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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Public Health</journal-id>
<journal-title>Frontiers in Public Health</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Public Health</abbrev-journal-title>
<issn pub-type="epub">2296-2565</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpubh.2025.1659185</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Public Health</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Beyond boundaries: how autonomy and technology promote work engagement and well-being in remote workers</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Olivo</surname>
<given-names>Ilaria</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/3000663/overview"/>
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<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Ghezzi</surname>
<given-names>Valerio</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/449016/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Marzocchi</surname>
<given-names>Ivan</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Fusco</surname>
<given-names>Luigi</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Spinella</surname>
<given-names>Francesca</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Isolani</surname>
<given-names>Stefano</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1723442/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ronchetti</surname>
<given-names>Matteo</given-names>
</name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/647651/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ghelli</surname>
<given-names>Monica</given-names>
</name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/647654/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Russo</surname>
<given-names>Simone</given-names>
</name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Barbaranelli</surname>
<given-names>Claudio</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/227276/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Persechino</surname>
<given-names>Benedetta</given-names>
</name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/647646/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Iavicoli</surname>
<given-names>Sergio</given-names>
</name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Psychology, Sapienza University of Rome</institution>, <addr-line>Rome</addr-line>, <country>Italy</country></aff>
<aff id="aff2"><sup>2</sup><institution>INAIL-Department of Occupational and Environmental Medicine, Epidemiology and Hygiene</institution>, <addr-line>Rome</addr-line>, <country>Italy</country></aff>
<aff id="aff3"><sup>3</sup><institution>Ministry of Health</institution>, <addr-line>Rome</addr-line>, <country>Italy</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0002">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1293142/overview">Mar&#x00ED;lia Silva Paulo</ext-link>, Universidade Nova de Lisboa, Portugal</p>
</fn>
<fn fn-type="edited-by" id="fn0003">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/889838/overview">Peter E. J. Baldwin</ext-link>, Health and Safety Executive, United Kingdom</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3060609/overview">Kiran Kumar Thoti</ext-link>, MS Ramaiah Institute of Management, India</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Ilaria Olivo, <email>ilaria.olivo@uniroma1.it</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>08</day>
<month>09</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>13</volume>
<elocation-id>1659185</elocation-id>
<history>
<date date-type="received">
<day>03</day>
<month>07</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>25</day>
<month>08</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Olivo, Ghezzi, Marzocchi, Fusco, Spinella, Isolani, Ronchetti, Ghelli, Russo, Barbaranelli, Persechino and Iavicoli.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Olivo, Ghezzi, Marzocchi, Fusco, Spinella, Isolani, Ronchetti, Ghelli, Russo, Barbaranelli, Persechino and Iavicoli</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>
<p>This longitudinal investigation explores the role of technology as resource and job autonomy in influencing remote workers&#x2019; engagement and private lives during the transition to remote work, spurred by the COVID-19 pandemic. Data of 194 employees of the Italian Public Administration were collected across three time points: pre-remote work (T0, December 2018), limited remote work (T1, December 2019), and full-time remote work during the pandemic (T2, July 2020). The findings showed that job autonomy and technology as resources enhance work engagement, while engaged workers develop a more positive perception of technological tools. Notably, engagement did not predict autonomy, likely due to contextual constraints such as the abrupt transition to full-time remote work. The perception of technology as a resource significantly improved private life outcomes. These insights underline the critical role of tailored technological support and organizational policies in fostering a productive and balanced remote work environment, enabling organizations to better meet the needs of their workforce.</p>
</abstract>
<kwd-group>
<kwd>remote work</kwd>
<kwd>working conditions</kwd>
<kwd>employee well-being</kwd>
<kwd>public administration</kwd>
<kwd>longitudinal study</kwd>
</kwd-group>
<counts>
<fig-count count="1"/>
<table-count count="6"/>
<equation-count count="0"/>
<ref-count count="64"/>
<page-count count="12"/>
<word-count count="9190"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Occupational Health and Safety</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<title>Introduction</title>
<p>Remote work refers to any work carried out outside the employer&#x2019;s premises regardless of the technology used (<xref ref-type="bibr" rid="ref1">1</xref>). Due to the pandemic, remote work has become an increasingly prevalent and necessary practice (<xref ref-type="bibr" rid="ref2">2</xref>). As a result, organizations were faced with an emergency state, and they had to provide employees with technological resources to do their work remotely (<xref ref-type="bibr" rid="ref3">3</xref>). This introduction has led to a radical and abrupt change in the work arrangement, with workers being required to adapt to a new way of working from home, in most cases without any prior preparation or adaptation phase (<xref ref-type="bibr" rid="ref2">2</xref>). The effects of this change (as well as their boundary conditions) still need to be clearly understood, as it may lead to both positive and negative outcomes (<xref ref-type="bibr" rid="ref4">4</xref>). Specifically, several studies emphasized the positive aspects of remote work, highlighting the increased flexibility, reduced commuting time and costs, and improved work-life balance (<xref ref-type="bibr" rid="ref3">3</xref>, <xref ref-type="bibr" rid="ref5 ref6 ref7">5&#x2013;7</xref>). These can increase satisfaction with one&#x2019;s work, especially after an initial period in which remote working experience could have been traumatic (<xref ref-type="bibr" rid="ref8">8</xref>). However, some studies suggest that remote work can be detrimental to well-being; for example, the lack of social contact could increase the perception of loneliness in remote workers (<xref ref-type="bibr" rid="ref9">9</xref>).</p>
<p>The present study focused on a specific group of employees from an Italian Public Administration, which increased the number of remote working days per week over the past 3 years. Drawing on the Job Demands-Resources model (<xref ref-type="bibr" rid="ref10">10</xref>), the present research aims to assess the influence of remote work and the use of technology on workers&#x2019; private lives and work engagement over time.</p>
</sec>
<sec id="sec2">
<title>Literature review and hypothesis development</title>
<p>Since the beginning of the 21st century, technological progress and innovation has profoundly changed how we communicate and live. Technologies such as tablets and mobile devices are not just helping people to do things better and faster, they are enabling profound changes in how work is done in organizations. Indeed, the digital transformation and the transition to Industry 4.0 have brought about significant challenges and changes for organizations and workers, resulting in the reorganization of job design (<xref ref-type="bibr" rid="ref11">11</xref>).</p>
<p>This trend rapidly increased due to the COVID-19 pandemic, when some governments introduced an obligation for companies to enable their workers to work remotely, mostly from home (<xref ref-type="bibr" rid="ref12">12</xref>). The outbreak of the pandemic had significant implications for workers worldwide: governmental lockdowns and work-from-home arrangements forced many employees to adjust their work routines. Organizations were forced to implement remote work arrangements to ensure business continuity. As a result, remote work has become a critical work arrangement for companies to cope with the effects of the pandemic emergency (<xref ref-type="bibr" rid="ref13">13</xref>). In Europe, the proportion of remote workers increased from 11% before to 48% during the pandemic (<xref ref-type="bibr" rid="ref14">14</xref>). Italy was the European nation with the lowest percentage of remote workers in 2020, but the number of remote workers increased by 69% due to the pandemic outbreak (<xref ref-type="bibr" rid="ref14">14</xref>, <xref ref-type="bibr" rid="ref15">15</xref>).</p>
<p>Remote work has been an option for several decades, but it has gained more significance recently, owing to the changes in technology and the new normality resulting from the pandemic. Many jobs across various sectors have been created or evolved for remote work, such as marketing, sales, advisory services, customer service, education, digital services, computing, or social networks. In this vein, remote work might represent a development opportunity for everyone&#x2019;s job, particularly for those facing mobility difficulties due to distance, resources, age, or disability (<xref ref-type="bibr" rid="ref16">16</xref>). More and more people are working from home, regardless of their equipment and environment, posing new challenges to organizational managements, which are required to implement effective practices and policies to ensure remote workers have a healthy and fulfilling work environment. One example of such practices is improving tools for sharing information and documents. In situations where changes are introduced within the organization, clear communication and good sharing from management have been found to boost job satisfaction. On the other hand, poor management of change can have a negative impact on workers&#x2019; well-being (<xref ref-type="bibr" rid="ref17">17</xref>).</p>
<p>Although some studies highlighted the risks associated with remote work, such as the lack of social interaction, irregular work hours affecting the quality of sleep, and the interruption of work obligations due to home activities (<xref ref-type="bibr" rid="ref18">18</xref>, <xref ref-type="bibr" rid="ref19">19</xref>), other studies suggested that employees can benefit from remote work by providing them with increased job autonomy and by reducing their commuting frequency (<xref ref-type="bibr" rid="ref20">20</xref>, <xref ref-type="bibr" rid="ref21">21</xref>). Furthermore, Peters et al. (<xref ref-type="bibr" rid="ref22">22</xref>) found that teleworking can increase work engagement by increasing job autonomy, reducing stress, and enhancing job satisfaction. Indeed, remote workers have typically greater control over their time, space, and pace of work, providing greater flexibility and the ability to adapt work to their needs. This can lead to a better balance between work and personal life (<xref ref-type="bibr" rid="ref23">23</xref>, <xref ref-type="bibr" rid="ref24">24</xref>) and help workers balance their work and personal responsibilities, improving their quality of life, and reducing stress levels (<xref ref-type="bibr" rid="ref25">25</xref>). Thus, organizations should properly introduce remote work as a valuable resource for workers, allowing them to complete their tasks with greater freedom and flexibility. Moreover, remote work arrangements limit job interruptions, allow for closer collaboration with clients and colleagues in a virtual environment, and provides the option to work from informal locations, which can increase confidence and productivity (<xref ref-type="bibr" rid="ref26">26</xref>), allowing workers to adapt their work activities to their needs and preferences (<xref ref-type="bibr" rid="ref27">27</xref>). This can result in more efficient and effective work, leading to better performance (<xref ref-type="bibr" rid="ref28">28</xref>).</p>
<p>According to the Job Demands-Resources model (JD-R) (<xref ref-type="bibr" rid="ref29">29</xref>), job resources are defined as &#x201C;those physical, psychological, social, or organizational aspects of the job that are either/or: functional in achieving work goals; reduce job demands and the associated physiological and psychological costs; stimulate personal growth, learning, and development&#x201D; [(<xref ref-type="bibr" rid="ref30">30</xref>), p. 312]. Job resources can be found at different levels, such as organizational, interpersonal, social relationships, and job design. For instance, autonomy is an example of an organizational-level resource (<xref ref-type="bibr" rid="ref10">10</xref>).</p>
<p>Job autonomy is considered one of the most important job resources (<xref ref-type="bibr" rid="ref31">31</xref>). It refers to the extent of control and freedom a worker possesses to organize and perform his/her work activities (<xref ref-type="bibr" rid="ref32">32</xref>), increasing his/her sense of responsibility and control (<xref ref-type="bibr" rid="ref33">33</xref>). In this sense, Bo&#x0161;kovi&#x0107; (<xref ref-type="bibr" rid="ref34">34</xref>) found that autonomy positively impacts employee engagement in the digital environment. Workers&#x2019; ability to decide on the manner, place, and time of performing tasks increases their perception of the meaningfulness of their work. Moreover, autonomy encourages creativity and makes it easier to adapt to change (<xref ref-type="bibr" rid="ref35">35</xref>). According to motivational process of JD-R model (<xref ref-type="bibr" rid="ref30">30</xref>), job resources (i.e., job autonomy and technological tools) can fulfil fundamental psychological needs, such as the desire to belong and the desire to engage in meaningful activities in an independent manner (<xref ref-type="bibr" rid="ref36">36</xref>).</p>
<p>Thus, we hypothesise that:</p>
<disp-quote>
<p>H1: Job autonomy will positively sustain work engagement over time.</p>
</disp-quote>
<disp-quote>
<p>H2: The perception of technology as a resource will positively sustain work engagement over time.</p>
</disp-quote>
<p>According to recent refinements of Bakker and colleagues&#x2019; JD-R model (2023), work engagement can be considered both an outcome and a predictor of proactive behavior. Indeed, the JD-R model proposes that workers may experience a positive cycle in which they become more engaged and motivated to optimize their work. This is achieved through vigor, dedication, and absorption towards one&#x2019;s work, which are all aspects of work engagement. As they become more engaged, employees may proactively seek to improve their jobs by increasing resources and optimizing demands. If this positive gain cycle continues, it may even result in a gain spiral, where the relationships between work engagement, proactive behavior and resources become more and more positive, leading to even higher levels of these variables [see also (<xref ref-type="bibr" rid="ref37">37</xref>)]. According to Salanova et al. (<xref ref-type="bibr" rid="ref38">38</xref>), &#x201C;gain spirals&#x201D; is a term used to describe the phenomenon where employees who have acquired resources tend to experience further gains more easily. This group finds it easier to offset any loss of resources and orchestrate additional gains. As a result, they tend to experience higher levels of resource gains overall (<xref ref-type="bibr" rid="ref37">37</xref>). Therefore, workers who are engaged in their work tend to have an innate motivation to stay engaged and are proactive in optimizing their job roles. This can involve increased resources and more balanced demands aimed at improving their work experience. Over time, employees shape their job responsibilities, which generates job and personal resources to manage job demands and cultivate future work engagement (<xref ref-type="bibr" rid="ref10">10</xref>).</p>
<p>Thus, we hypothesise that:</p>
<disp-quote>
<p>H3: work engagement will positively influence job autonomy over time.</p>
</disp-quote>
<disp-quote>
<p>H4: work engagement will positively influence the perception of technology as a resource over time.</p>
</disp-quote>
<p>Introducing advanced technology has made remote work smarter, enabling greater control over tasks and time management, leading to improved psychological well-being (<xref ref-type="bibr" rid="ref39">39</xref>). This increased flexibility would allow employees to dedicate more time to other activities, such as engaging in physical activities and dedicating time to their relatives and leisure (<xref ref-type="bibr" rid="ref40">40</xref>). Remote work has the added benefit of saving time that would otherwise be spent commuting to and from the office. This extra time can be used to pursue other activities and priorities, leading to a more balanced and fulfilling lifestyle for remote workers (<xref ref-type="bibr" rid="ref41">41</xref>). Developing effective strategies for remote work includes establishing a structured home environment, setting clear boundaries between work and personal life, and maintaining regular communication with colleagues using technological tools [e.g., virtual platforms; see (<xref ref-type="bibr" rid="ref42">42</xref>)]. By practicing this approach, workers can take a break from their regular work environment to better manage their work-life balance, resulting in a healthier lifestyle. This, in turn, can lead to improved physical and mental well-being (<xref ref-type="bibr" rid="ref25">25</xref>).</p>
<p>Thus, we hypothesise that:</p>
<disp-quote>
<p>H5: The perception of technology as a resource would positively predict improvements in workers&#x2019; private lives.</p>
</disp-quote>
<disp-quote>
<p>H6: Job autonomy would positively predict improvements in workers&#x2019; private lives.</p>
</disp-quote>
<p>As previously illustrated, having the autonomy to make decisions and control over his/her own work is a significant determinant of employee engagement (<xref ref-type="bibr" rid="ref34">34</xref>), and being engaged at work is essential to taking the initiative and persisting through complex tasks (<xref ref-type="bibr" rid="ref10">10</xref>). Engaged workers are also more open to new experiences (<xref ref-type="bibr" rid="ref43">43</xref>). As a result, they tend to explore their environment and are more prone to accept changes positively. Innovative behavior is another positive consequence of experiencing positive affect and work engagement (<xref ref-type="bibr" rid="ref44">44</xref>). These findings suggest that work engagement can broaden workers&#x2019; horizons, making them more likely to explore alternative and innovative paths.</p>
<p>Research showed that engagement has several positive implications not only in work-related aspects but also in personal life aspects. Rodr&#x00ED;guez-Mu&#x00F1;oz et al. (<xref ref-type="bibr" rid="ref45">45</xref>) found that workers were happier in their private lives (e.g., with their partners) when they experienced higher work engagement. Moreover, work engagement positively relates to work-to-family facilitation and personal happiness (<xref ref-type="bibr" rid="ref46">46</xref>). Finally, from the positive psychology perspective, work engagement can contribute to individuals&#x2019; needs to lead a life fulfilled in all its aspects (<xref ref-type="bibr" rid="ref47">47</xref>). Therefore, the workers who become highly engaged tend to feel more satisfied.</p>
<p>Thus, we hypothesise that:</p>
<disp-quote>
<p>H7: Work engagement will mediate the relation between job autonomy and the perception of technology as a resource.</p>
</disp-quote>
<disp-quote>
<p>H8: The perception of technology as a resource will mediate the relation between work engagement and Improvement in private life.</p>
</disp-quote>
</sec>
<sec sec-type="materials|methods" id="sec3">
<title>Materials and methods</title>
<sec id="sec4">
<title>Participant and procedure</title>
<p>This study is part of a project on remote work developed by the Italian Workers&#x2019; Compensation Authority (INAIL) and called &#x201C;Smart Working in INAIL,&#x201D; which includes 319 workers that have been selected from the Human Resource Department from different organizational units. Inclusion criteria were based on the adaptability of the work activities to a flexible work modality and the workers&#x2019; skills in using some ICTs offered by the organizations. Most of the workers included in this project had administrative and technical positions and were employed in operational activities. Participants filled out an online-based questionnaire containing questions about the use of new information and communication technologies, their perception of job autonomy, their perceptions about the Improvement in their personal lives due to the introduction of remote work, and work engagement. All the data were collected three times. The first wave (Time 0) aimed to collect information up to 1 month before the beginning of the remote working period (December 2018). The second wave (Time 1) aimed to get information about the changes that could have arisen after 1 year of remote work, 1 day per week. The third wave (Time 2) aimed to get information about the changes that could have arisen after the COVID-19 pandemic outbreak and remote work 5 days per week. Participants were invited to participate in the study through an email from the organization.</p>
<p>Of the 319 workers invited to the study, 273 took part in the first wave in December 2018, with a response rate (RR) of 74.76%. All the participants of Time 0 were invited to compile the Time 1 questionnaire. Of them, 198 answered to the second part of the study (RR&#x202F;=&#x202F;83.54%), in December 2019. Again, all the workers who participated in Time 1 were invited to fill out the Time 2 questionnaire. Of them, 194 took part in the study&#x2019;s final wave (RR&#x202F;=&#x202F;97.98%) in July 2020.</p>
<p>The final sample consisted of <italic>n</italic>&#x202F;=&#x202F;194 workers from INAIL with a mean age of 52.40 (<italic>SD</italic>&#x202F;=&#x202F;6.29), and most of them, 62.4% (<italic>n</italic>&#x202F;=&#x202F;121), were female. 31.4% (<italic>n</italic>&#x202F;=&#x202F;61) of the respondents reported not having children, 13.4% (<italic>n</italic>&#x202F;=&#x202F;26) having one child, 10.3% (<italic>n</italic>&#x202F;=&#x202F;20) having two children, and 44.8% (<italic>n</italic>&#x202F;=&#x202F;87) did not answer this question. Almost all the participants (75.8%, <italic>n</italic>&#x202F;=&#x202F;147) had a permanent contract, while only one participant (0.7%) had a fixed-term contract, and 23.7% (<italic>n</italic>&#x202F;=&#x202F;46) did not answer this question. Most of the workers (73.6%, <italic>n</italic>&#x202F;=&#x202F;148) had a full-time job, while the 23.7% (<italic>n</italic>&#x202F;=&#x202F;46) did not answer this question. Most of the sample (63.9%, <italic>n</italic>&#x202F;=&#x202F;124) was represented by workers with an organizational tenure of more than 15&#x202F;years, 4.6% (<italic>n</italic>&#x202F;=&#x202F;9) from six to 10&#x202F;years, 3.6% (<italic>n</italic>&#x202F;=&#x202F;7) between 11 and 15&#x202F;years, 3.1% (<italic>n</italic>&#x202F;=&#x202F;6) between one and 5 years, and 24.7% (<italic>n</italic>&#x202F;=&#x202F;48) did not report their organizational tenure. Sample characteristics are reported in <xref ref-type="table" rid="tab1">Table 1</xref>.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Sample characteristics.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th>Variables</th>
<th align="center" valign="top">M / N</th>
<th align="center" valign="top"><italic>SD</italic> / %</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Age</td>
<td align="center" valign="middle">52.40</td>
<td align="center" valign="middle">6.29</td>
</tr>
<tr>
<td align="left" valign="top" colspan="3">Gender</td>
</tr>
<tr>
<td align="left" valign="top">Male</td>
<td align="center" valign="middle">27</td>
<td align="center" valign="middle">13.9</td>
</tr>
<tr>
<td align="left" valign="top">Female</td>
<td align="center" valign="middle">121</td>
<td align="center" valign="middle">62.4</td>
</tr>
<tr>
<td align="left" valign="top">nr</td>
<td align="center" valign="middle">46</td>
<td align="center" valign="middle">23.7</td>
</tr>
<tr>
<td align="left" valign="top" colspan="3">Children</td>
</tr>
<tr>
<td align="left" valign="top">0</td>
<td align="center" valign="middle">61</td>
<td align="center" valign="middle">31.4</td>
</tr>
<tr>
<td align="left" valign="top">1</td>
<td align="center" valign="middle">26</td>
<td align="center" valign="middle">13.4</td>
</tr>
<tr>
<td align="left" valign="top">2</td>
<td align="center" valign="middle">20</td>
<td align="center" valign="middle">10.3</td>
</tr>
<tr>
<td align="left" valign="top">nr</td>
<td align="center" valign="middle">87</td>
<td align="center" valign="middle">44.8</td>
</tr>
<tr>
<td align="left" valign="top" colspan="3">Contract</td>
</tr>
<tr>
<td align="left" valign="top">Permanent</td>
<td align="center" valign="middle">147</td>
<td align="center" valign="middle">75.8</td>
</tr>
<tr>
<td align="left" valign="top">Fixed term</td>
<td align="center" valign="middle">1</td>
<td align="center" valign="middle">0.5</td>
</tr>
<tr>
<td align="left" valign="top">nr</td>
<td align="center" valign="middle">46</td>
<td align="center" valign="middle">23.7</td>
</tr>
<tr>
<td align="left" valign="top" colspan="3">Working hours</td>
</tr>
<tr>
<td align="left" valign="top">Full-time</td>
<td align="center" valign="middle">148</td>
<td align="center" valign="middle">76.3</td>
</tr>
<tr>
<td align="left" valign="top">nr</td>
<td align="center" valign="middle">46</td>
<td align="center" valign="middle">23.7</td>
</tr>
<tr>
<td align="left" valign="top" colspan="3">Organizational tenure</td>
</tr>
<tr>
<td align="left" valign="top">1 to 5&#x202F;years</td>
<td align="center" valign="middle">6</td>
<td align="center" valign="middle">3.1</td>
</tr>
<tr>
<td align="left" valign="top">6 to 10&#x202F;years</td>
<td align="center" valign="middle">9</td>
<td align="center" valign="middle">4.6</td>
</tr>
<tr>
<td align="left" valign="top">11 to 15&#x202F;years</td>
<td align="center" valign="middle">7</td>
<td align="center" valign="middle">3.6</td>
</tr>
<tr>
<td align="left" valign="top">More than 15&#x202F;years</td>
<td align="center" valign="middle">124</td>
<td align="center" valign="middle">63.9</td>
</tr>
<tr>
<td align="left" valign="top">nr</td>
<td align="center" valign="middle">48</td>
<td align="center" valign="middle">24.7</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>M, mean; SD, Standard Deviation; nr, not resonded.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec5">
<title>Measures</title>
<sec id="sec6">
<title>Technology as a resource (TR)</title>
<p>We used a 9-item scale developed <italic>ad-hoc</italic> for the present study, which assessed the perception of workers about ICT offered by the organizations as support for their work through a 5-point Likert scale ranging from 1 (Strongly disagree) to 5 (Strongly agree). The measure investigated two main areas: (a) <italic>ICT tools as a support for improving work activities</italic> (e.g., &#x201C;The technological tools provided help to improve the quality of my work&#x201D;); and (b) <italic>ICT tools as a support for improving relationship between colleagues</italic> (e.g., &#x201C;I believe that the new technological tools provided for work can promote interaction with my colleagues&#x201D;). The relatively high correlation (1.00) between the factor scores derived from the two-factor solution and the scores computed by summing all the items suggests that the facets we used can be regarded as proper indicators of the latent factor [see (<xref ref-type="bibr" rid="ref48">48</xref>)]. Thus, the total score scale was used in this study. The McDonald&#x2019;s Omega reliability coefficients for the total scale were &#x03C9;<sub>T0</sub>&#x202F;=&#x202F;0.91, &#x03C9;<sub>T1</sub>&#x202F;=&#x202F;0.92, &#x03C9;<sub>T2</sub>&#x202F;=&#x202F;0.93.</p>
</sec>
<sec id="sec7">
<title>Autonomy (AUT)</title>
<p>We used 3 items from the Management Standards Indicator Tool<xref ref-type="fn" rid="fn0001"><sup>1</sup></xref> [MS-IT; (<xref ref-type="bibr" rid="ref49">49</xref>)] which assessed the perceived autonomy in the management of their work (e.g., &#x201C;I have a choice in deciding how I do my work&#x201D;) through a 5-point Likert scale ranging from 1 (Strongly disagree) to 5 (Strongly agree). The reliability coefficient in this study was &#x03C9;<sub>T0</sub>&#x202F;=&#x202F;0.80, &#x03C9;<sub>T1</sub>&#x202F;=&#x202F;0.83, &#x03C9;<sub>T2</sub>&#x202F;=&#x202F;0.85.</p>
</sec>
<sec id="sec8">
<title>Work engagement (ENG)</title>
<p>We used 3 items from the Ultra-Short Measure for Work Engagement (<xref ref-type="bibr" rid="ref50">50</xref>), which assessed workers&#x2019; vigor, absorption, and dedication to their work (e.g., &#x201C;I am enthusiastic about my job&#x201D;) through a 7-point Likert scale ranging from 0 (Never) to 6 (Always). The reliability coefficient in this study was &#x03C9;<sub>T0</sub>&#x202F;=&#x202F;0.76, &#x03C9;<sub>T1</sub>&#x202F;=&#x202F;0.82, &#x03C9;<sub>T2</sub>&#x202F;=&#x202F;0.81.</p>
</sec>
<sec id="sec9">
<title>Improvements in private life (IPL)</title>
<p>We used one item which assess participants&#x2019; perception of improvements in their private life due to remote work (&#x201C;Remote work has improved my personal life&#x201D;) through a 5-point Likert scale ranging from 1 (Not at all) to 5 (Completely). This variable was measured only in T1 and T2; in T0, none of the workers was in a remote work condition.</p>
</sec>
<sec id="sec10">
<title>Covariates</title>
<p>We included gender (1&#x202F;=&#x202F;male, 2&#x202F;=&#x202F;female) and the presence of children (1&#x202F;=&#x202F;yes, 2&#x202F;=&#x202F;no) as covariates in the main analysis set.</p>
</sec>
</sec>
<sec id="sec11">
<title>Data analysis</title>
<p>As a preliminary analysis, we ran an attrition and missing data analysis using a multifaceted approach (<xref ref-type="bibr" rid="ref51">51</xref>). Firstly, we performed Little&#x2019;s test (<xref ref-type="bibr" rid="ref52">52</xref>) to assess whether the collected data were missing completely at random (MCAR). Secondly, we ran a series of Multivariate Analyses of Variance (MANOVA) to understand if attrition between adjacent assessment time points and from T0 to T2 was partially selective. For this purpose, we created a dummy variable (0&#x202F;=&#x202F;non-attrited; 1&#x202F;=&#x202F;attrited participants) as a between-subjects factor. Thirdly, we checked the homogeneity of covariance matrices between attrited and non-attrited subjects through the Box&#x2019;s M tests (<xref ref-type="bibr" rid="ref53">53</xref>).</p>
<p>Longitudinal invariance was used to evaluate the different measurement properties of the study measures across the three-time points of assessment. We precisely followed Meredith&#x2019;s approach (<xref ref-type="bibr" rid="ref54">54</xref>). Firstly, we tested an unconstrained model (i.e., <italic>configural in</italic>var<italic>iance</italic>) in which no constraints across time were imposed on any of the parameters (i.e., the same factor and the same patterns of fixed and freed parameters). Secondly, we constrained factor loadings to be equal across the different waves (i.e., <italic>metric in</italic>var<italic>iance</italic>); thirdly, we constrained observed intercepts (i.e., <italic>strong in</italic>var<italic>iance</italic>), and finally, we constrained residual variances (i.e., <italic>strict invariance</italic>) to be equal across waves. As these models are nested, we examined the tenability of the imposed constraints by calculating both &#x0394;<sub>&#x03C7;2</sub> (&#x0394;<sub>df</sub>) (<xref ref-type="bibr" rid="ref55">55</xref>) and &#x0394;<sub>CFI</sub> tests. A non-significant restricted &#x03C7;<sup>2</sup> test with <italic>&#x03B1;</italic>&#x202F;&#x2265;&#x202F;0.01 and &#x0394;<sub>CFI</sub>&#x202F;&#x003C;&#x202F;0.01 (<xref ref-type="bibr" rid="ref56">56</xref>) supports the tenability of the imposed constraints and, thus, the longitudinal invariance.</p>
<p>Finally, the cross-lagged panel model with lag-2 effects [CL2PM; see (<xref ref-type="bibr" rid="ref57">57</xref>)] was used to test the hypothesized paths among the variables. Compared to the classical CLPM, this model posited the higher-order autoregressive effect of T0 over T2 for all the study variables. The posited model included time-invariant gender and the presence of children as covariates (measured at T0) as control variables of all substantive measures. First, we implemented a model in which no constraints across time and effects were imposed on any parameter. Second, we constrained covariances between variables within each wave. Third, we constrained the autoregressive effects of each variable to be equal (i.e., from T0 to T1 and from T1 to T2). Fourth, we constrained cross-lagged effects between variables to be equal. Finally, we assessed the indirect effects underlying the relationships among the variables (<xref ref-type="bibr" rid="ref58">58</xref>).</p>
</sec>
</sec>
<sec sec-type="results" id="sec12">
<title>Results</title>
<sec id="sec13">
<title>Attrition and missing data analysis</title>
<p>Considering all the variables under study, Little&#x2019;s MCAR test was non-significant (&#x03C7;<sup>2</sup><sub>[14]</sub> =&#x202F;17.32, <italic>p</italic> =&#x202F;0.24), demonstrating that data were missing completely at random among the subjects included in the analysis. MANOVA results using T3 attrition as between-subjects factor and, as dependent variables, study variables at T1 (Wilk&#x2019;s <italic>&#x039B;</italic> =&#x202F;0.985 F <sub>(3,190)</sub> =&#x202F;0.959 <italic>p</italic> =&#x202F;0.41, partial &#x03B7;<sup>2</sup> =&#x202F;0.01) and at T2 (Wilk&#x2019;s &#x039B;&#x202F;=&#x202F;0.973 F<sub>(4,165)</sub> =&#x202F;1.145 <italic>p</italic> =&#x202F;0.34, partial &#x03B7;<sup>2</sup> =&#x202F;0.03) revealed no significant differences between attrited and non-attrited subjects at adjacent time points of assessment. Finally, all Box&#x2019;s M tests were non-significant, suggesting that homogeneity of covariance matrices between attrited and non-attrited subjects held in each analysis. Finally, males were slightly more prone to drop the study at T1 after baseline (correlation between gender coded as 0&#x202F;=&#x202F;male and 1&#x202F;=&#x202F;female with T1 attrition was &#x2212;0.15, <italic>p</italic> &#x003C;&#x202F;0.05), while other relevant socio-demographic variables were unrelated to missing data on the study variables. Overall, our results indicate that missing data were not a reason for concern in this study since the mechanisms underlying missing data resemble a combination of MCAR and MAR processes, which can be handled with full information maximum likelihood-based (FIML) estimators in further analyses.</p>
</sec>
<sec id="sec14">
<title>Descriptive statistics</title>
<p><xref ref-type="table" rid="tab2">Table 2</xref> reports mean values, standard deviations, skewness, and kurtosis for the four study variables at T0, T1 and T2. Skewness and kurtosis were used to assess if scales meet univariate normality assumptions (<xref ref-type="bibr" rid="ref59">59</xref>). Most of the scales exhibited non-problematic skewness and kurtosis levels since their values were between &#x2212;1 and +1. However, skewness for <italic>Work engagement</italic> in T1 and T2 and kurtosis for <italic>Technology as a resource (TR)</italic> in T0, <italic>Work engagement</italic> in T1, <italic>Autonomy</italic> in T2, and <italic>Improvement in private life</italic> in T2 revealed a slight departure from univariate normality (<xref ref-type="bibr" rid="ref53">53</xref>). Therefore, we run all the following analyses using M<italic>plus</italic> 8.10 and MLR estimator, as it corrects the standard error of model parameters for slight departures from univariate and multivariate normal distributions of the data (<xref ref-type="bibr" rid="ref60">60</xref>).</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Descriptive statistics for the study variables.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th>Variables</th>
<th align="center" valign="top">M</th>
<th align="center" valign="top">
<italic>SD</italic>
</th>
<th align="center" valign="top">Skewness</th>
<th align="center" valign="top">Kurtosis</th>
<th align="center" valign="top">&#x03C9;</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" colspan="6">T0</td>
</tr>
<tr>
<td align="left" valign="top">TR</td>
<td align="center" valign="top">3.82</td>
<td align="center" valign="top">0.06</td>
<td align="center" valign="top">&#x2212;0.58</td>
<td align="center" valign="top">1.93</td>
<td align="center" valign="top">0.91</td>
</tr>
<tr>
<td align="left" valign="top">AUT</td>
<td align="center" valign="top">3.74</td>
<td align="center" valign="top">0.68</td>
<td align="center" valign="top">&#x2212;0.57</td>
<td align="center" valign="top">0.98</td>
<td align="center" valign="top">0.81</td>
</tr>
<tr>
<td align="left" valign="top">ENG</td>
<td align="center" valign="top">4.52</td>
<td align="center" valign="top">1.01</td>
<td align="center" valign="top">&#x2212;0.46</td>
<td align="center" valign="top">0.08</td>
<td align="center" valign="top">0.75</td>
</tr>
<tr>
<td align="left" valign="top">IPL</td>
<td align="center" valign="top">na</td>
<td align="center" valign="top">na</td>
<td align="center" valign="top">na</td>
<td align="center" valign="top">na</td>
<td align="center" valign="top">-</td>
</tr>
<tr>
<td align="left" valign="top" colspan="6">T1</td>
</tr>
<tr>
<td align="left" valign="top">TR</td>
<td align="center" valign="top">3.98</td>
<td align="center" valign="top">0.53</td>
<td align="center" valign="top">&#x2212;0.06</td>
<td align="center" valign="top">0.09</td>
<td align="center" valign="top">0.91</td>
</tr>
<tr>
<td align="left" valign="top">AUT</td>
<td align="center" valign="top">3.72</td>
<td align="center" valign="top">0.71</td>
<td align="center" valign="top">&#x2212;0.46</td>
<td align="center" valign="top">&#x2212;0.08</td>
<td align="center" valign="top">0.83</td>
</tr>
<tr>
<td align="left" valign="top">ENG</td>
<td align="center" valign="top">4.56</td>
<td align="center" valign="top">1.15</td>
<td align="center" valign="top">&#x2212;1.09</td>
<td align="center" valign="top">1.68</td>
<td align="center" valign="top">0.83</td>
</tr>
<tr>
<td align="left" valign="top">IPL</td>
<td align="center" valign="top">4.18</td>
<td align="center" valign="top">0.85</td>
<td align="center" valign="top">&#x2212;0.84</td>
<td align="center" valign="top">0.50</td>
<td align="center" valign="top">-</td>
</tr>
<tr>
<td align="left" valign="top" colspan="6">T2</td>
</tr>
<tr>
<td align="left" valign="top">TR</td>
<td align="center" valign="top">3.87</td>
<td align="center" valign="top">0.67</td>
<td align="center" valign="top">&#x2212;0.28</td>
<td align="center" valign="top">0.40</td>
<td align="center" valign="top">0.93</td>
</tr>
<tr>
<td align="left" valign="top">AUT</td>
<td align="center" valign="top">3.70</td>
<td align="center" valign="top">0.73</td>
<td align="center" valign="top">&#x2212;0.94</td>
<td align="center" valign="top">1.83</td>
<td align="center" valign="top">0.85</td>
</tr>
<tr>
<td align="left" valign="top">ENG</td>
<td align="center" valign="top">4.41</td>
<td align="center" valign="top">1.10</td>
<td align="center" valign="top">&#x2212;0.67</td>
<td align="center" valign="top">0.28</td>
<td align="center" valign="top">0.81</td>
</tr>
<tr>
<td align="left" valign="top">IPL</td>
<td align="center" valign="top">4.16</td>
<td align="center" valign="top">0.96</td>
<td align="center" valign="top">&#x2212;1.3</td>
<td align="center" valign="top">1.7</td>
<td align="center" valign="top">-</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>TR, Technology as a resource; ENG, Work Engagement; AUT, Autonomy; IPL, Improvement in private life; M, mean; SD, Standard Deviation; na, Not Assessed (IPL was not assessed in T0); &#x03C9; coefficients were not computed for IPL as is a single-item measurement. T0&#x202F;=&#x202F;Time 1, T1&#x202F;=&#x202F;Time 2, T2&#x202F;=&#x202F;Time 3.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec15">
<title>Longitudinal measurement invariance</title>
<p>Before running the cross-lagged model, we assessed the longitudinal invariance of each measure. <xref ref-type="table" rid="tab3">Table 3</xref> shows that for all the 3 scales considered (Technology as a resource, Autonomy, and Work engagement) all 3 levels of invariance were fully achieved.</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Longitudinal measurement invariance.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th>Invariance</th>
<th align="center" valign="top">&#x03C7;2</th>
<th align="center" valign="top">
<italic>df</italic>
</th>
<th align="center" valign="top">p<sub>&#x03C7;2</sub></th>
<th align="center" valign="top">&#x0394;<sub>&#x03C7;2</sub></th>
<th align="center" valign="top">&#x0394;<italic>df</italic></th>
<th align="center" valign="top">p<sub>&#x0394;&#x03C7;2</sub></th>
<th align="center" valign="top">CFI</th>
<th align="center" valign="top">TLI</th>
<th align="center" valign="top">RMSEA(p)</th>
<th align="center" valign="top">&#x0394;<sub>CFI</sub></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" colspan="11">TR</td>
</tr>
<tr>
<td align="left" valign="top">Configural</td>
<td align="center" valign="middle">15.27</td>
<td align="center" valign="middle">15</td>
<td align="center" valign="middle">0.43</td>
<td/>
<td/>
<td/>
<td align="center" valign="middle">1.00</td>
<td align="center" valign="middle">0.999</td>
<td align="center" valign="middle">0.010(ns)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Metric</td>
<td align="center" valign="middle">20.83</td>
<td align="center" valign="middle">19</td>
<td align="center" valign="middle">0.34</td>
<td align="center" valign="middle">5.26</td>
<td align="center" valign="middle">4</td>
<td align="center" valign="middle">0.26</td>
<td align="center" valign="middle">0.998</td>
<td align="center" valign="middle">0.996</td>
<td align="center" valign="middle">0.022(ns)</td>
<td align="center" valign="middle">&#x2212;0.002</td>
</tr>
<tr>
<td align="left" valign="top">Scalar</td>
<td align="center" valign="middle">24.57</td>
<td align="center" valign="middle">23</td>
<td align="center" valign="middle">0.37</td>
<td align="center" valign="middle">3.68</td>
<td align="center" valign="middle">4</td>
<td align="center" valign="middle">0.45</td>
<td align="center" valign="middle">0.998</td>
<td align="center" valign="middle">0.997</td>
<td align="center" valign="middle">0.019(ns)</td>
<td align="center" valign="middle">0.000</td>
</tr>
<tr>
<td align="left" valign="top">Strict</td>
<td align="center" valign="middle">30.49</td>
<td align="center" valign="middle">29</td>
<td align="center" valign="middle">0.39</td>
<td align="center" valign="middle">5.92</td>
<td align="center" valign="middle">7</td>
<td align="center" valign="middle">0.43</td>
<td align="center" valign="middle">0.998</td>
<td align="center" valign="middle">0.998</td>
<td align="center" valign="middle">0.016(ns)</td>
<td align="center" valign="middle">0.000</td>
</tr>
<tr>
<td align="left" valign="top">LMI</td>
<td align="center" valign="middle">41.79</td>
<td align="center" valign="middle">31</td>
<td align="center" valign="middle">0.09</td>
<td align="center" valign="middle">11.30</td>
<td align="center" valign="middle">2</td>
<td align="center" valign="middle">0.002</td>
<td align="center" valign="middle">0.989</td>
<td align="center" valign="middle">0.987</td>
<td align="center" valign="middle">0.042(ns)</td>
<td align="center" valign="middle">&#x2212;0.009</td>
</tr>
<tr>
<td align="left" valign="top" colspan="11">AUT</td>
</tr>
<tr>
<td align="left" valign="top">Configural</td>
<td align="center" valign="middle">10.66</td>
<td align="center" valign="middle">15</td>
<td align="center" valign="middle">0.78</td>
<td/>
<td/>
<td/>
<td align="center" valign="middle">1.00</td>
<td align="center" valign="middle">1.00</td>
<td align="center" valign="middle">0.000(ns)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Metric</td>
<td align="center" valign="middle">10.73</td>
<td align="center" valign="middle">19</td>
<td align="center" valign="middle">0.93</td>
<td align="center" valign="middle">0.72</td>
<td align="center" valign="middle">4</td>
<td align="center" valign="middle">0.95</td>
<td align="center" valign="middle">1.00</td>
<td align="center" valign="middle">1.00</td>
<td align="center" valign="middle">0.000(ns)</td>
<td align="center" valign="middle">0.000</td>
</tr>
<tr>
<td align="left" valign="top">Scalar</td>
<td align="center" valign="middle">12.16</td>
<td align="center" valign="middle">23</td>
<td align="center" valign="middle">0.97</td>
<td align="center" valign="middle">1.40</td>
<td align="center" valign="middle">4</td>
<td align="center" valign="middle">0.84</td>
<td align="center" valign="middle">1.00</td>
<td align="center" valign="middle">1.00</td>
<td align="center" valign="middle">0.000(ns)</td>
<td align="center" valign="middle">0.000</td>
</tr>
<tr>
<td align="left" valign="top">Strict</td>
<td align="center" valign="middle">18.51</td>
<td align="center" valign="middle">29</td>
<td align="center" valign="middle">0.93</td>
<td align="center" valign="middle">6.35</td>
<td align="center" valign="middle">7</td>
<td align="center" valign="middle">0.45</td>
<td align="center" valign="middle">1.00</td>
<td align="center" valign="middle">1.00</td>
<td align="center" valign="middle">0.000(ns)</td>
<td align="center" valign="middle">0.000</td>
</tr>
<tr>
<td align="left" valign="top">LMI</td>
<td align="center" valign="middle">19.06</td>
<td align="center" valign="middle">31</td>
<td align="center" valign="middle">0.95</td>
<td align="center" valign="middle">0.55</td>
<td align="center" valign="middle">2</td>
<td align="center" valign="middle">0.79</td>
<td align="center" valign="middle">1.00</td>
<td align="center" valign="middle">1.00</td>
<td align="center" valign="middle">0.000(ns)</td>
<td align="center" valign="middle">0.000</td>
</tr>
<tr>
<td align="left" valign="top" colspan="11">ENG</td>
</tr>
<tr>
<td align="left" valign="top">Configural</td>
<td align="center" valign="middle">14.72</td>
<td align="center" valign="middle">15</td>
<td align="center" valign="middle">0.47</td>
<td/>
<td/>
<td/>
<td align="center" valign="middle">1.00</td>
<td align="center" valign="middle">1.00</td>
<td align="center" valign="middle">0.000(ns)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Metric</td>
<td align="center" valign="middle">23.17</td>
<td align="center" valign="middle">19</td>
<td align="center" valign="middle">0.23</td>
<td align="center" valign="middle">7.97</td>
<td align="center" valign="middle">4</td>
<td align="center" valign="middle">0.09</td>
<td align="center" valign="middle">0.994</td>
<td align="center" valign="middle">0.989</td>
<td align="center" valign="middle">0.034(ns)</td>
<td align="center" valign="middle">&#x2212;0.006</td>
</tr>
<tr>
<td align="left" valign="top">Scalar</td>
<td align="center" valign="middle">25.07</td>
<td align="center" valign="middle">23</td>
<td align="center" valign="middle">0.35</td>
<td align="center" valign="middle">1.53</td>
<td align="center" valign="middle">4</td>
<td align="center" valign="middle">0.82</td>
<td align="center" valign="middle">0.997</td>
<td align="center" valign="middle">0.995</td>
<td align="center" valign="middle">0.022(ns)</td>
<td align="center" valign="middle">0.003</td>
</tr>
<tr>
<td align="left" valign="top">Strict</td>
<td align="center" valign="middle">27.40</td>
<td align="center" valign="middle">29</td>
<td align="center" valign="middle">0.54</td>
<td align="center" valign="middle">2.33</td>
<td align="center" valign="middle">7</td>
<td align="center" valign="middle">0.55</td>
<td align="center" valign="middle">1.00</td>
<td align="center" valign="middle">1.00</td>
<td align="center" valign="middle">0.000(ns)</td>
<td align="center" valign="middle">0.003</td>
</tr>
<tr>
<td align="left" valign="top">LMI</td>
<td align="center" valign="middle">32.57</td>
<td align="center" valign="middle">31</td>
<td align="center" valign="middle">0.38</td>
<td align="center" valign="middle">5,17</td>
<td align="center" valign="middle">2</td>
<td align="center" valign="middle">0.047</td>
<td align="center" valign="middle">0.998</td>
<td align="center" valign="middle">0.997</td>
<td align="center" valign="middle">0.016(ns)</td>
<td align="center" valign="middle">0.002</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>TR, Technology as a resource; ENG, Work Engagement; AUT, Autonomy; LMI, Latent Means Invariance.</p>
</table-wrap-foot>
</table-wrap>
<p>After the inspection of modification indices, we found a slight increase between T0 and T1 in TR and a slight decrease between T1 and T2 in ENG. This size can be quantified, respectively, in 0.62 and 0.78 latent means.</p>
</sec>
<sec id="sec16">
<title>Cross-lagged panel model</title>
<p>A cross-lagged with lag-2 effects panel model (CL2PM) has been used to test the main hypotheses. We compared two models, the first in which all autoregressive and cross-lagged relationships were unconstrained, the second in which these relationships were all constrained to be equal through time. The results showed that the full constrained model had a better fit (&#x03C7;<sup>2</sup><sub>(26)</sub>&#x202F;=&#x202F;31.607, <italic>p</italic>&#x202F;=&#x202F;0.20, CFI&#x202F;=&#x202F;0.99, RMSEA&#x202F;=&#x202F;0.033 (90% CI 0.000&#x2013;0.069, <italic>p</italic>&#x202F;=&#x202F;0.742), SRMR&#x202F;=&#x202F;0.05.) than the unconstrained model (&#x03C7;<sup>2</sup>(17)&#x202F;=&#x202F;20.468, <italic>p</italic>&#x202F;=&#x202F;0.25, CFI&#x202F;=&#x202F;0.99, RMSEA&#x202F;=&#x202F;0.032 (90% CI 0.000&#x2013;0.076, <italic>p</italic>&#x202F;=&#x202F;0.698), SRMR&#x202F;=&#x202F;0.04), so we accept the most parsimonious model which is the constrained one. <xref ref-type="fig" rid="fig1">Figure 1</xref> reported the tested parameters in a completely standardized metric. Overall, all variables showed significant autoregressive paths across time points, suggesting that TR, AUT, ENG and IPL were consistently stable across contiguous waves.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Cross-lagged panel model parameters. Results are completely standardized. All estimates were controlled for gender (1-males, 2&#x202F;=&#x202F;f females) and number of children (0&#x202F;=&#x202F;no 1&#x202F;=&#x202F;yes). All variables within each wave were allowed to covary. The dotted lines indicate non-significant effects (<italic>p</italic> &#x003E;&#x202F;0.05); &#x002A;&#x002A;&#x002A; <italic>p</italic> &#x003C;&#x202F;001, <italic>p</italic> &#x003C;&#x202F;0.01,&#x201D;&#x201C;<italic>p</italic> &#x003C;&#x202F;05.</p>
</caption>
<graphic xlink:href="fpubh-13-1659185-g001.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">A structural equation model diagram showing the relationships between factors across three time points: T0, T1, and T2. Factors include &#x201C;Technology as a resource,&#x201D; &#x201C;Autonomy,&#x201D; &#x201C;Improvements in private life due to remote work,&#x201D; and &#x201C;Work engagement,&#x201D; each with associated R&#x00B2; values. Arrows indicate directional relationships with significance levels marked by asterisks (e.g., &#x002A;&#x002A;&#x002A; for high significance). Solid lines denote significant relationships, while dashed lines indicate non-significant (ns) paths. Various numeric values illustrate the strength of relationships, such as.57&#x002A;&#x002A;&#x002A;,.16&#x002A;&#x002A;, and so on.</alt-text>
</graphic>
</fig>
<p>In line with H1, results showed that AUT (T0) had a significant effect on ENG (T1) (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.14, <italic>p</italic>&#x202F;=&#x202F;0.003), and AUT (T1) had a significant effect on ENG (T2) (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.14, <italic>p</italic>&#x202F;=&#x202F;0.001). Similarly, in line with H2, TR (T0) had a significant effect on ENG (T1) (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.11, <italic>p</italic>&#x202F;=&#x202F;0.011), and TR (T1) had a significant effect on ENG (T2) (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.10, <italic>p</italic>&#x202F;=&#x202F;0.012). Contrary to our expectation, H3 was not supported by the data: ENG (T0) did not affect AUT (T1) (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.04, <italic>p</italic>&#x202F;=&#x202F;0.449), and ENG (T1) did not affect AUT (T2) (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.04, <italic>p</italic>&#x202F;=&#x202F;0.451). H4 was supported by the data, ENG (T0) had a significant effect on TR (T1), (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.12, <italic>p</italic>&#x202F;=&#x202F;0.007), and ENG (T1) had a significant effect on TR (T2), (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.11, <italic>p</italic>&#x202F;=&#x202F;0.009). Regarding the Improvement in private life, H5 seems to be confirmed: TR (T0) had a significant effect on IPL (T1) (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.16, <italic>p</italic>&#x202F;=&#x202F;0.003), and TR (T1) had a significant effect on IPL (T2) (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.14, <italic>p</italic>&#x202F;=&#x202F;0.005). On the contrary, H6 has not been confirmed from the data: AUT (T0) had a non-significant effect on IPL (T1) (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.04, <italic>p</italic>&#x202F;=&#x202F;0.456), and AUT (T1) had a non-significant effect on IPL (T2) (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.04, <italic>p</italic>&#x202F;=&#x202F;0.454). Covariates effects are reported in <xref ref-type="table" rid="tab4">Table 4</xref>.</p>
<table-wrap position="float" id="tab4">
<label>Table 4</label>
<caption>
<p>Standardized effects of covariates on each variable of the cross-lagged panel model.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Effects</th>
<th align="center" valign="top">&#x03B2;</th>
<th align="center" valign="top">SE</th>
<th align="center" valign="top">p</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Gender (T0) &#x2192; TR (T0)</td>
<td align="center" valign="middle">0.053</td>
<td align="center" valign="middle">0.075</td>
<td align="center" valign="middle">0.475</td>
</tr>
<tr>
<td align="left" valign="top">Children (T0) &#x2192; TR (T0)</td>
<td align="center" valign="middle">0.067</td>
<td align="center" valign="middle">0.071</td>
<td align="center" valign="middle">0.344</td>
</tr>
<tr>
<td align="left" valign="top">Gender (T0) &#x2192; ENG (T0)</td>
<td align="center" valign="middle">&#x2212;0.034</td>
<td align="center" valign="middle">0.070</td>
<td align="center" valign="middle">0.627</td>
</tr>
<tr>
<td align="left" valign="top">Children (T0) &#x2192; ENG (T0)</td>
<td align="center" valign="middle">&#x2212;0.052</td>
<td align="center" valign="middle">0.076</td>
<td align="center" valign="middle">0.497</td>
</tr>
<tr>
<td align="left" valign="top">Gender (T0) &#x2192; AUT (T0)</td>
<td align="center" valign="middle">&#x2212;0.012</td>
<td align="center" valign="middle">0.070</td>
<td align="center" valign="middle">0.862</td>
</tr>
<tr>
<td align="left" valign="top">Children (T0) &#x2192; AUT (T0)</td>
<td align="center" valign="middle">&#x2212;0.022</td>
<td align="center" valign="middle">0.071</td>
<td align="center" valign="middle">0.760</td>
</tr>
<tr>
<td align="left" valign="top">Gender (T0) &#x2192; TR (T1)</td>
<td align="center" valign="middle">&#x2212;0.017</td>
<td align="center" valign="middle">0.054</td>
<td align="center" valign="middle">0.752</td>
</tr>
<tr>
<td align="left" valign="top">Children (T0) &#x2192; TR (T1)</td>
<td align="center" valign="middle">0.081</td>
<td align="center" valign="middle">0.062</td>
<td align="center" valign="middle">0.192</td>
</tr>
<tr>
<td align="left" valign="top">Gender (T0) &#x2192; ENG (T1)</td>
<td align="center" valign="middle">0.008</td>
<td align="center" valign="middle">0.056</td>
<td align="center" valign="middle">0.892</td>
</tr>
<tr>
<td align="left" valign="top">Children (T0) &#x2192; ENG (T1)</td>
<td align="center" valign="middle">&#x2212;0.030</td>
<td align="center" valign="middle">0.055</td>
<td align="center" valign="middle">0.581</td>
</tr>
<tr>
<td align="left" valign="top">Gender (T0) &#x2192; AUT (T1)</td>
<td align="center" valign="middle"><bold>&#x2212;0.113</bold></td>
<td align="center" valign="middle"><bold>0.056</bold></td>
<td align="center" valign="middle"><bold>0.042</bold></td>
</tr>
<tr>
<td align="left" valign="top">Children (T0) &#x2192; AUT (T1)</td>
<td align="center" valign="middle">&#x2212;0.028</td>
<td align="center" valign="middle">0.065</td>
<td align="center" valign="middle">0.668</td>
</tr>
<tr>
<td align="left" valign="top">Gender (T0) &#x2192; IPL (T1)</td>
<td align="center" valign="middle">0.073</td>
<td align="center" valign="middle">0.081</td>
<td align="center" valign="middle">0.365</td>
</tr>
<tr>
<td align="left" valign="top">Children (T0) &#x2192; IPL (T1)</td>
<td align="center" valign="middle">0.128</td>
<td align="center" valign="middle">0.068</td>
<td align="center" valign="middle">0.061</td>
</tr>
<tr>
<td align="left" valign="top">Gender (T0) &#x2192; TR (T2)</td>
<td align="center" valign="middle">&#x2212;0.007</td>
<td align="center" valign="middle">0.064</td>
<td align="center" valign="middle">0.916</td>
</tr>
<tr>
<td align="left" valign="top">Children (T0) &#x2192; TR (T2)</td>
<td align="center" valign="middle">0.103</td>
<td align="center" valign="middle">0.058</td>
<td align="center" valign="middle">0.073</td>
</tr>
<tr>
<td align="left" valign="top">Gender (T0) &#x2192; ENG (T2)</td>
<td align="center" valign="middle">0.056</td>
<td align="center" valign="middle">0.063</td>
<td align="center" valign="middle">0.372</td>
</tr>
<tr>
<td align="left" valign="top">Children (T0) &#x2192; ENG (T2)</td>
<td align="center" valign="middle">0.077</td>
<td align="center" valign="middle">0.054</td>
<td align="center" valign="middle">0.155</td>
</tr>
<tr>
<td align="left" valign="top">Gender (T0) &#x2192; AUT (T2)</td>
<td align="center" valign="middle">&#x2212;0.066</td>
<td align="center" valign="middle">0.061</td>
<td align="center" valign="middle">0.280</td>
</tr>
<tr>
<td align="left" valign="top">Children (T0) &#x2192; AUT (T2)</td>
<td align="center" valign="middle">&#x2212;0.048</td>
<td align="center" valign="middle">0.064</td>
<td align="center" valign="middle">0.466</td>
</tr>
<tr>
<td align="left" valign="top">Gender (T0) &#x2192; IPL (T2)</td>
<td align="center" valign="middle">0.022</td>
<td align="center" valign="middle">0.072</td>
<td align="center" valign="middle">0.754</td>
</tr>
<tr>
<td align="left" valign="top">Children (T0) &#x2192; IPL (T2)</td>
<td align="center" valign="middle">0.095</td>
<td align="center" valign="middle">0.075</td>
<td align="center" valign="middle">0.202</td>
</tr>
</tbody>
</table>
<table-wrap-foot><p>TR, Technology as a resource; ENG, Work Engagement; AUT, Autonomy; IPL, Improvement in private life; Results are presented in a completely standardized metric. T0&#x202F;=&#x202F;Time 1, T1&#x202F;=&#x202F;Time 2, T2&#x202F;=&#x202F;Time 3, B&#x202F;=&#x202F;Estimate; SE&#x202F;=&#x202F;Standard Error.</p> <p>Significant coefficient are reported in bold.</p></table-wrap-foot>
</table-wrap>
<p>Regarding the indirect effects, H7 was supported: AUT (T0) had a significant effect on TR (T2) through ENG (T1) (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.01, <italic>p</italic>&#x202F;=&#x202F;0.049; 95% CI&#x202F;=&#x202F;0.002; 0.042). Finally, also H8 was confirmed: ENG (T0) showed a significant effect on IPL (T2) through TR (T1) (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.02, <italic>p</italic>&#x202F;=&#x202F;0.050; 95% CI&#x202F;=&#x202F;0.002; 0.052). Regarding the role of covariates, the results showed that females scored lower in AUT at T1 (<italic>&#x03B2;</italic>&#x202F;=&#x202F;&#x2212;0.113, <italic>p</italic>&#x202F;=&#x202F;0.042). Overall, the model explained 36.9% of the variance of TR, 33.7% of AUT, 42.2% of ENG, and 5.3% of IPL measured at T1, and 45.8% of TR, 42.1% of AUT, 64% of ENG, and 33.5% of IPL measured at T3. Significant indirect effects are reported in <xref ref-type="table" rid="tab5">Table 5</xref>.</p>
<table-wrap position="float" id="tab5">
<label>Table 5</label>
<caption>
<p>Standardized specific indirect effects and their associated bootstrapped confidence intervals of the cross-lagged model.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Specific indirect effects</th>
<th align="center" valign="top">Estimate</th>
<th align="center" valign="top">
<italic>p</italic>
</th>
<th align="center" valign="top">95% Bootstrapped CI</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">AUT (T0) &#x2192; ENG (T1) &#x2192; TR (T2)</td>
<td align="center" valign="middle">0.015</td>
<td align="center" valign="top">0.049</td>
<td align="center" valign="middle">0.002&#x2013;0.042</td>
</tr>
<tr>
<td align="left" valign="top">ENG (T0) &#x2192; TR (T1) &#x2192; IPL (T2)</td>
<td align="center" valign="middle">0.017</td>
<td align="center" valign="top">0.050</td>
<td align="center" valign="middle">0.002&#x2013;0.052</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>TR, Technology as a resource; ENG, Work Engagement; AUT, Autonomy; IPL, Improvement in private life.</p>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec sec-type="discussion" id="sec17">
<title>Discussion</title>
<p>Due to the pandemic, remote work has become increasingly prevalent, becoming a necessary modality of work (<xref ref-type="bibr" rid="ref2">2</xref>), and organizations were forced to provide technological resources for remote work due to the emergency (<xref ref-type="bibr" rid="ref3">3</xref>). This sudden change in work arrangements has led to workers having to adapt to a new way of working from home, often without or with low prior preparation (<xref ref-type="bibr" rid="ref2">2</xref>). Implementing remote work significantly impacts workers&#x2019; well-being and motivation (<xref ref-type="bibr" rid="ref61">61</xref>). This study offers a comprehensive exploration of how technology and job autonomy influence work engagement and private life improvements in the context of remote work. A key strength lies in its longitudinal design, capturing the evolution of these dynamics over three distinct phases of remote work implementation.</p>
<p>Invariance analyses confirmed the strict invariance, along with significant increases in TR&#x2019;s latent means between T0 and T1, and a decrease in ENG latent means between T1 and T2. The perception of technology as a resource may have increased between T0 and T1 because the introduction of technological tools that enabled workers to perceive technology as positive and useful to the performance of their work. In addition, the spread of the COVID 19 pandemic may have caused a slight decrease in remote worker engagement between T1 and T2 due to stay at home laws.</p>
<p>The data support almost all of our hypotheses (<xref ref-type="table" rid="tab6">Table 6</xref>). According to our first hypothesis, job autonomy increased work engagement over time. In line with previous studies, our result supported that autonomy positively impacts employee engagement (<xref ref-type="bibr" rid="ref34">34</xref>). Workers&#x2019; ability to decide on the manner, place, and time of performing tasks increases engagement with their work. Moreover, autonomy encourages creativity and makes it easier to adapt to change (<xref ref-type="bibr" rid="ref35">35</xref>) by providing employees with more responsibility and accountability. When people are free to make decisions and manage their tasks, they tend to feel more committed to the outcomes. This sense of ownership often leads to greater dedication to their work, resulting in higher levels of engagement.</p>
<table-wrap position="float" id="tab6">
<label>Table 6</label>
<caption>
<p>Resume of study hypotheses.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" colspan="2">Hypothesis</th>
<th align="left" valign="top">Supported</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">H1</td>
<td align="left" valign="top">Job autonomy will positively sustain work engagement over time.</td>
<td align="left" valign="top">Yes</td>
</tr>
<tr>
<td align="left" valign="top">H2</td>
<td align="left" valign="top">The perception of technology as a resource will positively sustain work engagement over time.</td>
<td align="left" valign="top">Yes</td>
</tr>
<tr>
<td align="left" valign="top">H3</td>
<td align="left" valign="top">Work engagement will positively influence job autonomy over time.</td>
<td align="left" valign="top">No</td>
</tr>
<tr>
<td align="left" valign="top">H4</td>
<td align="left" valign="top">Work engagement will positively influence the perception of technology as a resource over time.</td>
<td align="left" valign="top">Yes</td>
</tr>
<tr>
<td align="left" valign="top">H5</td>
<td align="left" valign="top">The perception of technology as a resource would positively predict improvements in workers&#x2019; private lives.</td>
<td align="left" valign="top">Yes</td>
</tr>
<tr>
<td align="left" valign="top">H6</td>
<td align="left" valign="top">Job autonomy would positively predict improvements in workers&#x2019; private lives.</td>
<td align="left" valign="top">No</td>
</tr>
<tr>
<td align="left" valign="top">H7</td>
<td align="left" valign="top">Work engagement will mediate the relation between job autonomy and the perception of technology as a resource.</td>
<td align="left" valign="top">Yes</td>
</tr>
<tr>
<td align="left" valign="top">H8</td>
<td align="left" valign="top">The perception of technology as a resource will mediate the relation between work engagement and Improvement in private life.</td>
<td align="left" valign="top">Yes</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Similarly, results confirmed our second hypothesis: technology as a resource positively influenced work engagement over time. When organizations implement effective practices and policies, such as providing adequate technological tools, remote workers can have a healthy and fulfilling work environment. For example, improving tools for sharing information and documents can help workers perform better and maintain contact with their colleagues (e.g., by using videoconference platforms). Nonetheless, when changes are introduced within the organization, clear communication and good sharing from management have been found to boost individual outcomes (<xref ref-type="bibr" rid="ref17">17</xref>).</p>
<p>The results did not support our third hypothesis: work engagement was not significantly associated with job autonomy over time, possibly because the link between work engagement and job autonomy may depend on contextual or structural factors not captured in this study, such as team processes or managerial practices. Another explanation could reside in both the ways and the context in which workers have come to deal with remote work. Indeed, at T1, the workers were in remote work conditions 1 day per week. This innovative and different way of working may have prevented the workers from fully adapting to and experiencing the degree of autonomy provided by remote work. Thus, engagement may not have been able to influence autonomy in workers. On the other hand, at T2, workers were in full-time remote work (5 days per week) because of the lockdown due to the COVID-19 pandemic. Restrictions imposed by the government forced workers to stay at home, with very few opportunities to go out and perform activities outside their homes. This may have undermined workers&#x2019; sense of autonomy, so their work engagement may not have been able to stimulate feelings of autonomy fully.</p>
<p>As expected, work engagement positively influenced the perception of technology as a resource over time (H4). According to the JD-R model (<xref ref-type="bibr" rid="ref10">10</xref>), more engaged workers may experience a positive cycle in which they become more engaged and motivated and perceive resources more positively. This can result in a gain spiral, in which the relationships between work engagement, proactive behavior and resources become more and more positive, leading to even higher levels of these variables [see also (<xref ref-type="bibr" rid="ref37">37</xref>, <xref ref-type="bibr" rid="ref38">38</xref>)]. Thus, highly engaged workers had a more positive perception of the technology provided by their organization as a resource.</p>
<p>Our fifth hypothesis was supported by the data: the perception of technology as a resource significantly predicted the perception of Improvement of private life due to remote work overtime. Workers can use technology as a resource to improve their personal and work lives, including maintaining relationships with colleagues and loved ones (<xref ref-type="bibr" rid="ref42">42</xref>). H6 was not supported by our results: job autonomy did not significantly predict an improvement in private life due to remote work over time, which may suggest that job autonomy alone is not sufficient to produce improvements in private life. Other elements such as individual coping strategies or external demands may play a more significant role. The challenges posed by the COVID-19 pandemic (T2) and adopting a new work model for just 1 day per week (T1) may have made it harder for participants to perceive any improvements in their lives resulting from working remotely. As a result, it is possible that autonomy had a smaller impact on their perception of remote work&#x2019;s benefits.</p>
<p>The data supported our seventh hypothesis. Results showed that job autonomy prospectively influenced the perception of technology as a resource through the mediating effect of work engagement. Research shows that allowing workers to make decisions and control their work is vital for their engagement (<xref ref-type="bibr" rid="ref34">34</xref>). Engaged workers tend to be more receptive to new experiences (<xref ref-type="bibr" rid="ref43">43</xref>), which could make them more likely to view the technology provided by the organization as a valuable resource. Finally, H8 was supported by the data. Work engagement prospectively influenced the Improvement in private life due to remote work through the mediating effect of the perception of the technology provided by the organization as a resource. As per the JD-R (<xref ref-type="bibr" rid="ref10">10</xref>) model, resources play a crucial role in promoting the well-being of employees. Therefore, when technology is framed as a resource, it can enhance the perception of well-being among workers. Likewise, more engaged employees are more open to novelty, perceiving the technologies provided by their organization as a resource. Hence, it is possible to assume that more engaged workers may experience a better quality of life due to technological resources.</p>
<sec id="sec18">
<title>Limitations and future developments</title>
<p>The study conducted has yielded some significant results, but it also has limitations that need to be acknowledged. Firstly, all the participants were Italian and worked at INAIL, a very specific organization with its own culture, which may differ from that of other public or private sectors. This means that the results cannot be generalized to other countries or organizational contexts. Future studies should aim to replicate these findings with different samples and in diverse work contexts (e.g., private sector, multinational, younger workforce), to gain a more in-depth understanding of remote work and technology use. Second, the reliance on self-reported measures introduces potential bias, as the common method variance (CMV). Although procedural remedies were adopted to mitigate this risk, future research should consider triangulating self-reports with objective or behavioral data to enhance the robustness of findings. This would help address concerns related to CMV (<xref ref-type="bibr" rid="ref62">62</xref>). Thirdly, the high average age of participants may have influenced their perspectives on technology and remote work, since older people tend to have more difficulty managing the use of new technologies, suggesting the need for research that includes a broader demographic range. Finally, we acknowledge the limitation of using a single-item measure for &#x201C;improvements in private life,&#x201D; which was due to survey length constraints. It will be helpful to consider validated multi-item scales to enhance measurement reliability. Future studies should also investigate long-term effects of remote work on engagement, well-being, and private life, considering evolving technological advancements and organizational policies. By addressing these limitations, future studies can provide deeper insights and practical guidelines for optimizing remote work practices.</p>
</sec>
</sec>
<sec id="sec19">
<title>Conclusion and practical implications</title>
<p>Remote work has become increasingly popular due to the benefits of saving on physical workspace, access to a wider pool of global talent, and less time spent commuting (<xref ref-type="bibr" rid="ref7">7</xref>). However, it must be properly introduced in order to prevent negative outcomes. Introducing technological tools in public administration for remote work can help overcome remote workers&#x2019; unique challenges. These tools can enhance communication and collaboration among remote workers, providing efficient channels for them to connect with colleagues, share information, and collaborate on projects (<xref ref-type="bibr" rid="ref63">63</xref>). By offering real-time messaging platforms, video conferencing capabilities, and project management tools, new technological tools can improve communication and coordination between team members, even when they are physically distant. Implementing new technological tools in public administration for remote work has the potential to positively transform the way remote workers collaborate and execute tasks, leading to an enhancement in their private lives. It is essential for organizations to tailor their remote work programs to the specific needs of their workforce, taking into account factors such as job roles, communication needs, and team dynamics. Providing adequate support for remote workers, including flexible work practices and addressing potential challenges such as social isolation, is crucial for the success of remote work arrangements. Overall, by understanding and addressing these practical implications, organizations can create successful and sustainable remote work and job design strategies.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec20">
<title>Data availability statement</title>
<p>The data analyzed in this study is subject to the following licenses/restrictions: the dataset generated and analyzed in this study is not publicly available due to institutional restrictions and confidentiality agreements with the participating organization (INAIL). Access to the data may be granted upon reasonable request and with permission from INAIL and the research team. Requests to access these datasets should be directed to Ilaria Olivo, <email>ilaria.olivo@uniroma1.it</email>.</p>
</sec>
<sec sec-type="ethics-statement" id="sec21">
<title>Ethics statement</title>
<p>Ethical approval was not required for the studies involving humans because the data was collected directly by INAIL from its employees. This research is therefore based on an internal survey conducted to understand the progress of the introduction of remote working. The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study.</p>
</sec>
<sec sec-type="author-contributions" id="sec22">
<title>Author contributions</title>
<p>IO: Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Resources, Software, Supervision, Validation, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. VG: Methodology, Writing &#x2013; review &#x0026; editing. IM: Methodology, Writing &#x2013; review &#x0026; editing. LF: Writing &#x2013; review &#x0026; editing. FS: Writing &#x2013; review &#x0026; editing. SIs: Methodology, data analysis, Writing &#x2013; review &#x0026; editing. MR: Writing &#x2013; review &#x0026; editing. MG: Writing &#x2013; review &#x0026; editing. SR: Writing &#x2013; review &#x0026; editing. CB: Writing &#x2013; review &#x0026; editing. BP: Writing &#x2013; review &#x0026; editing. SIa: Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec sec-type="funding-information" id="sec23">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. This article is funded by INAIL through the BRIC project ID 33, in collaboration with Sapienza University of Rome.</p>
</sec>
<sec sec-type="COI-statement" id="sec24">
<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="ai-statement" id="sec25">
<title>Generative AI statement</title>
<p>The authors declare that no Gen AI was used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec sec-type="disclaimer" id="sec26">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<fn-group>
<fn id="fn0001"><p><sup>1</sup>The short Italian version of the Management Standards Indicator tool was developed by INAIL in collaboration with the Department of Psychology of Sapienza University of Rome. The &#x201C;optimal shortening&#x201D; procedure (<xref ref-type="bibr" rid="ref64">64</xref>), which allows to maximize the internal coherence of the tools without sacrificing the representativeness of the content of the items with respect to the factor they measure, was used to obtain a short version of this tool. A validation study on this short version is underway.</p></fn>
</fn-group>
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