sup>&#x0002A;</sup></xref></td>
<td valign="top" align="center"><xref ref-type="table-fn" rid="TN3"><sup>&#x0002A;&#x0002A;&#x0002A;</sup></xref></td>
</tr> <tr>
<td valign="top" align="left">12</td>
<td valign="top" align="center">Organizational values and ethics</td>
<td valign="top" align="center">0.107</td>
<td valign="top" align="center"><xref ref-type="table-fn" rid="TN3"><sup>&#x0002A;&#x0002A;&#x0002A;</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">13</td>
<td valign="top" align="center">Financial resources allocation</td>
<td valign="top" align="center">&#x02212;0.321<xref ref-type="table-fn" rid="TN2"><sup>&#x0002A;</sup></xref></td>
<td valign="top" align="center"><xref ref-type="table-fn" rid="TN3"><sup>&#x0002A;&#x0002A;&#x0002A;</sup></xref></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="TN2"><label>&#x0002A;</label><p>Unreliable alpha coefficient.</p></fn>
<fn id="TN3"><label>&#x0002A;&#x0002A;&#x0002A;</label><p>No variance reported due to unreliability.</p></fn>
</table-wrap-foot>
</table-wrap>
<p><xref ref-type="table" rid="T8">Table 8</xref> shows that six of the 13 factors are reliable (&#x003B1; &#x02265; 0.57) (Cortina, <xref ref-type="bibr" rid="B21">1993</xref>; Field, <xref ref-type="bibr" rid="B28">2017</xref>). These factors were retained, and they are F1: <italic>Convenience and efficient workflow, F2: Personnel cooperation, F3: Efficient use of resources, F5: Learning and improvement, F6: Delegation of authority</italic>, and <italic>F7: Improved management attitude</italic>. Cumulatively, these factors explain a variance of 45.5%.</p></sec>
<sec id="s8">
<title>8. The conceptual model to measure green initiatives at public universities</title>
<p>The integrated conceptual model comprises the significant literature antecedents and the reliable factors. <xref ref-type="fig" rid="F3">Figure 3</xref> shows the conceptual model.</p>
<fig id="F3" position="float">
<label>Figure 3</label>
<caption><p>Conceptual model to implement and measure green initiatives at South African public universities.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="frsus-04-1237514-g0003.tif"/>
</fig>
<p>The conceptual model illustrates that two sets of variables exist to measure green initiatives at public universities. The variables found in the literature (antecedents) explain an adjusted cumulative variance of 84.1%. The antecedents <italic>Lack of awareness, Management committee</italic> and <italic>Managerial attitude</italic> have significantly low positive correlations (0.30 &#x02264; r &#x02264; 0.50; <italic>p</italic> &#x02264; 0.05), while the other two antecedents (<italic>Cost of green products</italic> and <italic>Digitization</italic>) have significant moderate positive correlations (0.50 &#x02264; r &#x02264; 0.70; <italic>p</italic> &#x02264; 0.05) with the dependant variable <italic>Green initiatives at South African public universities</italic> (Mulaka, <xref ref-type="bibr" rid="B59">2012</xref>). The latent variables (or factors) explain a cumulative variance of 45.5%. Four of the factors have &#x0201C;usable&#x0201D; reliability coefficients (&#x003B1; &#x02265; 0.57) (Cortina, <xref ref-type="bibr" rid="B21">1993</xref>; Field 2017), while two factors (<italic>Convenience and efficient workflow</italic>, and <italic>Improved management attitude</italic>) have a very satisfactory reliability coefficient (&#x003B1; &#x02265; 0.80).</p></sec>
<sec id="s9">
<title>9. Areas for further research</title>
<p>Future research should be focused on the areas listed below:</p>
<list list-type="bullet">
<list-item><p>A comprehensive evaluation of each factor in the conceptual model to further assess and validate them. The factors still need final validation and tested for model fit using confirmatory factor analysis.</p></list-item>
<list-item><p>A comparative study between South African public universities can identify good practices and share these practices between the universities. This study will highlight good green practices and identify ones that are not working well in the public university environment. As such, universities can share their experiences and collaboratively address green initiatives. This will also enable them to collaboratively address issues with the Department of Higher Education, for example, the higher costs of green products.</p></list-item>
</list></sec>
<sec id="s10">
<title>10. Limitations</title>
<p>The limitations of this study are:</p>
<list list-type="bullet">
<list-item><p>This study does not cover all higher education institutions or all universities. This means that the data may not be relevant to all public universities. Likewise, private higher education has different constraints than public universities; hence this conceptual model would only partially apply to them. As such, the model cannot be fully operationalised to other higher education institutions without validation.</p></list-item>
<list-item><p>The geographic location limits the results to South Africa and the business model and constraints imposed by the South African Department of Higher Education. These constraints should be considered if the study were to be operationalised in other African countries; their higher education authorities might have similar or different business models for their public universities.</p></list-item>
</list></sec>
<sec id="s11">
<title>11. Summary</title>
<p>This study&#x00027;s focal point was developing a model to measure and manage the implementation of green initiatives. The departure point in developing the model was to identify the suitable antecedents related to the implementation of green initiatives at universities in South Africa, followed by identifying the measuring criteria for each antecedent, thus, developing a hypothesized theoretical model (shown in <xref ref-type="fig" rid="F1">Figure 1</xref>). The antecedents, and their respective measuring criteria, were identified from the existing models and other literature sources.</p>
<p>The empirical analysis showed that five of the 17 hypotheses could be accepted. These antecedents were retained. As is customary with exploratory research, the data were subjected to exploratory factor analysis to identify latent variables for potential inclusion in the conceptual model. The results show that 13 factors exist. However, after scrutinizing the reliability of these factors, six factors are retained because they have acceptable reliability coefficients.</p>
<p>The postulated theoretical model is only partially successful, retaining five antecedents and six factors (see <xref ref-type="fig" rid="F2">Figure 2</xref>). Therefore, this article does not constitute a validated model but rather a conceptual model of framework that needs further validation before it can be operationalized. However, the study succeeded in simplifying and validating some antecedents and factors that can be used.</p>
<p>The conceptual model successfully identified some key aspects public universities face in implementing green initiatives on campus. As such, the model (partially or in full) can assist managers and leaders in implementing green initiatives at universities. Specifically, managers and leaders at South African public universities could find the results helpful amid the country&#x00027;s challenges in public higher education.</p></sec>
<sec sec-type="data-availability" id="s12">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p></sec>
<sec sec-type="ethics-statement" id="s13">
<title>Ethics statement</title>
<p>Ethical approval was not required for the study involving human participants in accordance with the local legislation and institutional requirements. Written informed consent to participate in this study was not required from the participants in accordance with the national legislation and the institutional requirements.</p></sec>
<sec sec-type="author-contributions" id="s14">
<title>Author contributions</title>
<p>LT did the literature study, developed the theoretical model to measure green initiatives at public universities, developed the measuring instrument, collected the data, and populated the structure. CB designed the empirical study, model evaluation, also conducted the statistical analysis, did the structural layout of the article, and did the final editing and signed off on the article. All authors contributed to the article and approved the submitted version.</p></sec>
</body>
<back>
<sec sec-type="COI-statement" id="conf1">
<title>Conflict of interest</title>
<p>The authors declare that the research 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="disclaimer" id="s15">
<title>Publisher&#x00027;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>
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