<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.4 20241031//EN" "JATS-journalpublishing1-4.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="research-article" dtd-version="1.4" xml:lang="en">
  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">ojsst</journal-id>
      <journal-title-group>
        <journal-title>Open Journal of Safety Science and Technology</journal-title>
      </journal-title-group>
      <issn pub-type="epub">2162-6006</issn>
      <issn pub-type="ppub">2162-5999</issn>
      <publisher>
        <publisher-name>Scientific Research Publishing</publisher-name>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.4236/ojsst.2026.161001</article-id>
      <article-id pub-id-type="publisher-id">ojsst-148653</article-id>
      <article-categories>
        <subj-group>
          <subject>Article</subject>
        </subj-group>
        <subj-group>
          <subject>Chemistry</subject>
          <subject>Materials Science</subject>
          <subject>Earth</subject>
          <subject>Environmental Sciences</subject>
          <subject>Engineering</subject>
          <subject>Physics</subject>
          <subject>Mathematics</subject>
          <subject>Social Sciences</subject>
          <subject>Humanities</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Employees’ Burnout and Adverse Safety Performance Metrics Model (ASPMM) Solutions in High-Risk Industries</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author" corresp="yes">
          <name name-style="western">
            <surname>Olatoye</surname>
            <given-names>Oluwafemi G.</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <name name-style="western">
            <surname>Arewa</surname>
            <given-names>Andrew O.</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <name name-style="western">
            <surname>Theophilus</surname>
            <given-names>Stephen C.</given-names>
          </name>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <name name-style="western">
            <surname>Husain</surname>
            <given-names>Ismaeel</given-names>
          </name>
          <xref ref-type="aff" rid="aff3">3</xref>
        </contrib>
      </contrib-group>
      <aff id="aff1"><label>1</label> Engineering and Construction Department, School of Architecture, Computing and Engineering, University of East London, London, UK </aff>
      <aff id="aff2"><label>2</label> University of Greenwich, London, UK </aff>
      <aff id="aff3"><label>3</label> Bapco Energies, Manama, Bahrain </aff>
      <author-notes>
        <fn fn-type="conflict" id="fn-conflict">
          <p>The authors declare no conflicts of interest regarding the publication of this paper.</p>
        </fn>
      </author-notes>
      <pub-date pub-type="epub">
        <day>08</day>
        <month>01</month>
        <year>2026</year>
      </pub-date>
      <pub-date pub-type="collection">
        <month>01</month>
        <year>2026</year>
      </pub-date>
      <volume>16</volume>
      <issue>01</issue>
      <fpage>1</fpage>
      <lpage>13</lpage>
      <history>
        <date date-type="received">
          <day>03</day>
          <month>10</month>
          <year>2025</year>
        </date>
        <date date-type="accepted">
          <day>05</day>
          <month>01</month>
          <year>2026</year>
        </date>
        <date date-type="published">
          <day>08</day>
          <month>01</month>
          <year>2026</year>
        </date>
      </history>
      <permissions>
        <copyright-statement>© 2026 by the authors and Scientific Research Publishing Inc.</copyright-statement>
        <copyright-year>2026</copyright-year>
        <license license-type="open-access">
          <license-p> This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license ( <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link> ). </license-p>
        </license>
      </permissions>
      <self-uri content-type="doi" xlink:href="https://doi.org/10.4236/ojsst.2026.161001">https://doi.org/10.4236/ojsst.2026.161001</self-uri>
      <abstract>
        <p>Globally, employee burnout has become rampant, particularly in high-risk industries. Yet, contemporary research on employee burnout and the prevalence of adverse safety incidents in high-risk industries is scarce. This study investigates employees’ perceptions of burnout in high-risk industries and proposes an Adverse Safety Performance Metrics Model (ASPMM) for effective management. The key research question is: To what extent do high-risk workers agree that burnout contributes to adverse safety outcomes? Using an explanatory sequential mixed-methods design, 67 questionnaires and seven semi-structured interviews were conducted across construction, agriculture, and oil and gas industries, validated with four years of THOR archive data (2019-2022). The research data were analysed using thematic analysis and MS Excel for their descriptive statistics. Findings show that 74% of participants identified excessive workload, poor personal habits, and burnout as major contributors to adverse safety incidents. Also, organisational leadership, time, and work pressure have a significant impact on employees’ burnout. The ASPMM is proposed as a proactive framework for detecting and managing burnout-related risks. Other impactful findings are reported in the conclusion section of the paper.</p>
      </abstract>
      <kwd-group kwd-group-type="author-generated" xml:lang="en">
        <kwd>Adverse Safety Incidents</kwd>
        <kwd>Employee Burnout</kwd>
        <kwd>High-Risk Industries</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec1">
      <title>1. Introduction</title>
      <p>The concept of a <italic><bold>“</bold></italic><italic><bold>burnout epidemic</bold></italic><italic><bold>”</bold></italic> has gained increasing attention due to its prevalence in high-risk industries such as construction, agriculture, and healthcare. This was acknowledged by [<xref ref-type="bibr" rid="B1">1</xref>] that millions of employees in diverse industries experience extreme burnout. Many scholars have examined employees’ burnout from different perspectives (e.g., from stressors of employee burnout, [<xref ref-type="bibr" rid="B2">2</xref>][<xref ref-type="bibr" rid="B3">3</xref>], and performance perspective, [<xref ref-type="bibr" rid="B4">4</xref>]). Although burnout has been studied in healthcare, education, and telework [<xref ref-type="bibr" rid="B5">5</xref>]-[<xref ref-type="bibr" rid="B7">7</xref>], limited research has examined its relationship with adverse safety incidents in high-risk industries. </p>
      <p>The UK Health and Safety Executive (HSE) stated that over 16.4 million workdays were lost in 2023/2024 due to workers’ stress, anxiety, or depression [<xref ref-type="bibr" rid="B8">8</xref>]. Similarly, the latest annual burnout report of Mental Health UK revealed that the risk of employees’ burnout remains prevalent, with 9 in 10 workers experiencing high levels of pressure or stress [<xref ref-type="bibr" rid="B9">9</xref>]. Consequently, this study addresses this gap by assessing employees’ perceptions of burnout and its impact on safety, and by proposing an Adverse Safety Performance Metrics Model (ASPMM) to manage these challenges. Thus, the study’s importance stems from its awareness creation on the inherent potential of the ASPMM in providing a trusted framework for measuring employee safety performance in line with the workload. Therefore, in contemporary times, this study significantly offers compelling solutions to advance knowledge on employee burnout in high-risk work environments.</p>
    </sec>
    <sec id="sec2">
      <title>2. Literature Review</title>
      <p>The concept of employee burnout was first introduced by Freudenberger over five decades ago in terms of physical signs and behavioural indicators [<xref ref-type="bibr" rid="B10">10</xref>]. Over time, burnout has been defined as a state of physical, mental, and emotional exhaustion that typically occurs when an individual experiences stress over the long term and feels under constant pressure [<xref ref-type="bibr" rid="B9">9</xref>]. Similarly, the American Psychological Association (APA) defined burnout as an occupation-related syndrome occurring from chronic workplace stress that has not been well managed [<xref ref-type="bibr" rid="B11">11</xref>].</p>
      <p>Globally, the nature of high-risk operations requires their employees to be agile and physically and mentally fit. Unfortunately, the demands of project completion sometimes put many high-risk industry workers under huge pressure. [<xref ref-type="bibr" rid="B12">12</xref>] asserts that employee burnout is a wide-ranging, multi-sector phenomenon that affects the well-being of employees. However, the interest of this study is to examine employee burnout from the perspective of high-risk workers regarding the occurrence of adverse safety incidents. Besides, a typical high-risk environment is often infamous for adverse safety incidents. This view is further corroborated by the 2024/2025 report of the Health and Safety Executive (HSE), which confirmed that 58 employee fatalities occurred in high-risk industries, such as construction and agriculture [<xref ref-type="bibr" rid="B13">13</xref>]. Although the figure may appear small in context with the number of workers in the UK’s high-risk industries, the death of one employee will be one too many.</p>
      <p>High-risk industries in both the global North and South are renowned for their economic contribution, but also high levels of injuries and fatalities, largely due to their hazardous operations and work environment. For instance, the construction industry was classified as a high-risk industry, as it accounts for a high percentage of injuries and fatalities [<xref ref-type="bibr" rid="B13">13</xref>]. In the UK, high-risk industries such as construction have remained a major contributor to economic growth, with a total workforce estimated at over 1.4 million workers [<xref ref-type="bibr" rid="B14">14</xref>]. Perhaps the rise in the economic and infrastructure needs of many countries has led to increasing work exigencies in many high-risk industries, such as construction and agriculture. Thus, an assessment of employee burnout as a major underlying factor in the cause of persistent adverse safety incidents in high-risk industries becomes expedient.</p>
      <p>[<xref ref-type="bibr" rid="B15">15</xref>] avow that once workers feel the excessive task to be a burden, physical and mental fatigue will set in and, in turn, reduce performance. [<xref ref-type="bibr" rid="B16">16</xref>] assert that burnout has become a global concern due to the numerous stressors associated with the stress and emotional experiences of workers. As the work demand for high-risk workers soars, employee burnout becomes inevitable and arguably, employees involved in daily site operations are the most vulnerable to burnout. Moreover, [<xref ref-type="bibr" rid="B17">17</xref>] asserts that most projects are fast-paced, with many site workers often required to work long and intermittent hours, which could lead to burnout. Despite the pressure on high-risk workers to deliver on projects within a specified time frame, yet, there are limited studies assessing workers’ views on burnout as a trigger of adverse safety incidents in high-risk industries.</p>
      <p>[<xref ref-type="bibr" rid="B18">18</xref>] suggests that high-risk workers’ experiences may not only be about burnout, but the impact of burnout could lead to negative consequences. Similarly, [<xref ref-type="bibr" rid="B19">19</xref>] states that the demands of the high-risk construction industry raise job burnout, which adversely affects the safety performance of workers on construction sites. Also, workers’ excessive workload, overtime, and an unsupportive environment can lead to work stress [<xref ref-type="bibr" rid="B20">20</xref>]. Scholars such as [<xref ref-type="bibr" rid="B21">21</xref>] have also suggested that overwhelming exhaustion, cynicism, and detachment from the job are triggers of employee burnout. Furthermore, [<xref ref-type="bibr" rid="B22">22</xref>] observed that burnout and work stress are due to routine and high pressure, causing exhaustion, depression, and anxiety. Also, [<xref ref-type="bibr" rid="B23">23</xref>] avow that unsafe behaviour and construction accidents are linked to both physical and mental exhaustion due to fatigue. [<xref ref-type="bibr" rid="B24">24</xref>] described the five-factor model as a primary depiction of the prominent features of the personality of workers. </p>
      <p>Curiously, an underlying root cause factor of some of the recorded fatalities in many high-risk industries could be due to employee burnout. For instance, fatigue has been noted to lead to errors, accidents, ill health and injury and is often the root cause of major accidents in high-risk industries such as the Herald of Free Enterprise, Chernobyl, Texas City, Clapham Junction, Challenger and Exxon Valdez [<xref ref-type="bibr" rid="B25">25</xref>]. Also, in terms of cost, employee fatigue has cost the UK £115 - £240 million per year in terms of work accidents [<xref ref-type="bibr" rid="B25">25</xref>]. Succinctly put, unsafe behaviours performed by humans are usually the primary cause of accidents [<xref ref-type="bibr" rid="B26">26</xref>].</p>
      <p>The establishment of safety performance metrics has been stated as not a guarantee of a timely response to critical safety issues in industries [<xref ref-type="bibr" rid="B27">27</xref>]. Besides, [<xref ref-type="bibr" rid="B28">28</xref>] asserts that many workplaces rely on traditional methods of evaluating workplace safety and often depend on lagging indicators, such as accident reports and injury records. Similarly, [<xref ref-type="bibr" rid="B29">29</xref>] asserts that the Job Demands Resources (JD-R) theory can be used to outline the impact of the organisational environment on employee well-being and performance. Hence, the influence of safety leadership on different aspects of safety performance measured by workplace accidents, injuries, and fatalities is important to the organisational metric of safety outcomes [<xref ref-type="bibr" rid="B30">30</xref>]. </p>
    </sec>
    <sec id="sec3">
      <title>3. Research Methodology</title>
      <p>The study adopted an explanatory sequential (QUAN+QUAL) mixed-method research approach and was guided by a pragmatic paradigm. Additionally, the study is grounded in empirical data from the 4-year archive (2019-2022) of the Occupation and Health Research (THOR). [<xref ref-type="bibr" rid="B31">31</xref>] argues that conducting quantitative research along with qualitative research and mixed methods research helps to overcome some of the drawbacks that are peculiar to qualitative research. Therefore, to have a robust understanding of the research variables of employee burnout and adverse safety incidents in construction sites, the study adopted a mixed-method approach.</p>
      <p>The quantitative aspect was conducted by administering a questionnaire to UK professionals working in three high-risk industries, namely agriculture, construction, and offshore oil and gas. A purposive sampling strategy was adopted based on the experience and expertise of participants on the subject and on the assumption that the sample size will be homogeneous and representative of the population of interest. [<xref ref-type="bibr" rid="B32">32</xref>] suggested that purposive sampling can be considered in samples where the researcher prioritises considerations for experience, knowledge, and expertise. Hence, a purposive sampling method was deemed more suitable for the study than other types of sampling strategies.</p>
      <p>The questionnaire consists of five causal factors identified from the literature, and participants were required to select their perceived factor(s) that are responsible for adverse safety incidents. Before the commencement of the data collection, ethical approval was sought and granted by the University of East London Ethics Committee. The questionnaire was designed using MS Forms, and 70 questionnaires were distributed between February and May 2024 across the three high-risk industries of construction, agriculture, and oil and gas. 67 questionnaires were returned and properly filled with the statistical distribution as follows: Construction (∑nC = 52), Agriculture (∑nA = 9), Oil and Gas (∑n O&amp;G = 6). A descriptive and inferential statistical analysis was performed using Microsoft Excel to explore and gain insights into the data.</p>
      <p>A qualitative inquiry involved conducting a semi-structured interview with 7 professionals across the three high-risk industries considered in the study. The question attempted to elicit from participants factors that could adversely affect the safety of workers. The interview was conducted using MS Teams, and responses were transcribed verbatim and analysed using thematic analysis. To ensure the veracity of views from participants interviewed, researchers adopted a member checking technique. [<xref ref-type="bibr" rid="B33">33</xref>] suggests that member checking in interviews allows participants the opportunity to confirm or correct the interviewer’s interpretation of their words. Thus, participants’ perceived views were substantiated with further clarifications during the interview.</p>
      <p>The study’s sample of 67 respondents and 7 interviewees was considered adequate for exploratory mixed-method research in high-risk industries. Although not statistically large, it offers sufficient diversity across the three high-risk industries considered in the study. Also, the statistical distribution broadly reflects the relative workforce sizes in each industry, enhancing the representativeness of participants. Furthermore, a pilot study and content validity of the questionnaire were adopted to ensure that the key questions were covered by the research instrument. [<xref ref-type="bibr" rid="B34">34</xref>] avow that the content validity of a questionnaire determines the extent to which all aspects aimed at being investigated are included in the research instrument. Additionally, the validity and reliability of both the quantitative and qualitative data were enhanced using a 4-year archive of data from the Occupation and Health Research (THOR) network, spanning 2019 to 2022 [<xref ref-type="bibr" rid="B35">35</xref>].</p>
    </sec>
    <sec id="sec4">
      <title>4. Findings</title>
      <p>The study’s research findings are discussed in the sub-sections as follows:</p>
      <sec id="sec4dot1">
        <title>4.1. Quantitative Findings</title>
        <p>Quantitative research shows that 74% of participants agreed that excessive workload (30%), bad personal habits (25%), and employee burnout (19%) are major contributors to adverse safety incidents in high-risk sites. The chart breakdown of participants’ views of contributory factors to adverse safety incidents in the high-risk industry is shown in <xref ref-type="fig" rid="fig1">Figures 1-2</xref>. Data on participants’ choices of contributory factors to employee burnout are attached in the appendix. To examine whether perceptions of burnout differed across the high-risk industries, a one-way ANOVA inferential test was performed on adverse safety incident scores, as shown in <xref ref-type="fig" rid="fig3">Figure 3</xref>. Results indicate that no significant differences occur in burnout perceptions of employees across the three high-risk industries.</p>
        <fig id="fig1">
          <label>Figure 1</label>
          <graphic xlink:href="https://html.scirp.org/file/1480470-rId17.jpeg?20260108103526" />
        </fig>
        <p><bold>Figure 1</bold><bold>.</bold> Study participants’ views on perceived factors causing adverse safety incidents in high-risk industries.</p>
        <fig id="fig2">
          <label>Figure 2</label>
          <graphic xlink:href="https://html.scirp.org/file/1480470-rId18.jpeg?20260108103526" />
        </fig>
        <p><bold>Figure 2</bold><bold>.</bold> Percentage distribution of study participants’ views on perceived factors causing adverse safety incidents in high-risk industries.</p>
        <fig id="fig3">
          <label>Figure 3</label>
          <graphic xlink:href="https://html.scirp.org/file/1480470-rId19.jpeg?20260108103526" />
        </fig>
        <p><bold>Figure 3</bold><bold>.</bold> Single Factor ANOVA inferential test.</p>
      </sec>
      <sec id="sec4dot2">
        <title>4.2. Qualitative Findings</title>
        <p>Results from the semi-structured interviews were transcribed verbatim and analysed using thematic analysis. For better clarity, interview responses from the seven participants were trimmed. A participant ID number identified them, and key excerpts are highlighted as follows:</p>
        <p><bold>Have you noticed any new trends among workers that expose them to accidents?</bold></p>
        <p><italic>“</italic><italic>Yes, in construction, it can be due to the pressure from the global economy, which has been passed down from companies to the workers. Due to an increase in demand for production, an increase in demand for production has been more haste and fatigue. This makes workers prone to making mistakes, leading to safety errors. In some instances, the errors are not because of knowledge gaps; they are sometimes from mental lapse because of pressure and fatigue</italic><italic>”</italic><italic>.</italic><bold>(Senior Health and Safety Manager, Process Safety. This view was expressed 6 times by P 3, 4,</bold><bold>5,</bold><bold>2,</bold><bold>1,</bold><bold>9,</bold><bold>10).</bold></p>
        <p><bold>How do you think adverse safety practices leading to accidents can be reduced to near 0?</bold></p>
        <p><italic>“</italic><italic>….In an organisation where there is a high workload and tight deadlines, that kind of culture will only promote adverse safety incidents.</italic><italic>I think leadership plays a major role in this, and when there is a lack of leadership, safety suffers</italic><italic>”</italic><bold>(Health, Safety &amp; Wellbeing, Construction Manager. This view was expressed 8 times by P 2, 3,</bold><bold>4,</bold><bold>9,</bold><bold>5,</bold><bold>1,</bold><bold>10).</bold></p>
        <p><bold>Are there patterns among workers that expose them to accidents</bold></p>
        <p><italic>“</italic><italic>….In many organisations, the time pressure to deliver on tasks exposes workers to accidents</italic><italic>”</italic><italic>.</italic><italic><bold>(Agriculture Executive. This view was expressed 5 times</bold></italic><bold>by P 1, 2,</bold><bold>4,</bold><bold>5,</bold><bold>3,</bold><bold>10,</bold><bold>9)</bold></p>
        <p><bold>Do you think these observed pressures can be managed?</bold></p>
        <p><italic>“</italic><italic>Yes, it can be managed; however, it depends on the cause of the adverse safety. If it is an internal factor, it means that there is pressure from the company internally, such as production issues. To manage work pressures, the organisation needs to improve the psychological safety of workers</italic><italic>”</italic><italic>.</italic><bold>(Senior Health and Safety Manager, Process Safety. This view was expressed 7 times by P 1, 3, 4,</bold><bold>10,</bold><bold>2,</bold><bold>9, 5)</bold></p>
        <p><bold>What do you think supervisors on sites can do to reduce incidents of adverse safety?</bold></p>
        <p><italic>“</italic><italic>Managers or supervisors should ensure to incentivize workers. They can be rewarded for exemplary practices. Also, site operatives can be rewarded when they come up with a good solution or they are just well-behaved on site and are considerate of the safety of their fellow workers</italic><italic>”</italic><italic>.</italic><italic><bold>(Senior Safety Manager, Construction Industry. This view was expressed 6 times</bold></italic><bold>by P 1, 2, 4,</bold><bold>3,</bold><bold>10,</bold><bold>5, 9</bold><italic><bold>)</bold></italic></p>
      </sec>
      <sec id="sec4dot3">
        <title>4.3. Thematic Analysis</title>
        <p>Thematic analysis was used to gain deeper insights into the interview data, and four dominant themes emerged: workload, time and work pressures, reward for good habits, and organisational leadership, as shown in <bold>Table 1</bold>. </p>
        <p>Validation of Findings</p>
        <p>The study, as shown in <bold>Table 2</bold>, used the four-year archive data obtained on request from the Health and Occupation Research (THOR) network to validate both the quantitative and qualitative findings. This is justified by the availability of the THOR data in the repository of the Health and Safety Executive (HSE) and </p>
        <p><bold>Table 1</bold><bold>.</bold> Breakdown of the percentage of participants and category of people responsible for each theme.</p>
        <table-wrap id="tbl1">
          <label>Table 1</label>
          <table>
            <tbody>
              <tr>
                <td>
                  <bold>Theme</bold>
                </td>
                <td>
                  <bold>Category of people responsible</bold>
                </td>
                <td>
                  <bold>Frequency</bold>
                </td>
                <td>
                  <bold>No. of Participants</bold>
                </td>
                <td>
                  <bold>Percentage of Participants</bold>
                </td>
              </tr>
              <tr>
                <td>Workload</td>
                <td>Workers</td>
                <td>8</td>
                <td>6</td>
                <td>85.7</td>
              </tr>
              <tr>
                <td>Time and Work Pressures</td>
                <td>Organisation</td>
                <td>6</td>
                <td>5</td>
                <td>71.4</td>
              </tr>
              <tr>
                <td>Reward for good habits</td>
                <td>Organisation</td>
                <td>3</td>
                <td>4</td>
                <td>57.1</td>
              </tr>
              <tr>
                <td>Organisational leadership</td>
                <td>Organisation</td>
                <td>5</td>
                <td>6</td>
                <td>85.7</td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
        <p>the reliability of the dataset provided by the network that monitors the incidence of work-related ill-health in the UK.</p>
        <p>Furthermore, the study harmonised the THOR variables by re-coding THOR’s “precipitating event” and “factor intrinsic to job” categories with the thematic findings in <bold>Table 1</bold>, allowing direct trend comparison from 2019-2022. </p>
        <p><bold>Table 2</bold><bold>.</bold> Archive Data from the Health and Occupation Research (THOR) network 2019-2022.</p>
        <table-wrap id="tbl2">
          <label>Table 2</label>
          <table>
            <tbody>
              <tr>
                <td>
                  <bold>S/N</bold>
                </td>
                <td>
                  <bold>YEAR</bold>
                </td>
                <td>
                  <bold>Precipitating Event (Factors intrinsic to the job)</bold>
                </td>
                <td>
                  <bold>Percentage Report</bold>
                  <bold>to OPs</bold>
                </td>
                <td>
                  <bold>Percentage Report</bold>
                  <bold>to GPs</bold>
                </td>
              </tr>
              <tr>
                <td>1</td>
                <td>2022</td>
                <td>Workload, Demand, Work Schedule, Poor management &amp; Responsibilities</td>
                <td>43</td>
                <td>25</td>
              </tr>
              <tr>
                <td>2</td>
                <td>2021</td>
                <td>Workload, Demand, Work Schedule, Poor management &amp; Responsibilities</td>
                <td>45</td>
                <td>32</td>
              </tr>
              <tr>
                <td>3</td>
                <td>2020</td>
                <td>Workload, Demand, Work Schedule, Poor management &amp; Responsibilities</td>
                <td>40</td>
                <td>35</td>
              </tr>
              <tr>
                <td>4</td>
                <td>2019</td>
                <td>Workload, Demand, Work Schedule, Poor management &amp; Responsibilities</td>
                <td>41</td>
                <td>29</td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
      </sec>
    </sec>
    <sec id="sec5">
      <title>5. Discussion</title>
      <p>Findings from the study reveal that excessive workload, bad personal habits, and employee burnout are of significant concern in the high-risk industries considered. Perhaps the increase in workload might be responsible for reduced work performance and missing work, which is noticeable in some high-risk industries. The result aligns with the view of [<xref ref-type="bibr" rid="B15">15</xref>] that a higher workload comes with a reduction in employee performance. Similarly, findings from the study’s thematic analysis correlate with the archive data based on the precipitating events from factors intrinsic to the job reported to the Occupational Physicians (OPs) and General Practitioners (GPs) [<xref ref-type="bibr" rid="B35">35</xref>]. Also, the average percentage rate of reporting precipitating events and factors of burnout to the OPs and GPs is high at about 73%. Therefore, it can be inferred that a significant number of employees in high-risk industries are experiencing burnout because of excessive workload. </p>
      <p>Besides, the findings also indicate that bad personal habits of employees could encourage exhaustion, and a reward for good safety habits can be its antidote. [<xref ref-type="bibr" rid="B24">24</xref>] alluded to the fact that some personality traits of employees, such as those with higher levels of neuroticism but reduced agreeableness, are most likely to experience job burnout. Further evidence suggests that the time and work pressures associated with high-risk operations predispose individuals to adverse safety incidents. This outcome is in tandem with [<xref ref-type="bibr" rid="B26">26</xref>], who opine that employees under a lot of work pressure are less likely to use safety equipment or start and report adverse safety incidents. Thus, this shows that the contributory factors of employee burnout can be better managed at the supervisory and managerial levels of the organisation. </p>
      <p>Consequently, the design of the Adverse Safety Performance Metrics Model (ASPMM) is in response to the quantitative and four key thematic findings of the study vis-à-vis organisations’ expectations and workers’ reactions. The proposed Adverse Safety Performance Metrics Model (ASPMM), as shown in <xref ref-type="fig" rid="fig4">Figure 4</xref>, is novel and designed to provide a timely measure that would enable the manager or safety supervisor to take note of employee safety performance progress in line with the workload. As the findings have shown, organisational leadership plays a significant part in adverse safety incidents. [<xref ref-type="bibr" rid="B30">30</xref>] affirms that the impact of safety leadership on different aspects of safety performance is important to the organisational metrics of measuring safety outcomes. Thus, with the ASPMM, it is envisaged that the implementation of the model will propel proactive measures, identify emerging predisposing behaviours during safety training and toolbox meetings, and manage possible causes that could lead to employee burnout in high-risk industries. Also, each ASPMM component is theoretically grounded. Workload monitoring aligns with the Job Demands–Resources (JD-R) model, where excessive job demands influence burnout [<xref ref-type="bibr" rid="B29">29</xref>]. Leadership actions correspond with safety-leadership theory emphasising transformational and participative behaviours [<xref ref-type="bibr" rid="B30">30</xref>]. Reward systems reflect reinforcement theory, suggesting that recognition of safe behaviours strengthens compliance and engagement. Together, these create a feedback mechanism linking human and organisational factors in safety outcomes.</p>
      <fig id="fig4">
        <label>Figure 4</label>
        <graphic xlink:href="https://html.scirp.org/file/1480470-rId20.jpeg?20260108103529" />
      </fig>
      <p><bold>Figure 4</bold><bold>.</bold> Proposed adverse safety performance metrics model (ASPMM) for high-risk industries (Researcher’s idea).</p>
      <p>Similarly, it is envisaged that using the ASPMM will allow managers and supervisors to effectively track the workload of workers and adopt a flexible shift pattern and job rotation. Although [<xref ref-type="bibr" rid="B27">27</xref>] argues that establishing safety performance metrics will not always guarantee a prompt response to critical safety issues, however, the proposed Adverse Safety Performance Metrics Model (ASPMM) shows promise in proactively identifying and managing employee burnout in high-risk industries. The model is expected to detect unsafe working conditions early, unlike traditional models that often fail to capture real-time safety conditions [<xref ref-type="bibr" rid="B28">28</xref>]. Additionally, the ASPMM provides a timeframe for workers to react to organisational expectations, allowing for better management of unforeseen adverse incidents.</p>
    </sec>
    <sec id="sec6">
      <title>6. Conclusion</title>
      <p>Employee burnout undeniably exists in high-risk industries, particularly among site operatives. 74% of study participants agreed that the main causes of employee burnout in high-risk work environments are workload, bad personal habits, and time pressure to deliver on projects. Study findings also revealed that employee burnout is a leading contributor to adverse safety incidents in high-risk industries. Hence, safety outcomes in high-risk projects can be positively influenced when workload and pressures are properly managed. Perhaps the findings will make more managers and supervisors conscious of the implications of excessive workload in accident causation. This study demonstrates that burnout significantly contributes to adverse safety incidents in high-risk industries. The proposed ASPMM offers a novel framework for proactively identifying and mitigating burnout-related risks. Future research should validate the ASPMM with a larger sample across diverse industries.</p>
    </sec>
    <sec id="sec7">
      <title>Limitation</title>
      <p>From an analytical comparison perspective, the study was limited by its inability to obtain data from major high-risk companies and had to rely on small and medium-scale companies. Also, the results may be affected by common-method bias. Future research could mitigate this by triangulating survey responses with objective indicators such as incident logs or fatigue data.</p>
    </sec>
    <sec id="sec8">
      <title>Acknowledgements</title>
      <p>The researchers would like to acknowledge the support of the Sustainable Occupational Safety and Health Research Centre (SOSHRC), University of East London, for insights and a critical review of the paper.</p>
    </sec>
    <sec id="sec9">
      <title>NOTES</title>
      <p>*Corresponding author.</p>
    </sec>
  </body>
  <back>
    <ref-list>
      <title>References</title>
      <ref id="B1">
        <label>1.</label>
        <citation-alternatives>
          <mixed-citation publication-type="web">Moss, J. (2021) The Burnout Epidemic: The Rise of Chronic Stress and How We Can Fix It. https://www.jennifer-moss.com/books</mixed-citation>
          <element-citation publication-type="web">
            <person-group person-group-type="author">
              <string-name>Moss, J.</string-name>
            </person-group>
            <year>2021</year>
            <article-title>The Burnout Epidemic: The Rise of Chronic Stress and How We Can Fix It</article-title>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B2">
        <label>2.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Abdalla, A., Li, X. and Yang, F. (2023) Stressors and Job Burnout of Chinese Expatriate Construction Professionals. <italic>Engineering</italic>, <italic>Construction</italic><italic>and</italic><italic>Architectural</italic><italic>Management</italic>, 32, 705-731. https://doi.org/10.1108/ecam-03-2023-0237 <pub-id pub-id-type="doi">10.1108/ecam-03-2023-0237</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1108/ecam-03-2023-0237">https://doi.org/10.1108/ecam-03-2023-0237</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Abdalla, A.</string-name>
              <string-name>Li, X.</string-name>
              <string-name>Yang, F.</string-name>
              <string-name>Engineering, C</string-name>
            </person-group>
            <year>2023</year>
            <article-title>Stressors and Job Burnout of Chinese Expatriate Construction Professionals</article-title>
            <source>Engineering</source>
            <volume>32</volume>
            <pub-id pub-id-type="doi">10.1108/ecam-03-2023-0237</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B3">
        <label>3.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Li, Y., Yang, F., Zhang, W. and Zhang, Z. (2023) The Mediating Role of Job Satisfaction in the Stressor-Strain Relationship among Chinese Government Employees. <italic>Humanities</italic><italic>and</italic><italic>Social</italic><italic>Sciences</italic><italic>Communications</italic>, 10, Article No. 859. https://doi.org/10.1057/s41599-023-02386-3 <pub-id pub-id-type="doi">10.1057/s41599-023-02386-3</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1057/s41599-023-02386-3">https://doi.org/10.1057/s41599-023-02386-3</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Li, Y.</string-name>
              <string-name>Yang, F.</string-name>
              <string-name>Zhang, W.</string-name>
              <string-name>Zhang, Z.</string-name>
            </person-group>
            <year>2023</year>
            <article-title>The Mediating Role of Job Satisfaction in the Stressor-Strain Relationship among Chinese Government Employees</article-title>
            <source>Humanities and Social Sciences Communications</source>
            <volume>10</volume>
            <elocation-id>No</elocation-id>
            <pub-id pub-id-type="doi">10.1057/s41599-023-02386-3</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B4">
        <label>4.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Lemonaki, R., Xanthopoulou, D., Bardos, A.N., Karademas, E.C. and Simos, P.G. (2021) Burnout and Job Performance: A Two-Wave Study on the Mediating Role of Employee Cognitive Functioning. <italic>European</italic><italic>Journal</italic><italic>of</italic><italic>Work</italic><italic>and</italic><italic>Organizational</italic><italic>Psychology</italic>, 30, 692-704. https://doi.org/10.1080/1359432x.2021.1892818 <pub-id pub-id-type="doi">10.1080/1359432x.2021.1892818</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1080/1359432x.2021.1892818">https://doi.org/10.1080/1359432x.2021.1892818</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Lemonaki, R.</string-name>
              <string-name>Xanthopoulou, D.</string-name>
              <string-name>Bardos, A.N.</string-name>
              <string-name>Karademas, E.C.</string-name>
              <string-name>Simos, P.G.</string-name>
            </person-group>
            <year>2021</year>
            <article-title>Burnout and Job Performance: A Two-Wave Study on the Mediating Role of Employee Cognitive Functioning</article-title>
            <source>European Journal of Work and Organizational Psychology</source>
            <volume>30</volume>
            <pub-id pub-id-type="doi">10.1080/1359432x.2021.1892818</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B5">
        <label>5.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">De Hert, S. (2020) Burnout in Healthcare Workers: Prevalence, Impact and Preventative Strategies. <italic>Local</italic><italic>and</italic><italic>Regional</italic><italic>Anesthesia</italic>, 13, 171-183. https://doi.org/10.2147/lra.s240564 <pub-id pub-id-type="doi">10.2147/lra.s240564</pub-id><pub-id pub-id-type="pmid">33149664</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2147/lra.s240564">https://doi.org/10.2147/lra.s240564</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Hert, S.</string-name>
              <string-name>Prevalence, I</string-name>
            </person-group>
            <year>2020</year>
            <article-title>Burnout in Healthcare Workers: Prevalence, Impact and Preventative Strategies</article-title>
            <source>Local and Regional Anesthesia</source>
            <volume>13</volume>
            <pub-id pub-id-type="doi">10.2147/lra.s240564</pub-id>
            <pub-id pub-id-type="pmid">33149664</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B6">
        <label>6.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Daumiller, M., Rinas, R., Hein, J., Janke, S., Dickhäuser, O. and Dresel, M. (2021) Shifting from Face-To-Face to Online Teaching during COVID-19: The Role of University Faculty Achievement Goals for Attitudes Towards This Sudden Change, and Their Relevance for Burnout/Engagement and Student Evaluations of Teaching Quality. <italic>Computers</italic><italic>in</italic><italic>Human</italic><italic>Behavior</italic>, 118, Article ID: 106677. https://doi.org/10.1016/j.chb.2020.106677 <pub-id pub-id-type="doi">10.1016/j.chb.2020.106677</pub-id><pub-id pub-id-type="pmid">36570330</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.chb.2020.106677">https://doi.org/10.1016/j.chb.2020.106677</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Daumiller, M.</string-name>
              <string-name>Rinas, R.</string-name>
              <string-name>Hein, J.</string-name>
              <string-name>Janke, S.</string-name>
              <string-name>Dresel, M.</string-name>
            </person-group>
            <year>2021</year>
            <article-title>Shifting from Face-To-Face to Online Teaching during COVID-19: The Role of University Faculty Achievement Goals for Attitudes Towards This Sudden Change, and Their Relevance for Burnout/Engagement and Student Evaluations of Teaching Quality</article-title>
            <source>Computers in Human Behavior</source>
            <volume>118</volume>
            <fpage>106677</fpage>
            <elocation-id>ID</elocation-id>
            <pub-id pub-id-type="doi">10.1016/j.chb.2020.106677</pub-id>
            <pub-id pub-id-type="pmid">36570330</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B7">
        <label>7.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Abdel Hadi, S., Bakker, A.B. and Häusser, J.A. (2021) The Role of Leisure Crafting for Emotional Exhaustion in Telework during the COVID-19 Pandemic. <italic>Anxiety</italic>, <italic>Stress</italic>, <italic>&amp;</italic><italic>Coping</italic>, 34, 530-544. https://doi.org/10.1080/10615806.2021.1903447 <pub-id pub-id-type="doi">10.1080/10615806.2021.1903447</pub-id><pub-id pub-id-type="pmid">33769142</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1080/10615806.2021.1903447">https://doi.org/10.1080/10615806.2021.1903447</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Hadi, S.</string-name>
              <string-name>Bakker, A.B.</string-name>
              <string-name>Anxiety, S</string-name>
            </person-group>
            <year>2021</year>
            <article-title>The Role of Leisure Crafting for Emotional Exhaustion in Telework during the COVID-19 Pandemic</article-title>
            <source>Anxiety</source>
            <volume>34</volume>
            <pub-id pub-id-type="doi">10.1080/10615806.2021.1903447</pub-id>
            <pub-id pub-id-type="pmid">33769142</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B8">
        <label>8.</label>
        <citation-alternatives>
          <mixed-citation publication-type="web">Health and Safety Executive (HSE) (2025) Statistics. Working Days Lost in Great Britain. https://www.hse.gov.uk/statistics/dayslost.htm</mixed-citation>
          <element-citation publication-type="web">
            <year>2025</year>
            <article-title>Statistics</article-title>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B9">
        <label>9.</label>
        <citation-alternatives>
          <mixed-citation publication-type="report">Mental Health UK (2025) Burnout Report 2025 Reveals Generational Divide in Levels of Stress and Work Absence. https://mentalhealth-uk.org/blog/burnout-report-2025-reveals-generational-divide-in-levels-of-stress-and-work-absence</mixed-citation>
          <element-citation publication-type="report">
            <year>2025</year>
            <article-title>Burnout Report 2025 Reveals Generational Divide in Levels of Stress and Work Absence</article-title>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B10">
        <label>10.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Freudenberger, H.J. (1974) Staff Burn‐Out. <italic>Journal</italic><italic>of</italic><italic>Social</italic><italic>Issues</italic>, 30, 159-165. https://doi.org/10.1111/j.1540-4560.1974.tb00706.x <pub-id pub-id-type="doi">10.1111/j.1540-4560.1974.tb00706.x</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1111/j.1540-4560.1974.tb00706.x">https://doi.org/10.1111/j.1540-4560.1974.tb00706.x</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Freudenberger, H.J.</string-name>
            </person-group>
            <year>1974</year>
            <article-title>Staff Burn‐Out</article-title>
            <source>Journal of Social Issues</source>
            <volume>30</volume>
            <pub-id pub-id-type="doi">10.1111/j.1540-4560.1974.tb00706.x</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B11">
        <label>11.</label>
        <citation-alternatives>
          <mixed-citation publication-type="web">American Psychological Association (APA) (2018) Burnout. APA Dictionary of Psychology. https://dictionary.apa.org/burnout</mixed-citation>
          <element-citation publication-type="web">
            <year>2018</year>
            <article-title>Burnout</article-title>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B12">
        <label>12.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Wolfe, K. (2024) The Impact of High-Performance Work Practices on Employee Burnout Experience in UK Higher Education: A Professional Services Perspective. <italic>Perspectives</italic>: <italic>Policy</italic><italic>and</italic><italic>Practice</italic><italic>in</italic><italic>Higher</italic><italic>Education</italic>, 29, 3-13. https://doi.org/10.1080/13603108.2024.2392165 <pub-id pub-id-type="doi">10.1080/13603108.2024.2392165</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1080/13603108.2024.2392165">https://doi.org/10.1080/13603108.2024.2392165</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Wolfe, K.</string-name>
            </person-group>
            <year>2024</year>
            <article-title>The Impact of High-Performance Work Practices on Employee Burnout Experience in UK Higher Education: A Professional Services Perspective</article-title>
            <source>Perspectives: Policy and Practice in Higher Education</source>
            <volume>29</volume>
            <pub-id pub-id-type="doi">10.1080/13603108.2024.2392165</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B13">
        <label>13.</label>
        <citation-alternatives>
          <mixed-citation publication-type="web">Health and Safety Executive (HSE) (2025) Construction Health Risks: Key Points—HSE. https://www.hse.gov.uk/statistics/fatals-overview.htm</mixed-citation>
          <element-citation publication-type="web">
            <year>2025</year>
            <article-title>Construction Health Risks: Key Points—HSE</article-title>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B14">
        <label>14.</label>
        <citation-alternatives>
          <mixed-citation publication-type="web">Office for National Statistics (ONS) (2024) Construction Statistics, Great Britain. https://www.ons.gov.uk/businessindustryandtrade/constructionindustry/articles/constructionstatistics/2023</mixed-citation>
          <element-citation publication-type="web">
            <person-group person-group-type="author">
              <string-name>Statistics, G</string-name>
            </person-group>
            <year>2024</year>
            <article-title>Construction Statistics, Great Britain</article-title>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B15">
        <label>15.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Setyanti, S.W.L., Fagastia, I.R. and Sudarsih (2022) The Influence of Burnout, Workload and Work-Life Balance on Employee Performance. <italic>Budapest International Research and Critics Institute</italic>- <italic>Journal</italic>, 5, 1573-1580. https://www.bircu-journal.com/index.php/birci</mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Setyanti, S.W.L.</string-name>
              <string-name>Fagastia, I.R.</string-name>
              <string-name>Burnout, W</string-name>
            </person-group>
            <year>2022</year>
            <article-title>The Influence of Burnout, Workload and Work-Life Balance on Employee Performance</article-title>
            <source>Budapest International Research and Critics Institute-Journal</source>
            <volume>5</volume>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B16">
        <label>16.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Gabriel, K.P. and Aguinis, H. (2022) How to Prevent and Combat Employee Burnout and Create Healthier Workplaces during Crises and Beyond. <italic>Business</italic><italic>Horizons</italic>, 65, 183-192. https://doi.org/10.1016/j.bushor.2021.02.037 <pub-id pub-id-type="doi">10.1016/j.bushor.2021.02.037</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.bushor.2021.02.037">https://doi.org/10.1016/j.bushor.2021.02.037</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Gabriel, K.P.</string-name>
              <string-name>Aguinis, H.</string-name>
            </person-group>
            <year>2022</year>
            <article-title>How to Prevent and Combat Employee Burnout and Create Healthier Workplaces during Crises and Beyond</article-title>
            <source>Business Horizons</source>
            <volume>65</volume>
            <pub-id pub-id-type="doi">10.1016/j.bushor.2021.02.037</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B17">
        <label>17.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Gumusburun Ayalp, G. (2021) Critical Predictors of Burnout among Civil Engineers at Construction Sites: A Structural Equation Modelling. <italic>Engineering</italic>, <italic>Construction</italic><italic>and</italic><italic>Architectural</italic><italic>Management</italic>, 29, 3547-3573. https://doi.org/10.1108/ecam-12-2020-1066 <pub-id pub-id-type="doi">10.1108/ecam-12-2020-1066</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1108/ecam-12-2020-1066">https://doi.org/10.1108/ecam-12-2020-1066</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Ayalp, G.</string-name>
              <string-name>Engineering, C</string-name>
            </person-group>
            <year>2021</year>
            <article-title>Critical Predictors of Burnout among Civil Engineers at Construction Sites: A Structural Equation Modelling</article-title>
            <source>Engineering</source>
            <volume>29</volume>
            <pub-id pub-id-type="doi">10.1108/ecam-12-2020-1066</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B18">
        <label>18.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Wu, Z., Wang, Y. and Liu, M. (2023) Job Stress and Burnout among Construction Professionals: The Moderating Role of Online Emotions. <italic>Engineering</italic>, <italic>Construction</italic><italic>and</italic><italic>Architectural</italic><italic>Management</italic>, 31, 4831-4851. https://doi.org/10.1108/ecam-09-2022-0868 <pub-id pub-id-type="doi">10.1108/ecam-09-2022-0868</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1108/ecam-09-2022-0868">https://doi.org/10.1108/ecam-09-2022-0868</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Wu, Z.</string-name>
              <string-name>Wang, Y.</string-name>
              <string-name>Liu, M.</string-name>
              <string-name>Engineering, C</string-name>
            </person-group>
            <year>2023</year>
            <article-title>Job Stress and Burnout among Construction Professionals: The Moderating Role of Online Emotions</article-title>
            <source>Engineering</source>
            <volume>31</volume>
            <pub-id pub-id-type="doi">10.1108/ecam-09-2022-0868</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B19">
        <label>19.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Poon, S.W., Rowlinson, S.M., Koh, T. and Deng, Y. (2013) Job Burnout and Safety Performance in the Hong Kong SAR Construction Industry. <italic>International</italic><italic>Journal</italic><italic>of</italic><italic>Construction</italic><italic>Management</italic>, 13, 69-78. https://doi.org/10.1080/15623599.2013.10773206 <pub-id pub-id-type="doi">10.1080/15623599.2013.10773206</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1080/15623599.2013.10773206">https://doi.org/10.1080/15623599.2013.10773206</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Poon, S.W.</string-name>
              <string-name>Rowlinson, S.M.</string-name>
              <string-name>Koh, T.</string-name>
              <string-name>Deng, Y.</string-name>
            </person-group>
            <year>2013</year>
            <article-title>Job Burnout and Safety Performance in the Hong Kong SAR Construction Industry</article-title>
            <source>International Journal of Construction Management</source>
            <volume>13</volume>
            <pub-id pub-id-type="doi">10.1080/15623599.2013.10773206</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B20">
        <label>20.</label>
        <citation-alternatives>
          <mixed-citation publication-type="confproc">Prasetya, A., Khairunnisa, H. and Aziz, A.L. (2021) The Effect of Work Stress and Burnout on Job Satisfaction and Employee Performance. <italic>Proceedings of the</italic>3 <italic>rd Annual International Conference on Public and Business Administration</italic> ( <italic>AICoBPA</italic> 2020), 74-79. https://doi.org/10.2991/aebmr.k.210928.016 <pub-id pub-id-type="doi">10.2991/aebmr.k.210928.016</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2991/aebmr.k.210928.016">https://doi.org/10.2991/aebmr.k.210928.016</ext-link></mixed-citation>
          <element-citation publication-type="confproc">
            <person-group person-group-type="author">
              <string-name>Prasetya, A.</string-name>
              <string-name>Khairunnisa, H.</string-name>
              <string-name>Aziz, A.L.</string-name>
            </person-group>
            <year>2021</year>
            <article-title>The Effect of Work Stress and Burnout on Job Satisfaction and Employee Performance</article-title>
            <source>Proceedings of the 3rd Annual International Conference on Public and Business Administration (AICoBPA 2020)</source>
            <volume>74</volume>
            <pub-id pub-id-type="doi">10.2991/aebmr.k.210928.016</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B21">
        <label>21.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Leiter, M.P and Wintle, J. (2021) Burnout in Organizations. https://doi.org/10.1093/acrefore/9780190236557.013.874 <pub-id pub-id-type="doi">10.1093/acrefore/9780190236557.013.874</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1093/acrefore/9780190236557.013.874">https://doi.org/10.1093/acrefore/9780190236557.013.874</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Leiter, M.P</string-name>
              <string-name>Wintle, J.</string-name>
            </person-group>
            <year>2021</year>
            <article-title>Burnout in Organizations</article-title>
            <pub-id pub-id-type="doi">10.1093/acrefore/9780190236557.013.874</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B22">
        <label>22.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Mardikaningsih, R. and Sinambela, E.A. (2022) Impact of Burnout and Stress on Employee Satisfaction in Work. <italic>International Journal of Service Science</italic>, <italic>Management</italic>, <italic>Engineering</italic>, <italic>and Technology</italic>, 2, 21-25.</mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Mardikaningsih, R.</string-name>
              <string-name>Sinambela, E.A.</string-name>
              <string-name>Science, M</string-name>
            </person-group>
            <year>2022</year>
            <article-title>Impact of Burnout and Stress on Employee Satisfaction in Work</article-title>
            <source>International Journal of Service Science</source>
            <volume>2</volume>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B23">
        <label>23.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Zhang, R., Chen, L. and Sun, X. (2024) The Impact of COVID-19 on the Financial Performance of the UK Construction Firms. <italic>Construction</italic><italic>Management</italic><italic>and</italic><italic>Economics</italic>, 42, 867-885. https://doi.org/10.1080/01446193.2024.2355882 <pub-id pub-id-type="doi">10.1080/01446193.2024.2355882</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1080/01446193.2024.2355882">https://doi.org/10.1080/01446193.2024.2355882</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Zhang, R.</string-name>
              <string-name>Chen, L.</string-name>
              <string-name>Sun, X.</string-name>
            </person-group>
            <year>2024</year>
            <article-title>The Impact of COVID-19 on the Financial Performance of the UK Construction Firms</article-title>
            <source>Construction Management and Economics</source>
            <volume>42</volume>
            <pub-id pub-id-type="doi">10.1080/01446193.2024.2355882</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B24">
        <label>24.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Angelini, G. (2023) Big Five Model Personality Traits and Job Burnout: A Systematic Literature Review. <italic>BMC</italic><italic>Psychology</italic>, 11, Article No. 49. https://doi.org/10.1186/s40359-023-01056-y <pub-id pub-id-type="doi">10.1186/s40359-023-01056-y</pub-id><pub-id pub-id-type="pmid">36804929</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1186/s40359-023-01056-y">https://doi.org/10.1186/s40359-023-01056-y</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Angelini, G.</string-name>
            </person-group>
            <year>2023</year>
            <article-title>Big Five Model Personality Traits and Job Burnout: A Systematic Literature Review</article-title>
            <source>BMC Psychology</source>
            <volume>11</volume>
            <elocation-id>No</elocation-id>
            <pub-id pub-id-type="doi">10.1186/s40359-023-01056-y</pub-id>
            <pub-id pub-id-type="pmid">36804929</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B25">
        <label>25.</label>
        <citation-alternatives>
          <mixed-citation publication-type="web">Health and Safety Executive (HSE) (2025) Fatigue. https://www.hse.gov.uk/humanfactors/topics/fatigue.htm</mixed-citation>
          <element-citation publication-type="web">
            <year>2025</year>
            <article-title>Fatigue</article-title>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B26">
        <label>26.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Jame Chenarboo, F., Hekmatshoar, R. and Fallahi, M. (2022) The Influence of Physical and Mental Workload on the Safe Behavior of Employees in the Automobile Industry. <italic>Heliyon</italic>, 8, e11034. https://doi.org/10.1016/j.heliyon.2022.e11034 <pub-id pub-id-type="doi">10.1016/j.heliyon.2022.e11034</pub-id><pub-id pub-id-type="pmid">36276745</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.heliyon.2022.e11034">https://doi.org/10.1016/j.heliyon.2022.e11034</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Chenarboo, F.</string-name>
              <string-name>Hekmatshoar, R.</string-name>
              <string-name>Fallahi, M.</string-name>
            </person-group>
            <year>2022</year>
            <article-title>The Influence of Physical and Mental Workload on the Safe Behavior of Employees in the Automobile Industry</article-title>
            <source>Heliyon</source>
            <volume>8</volume>
            <pub-id pub-id-type="doi">10.1016/j.heliyon.2022.e11034</pub-id>
            <pub-id pub-id-type="pmid">36276745</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B27">
        <label>27.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Karanikas, N. (2016) Critical Review of Safety Performance Metrics. <italic>International</italic><italic>Journal</italic><italic>of</italic><italic>Business</italic><italic>Performance</italic><italic>Management</italic>, 17, 266-285. https://doi.org/10.1504/ijbpm.2016.077244 <pub-id pub-id-type="doi">10.1504/ijbpm.2016.077244</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1504/ijbpm.2016.077244">https://doi.org/10.1504/ijbpm.2016.077244</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Karanikas, N.</string-name>
            </person-group>
            <year>2016</year>
            <article-title>Critical Review of Safety Performance Metrics</article-title>
            <source>International Journal of Business Performance Management</source>
            <volume>17</volume>
            <pub-id pub-id-type="doi">10.1504/ijbpm.2016.077244</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B28">
        <label>28.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Nazeer, B. and Ahmad, N. (2025) Safety Performance Metrics in Construction: Developing an Empirical Framework for Occupational Health Assessment. https://doi.org/10.13140/RG.2.2.22807.89767 <pub-id pub-id-type="doi">10.13140/RG.2.2.22807.89767</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.13140/RG.2.2.22807.89767">https://doi.org/10.13140/RG.2.2.22807.89767</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Nazeer, B.</string-name>
              <string-name>Ahmad, N.</string-name>
            </person-group>
            <year>2025</year>
            <article-title>Safety Performance Metrics in Construction: Developing an Empirical Framework for Occupational Health Assessment</article-title>
            <pub-id pub-id-type="doi">10.13140/RG.2.2.22807.89767</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B29">
        <label>29.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Tummers, L.G. and Bakker, A.B. (2021) Leadership and Job Demands-Resources Theory: A Systematic Review. <italic>Frontiers</italic><italic>in</italic><italic>Psychology</italic>, 12, Article 722080. https://doi.org/10.3389/fpsyg.2021.722080 <pub-id pub-id-type="doi">10.3389/fpsyg.2021.722080</pub-id><pub-id pub-id-type="pmid">34659034</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fpsyg.2021.722080">https://doi.org/10.3389/fpsyg.2021.722080</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Tummers, L.G.</string-name>
              <string-name>Bakker, A.B.</string-name>
            </person-group>
            <year>2021</year>
            <article-title>Leadership and Job Demands-Resources Theory: A Systematic Review</article-title>
            <source>Frontiers in Psychology</source>
            <volume>12</volume>
            <elocation-id>722080</elocation-id>
            <pub-id pub-id-type="doi">10.3389/fpsyg.2021.722080</pub-id>
            <pub-id pub-id-type="pmid">34659034</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B30">
        <label>30.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Ta, M.T.D., Kim, T. and Gausdal, A.H. (2022) Leadership Styles and Safety Performance in High-Risk Industries: A Systematic Review. <italic>Safety</italic><italic>and</italic><italic>Reliability</italic>, 41, 10-44. https://doi.org/10.1080/09617353.2022.2035627 <pub-id pub-id-type="doi">10.1080/09617353.2022.2035627</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1080/09617353.2022.2035627">https://doi.org/10.1080/09617353.2022.2035627</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Ta, M.T.D.</string-name>
              <string-name>Kim, T.</string-name>
              <string-name>Gausdal, A.H.</string-name>
            </person-group>
            <year>2022</year>
            <article-title>Leadership Styles and Safety Performance in High-Risk Industries: A Systematic Review</article-title>
            <source>Safety and Reliability</source>
            <volume>41</volume>
            <pub-id pub-id-type="doi">10.1080/09617353.2022.2035627</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B31">
        <label>31.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Brierley, J.A. (2017) The Role of a Pragmatist Paradigm When Adopting Mixed Methods in Behavioural Accounting Research. <italic>International</italic><italic>Journal</italic><italic>of</italic><italic>Behavioural</italic><italic>Accounting</italic><italic>and</italic><italic>Finance</italic>, 6, 140-154. https://doi.org/10.1504/ijbaf.2017.086432 <pub-id pub-id-type="doi">10.1504/ijbaf.2017.086432</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1504/ijbaf.2017.086432">https://doi.org/10.1504/ijbaf.2017.086432</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Brierley, J.A.</string-name>
            </person-group>
            <year>2017</year>
            <article-title>The Role of a Pragmatist Paradigm When Adopting Mixed Methods in Behavioural Accounting Research</article-title>
            <source>International Journal of Behavioural Accounting and Finance</source>
            <volume>6</volume>
            <pub-id pub-id-type="doi">10.1504/ijbaf.2017.086432</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B32">
        <label>32.</label>
        <citation-alternatives>
          <mixed-citation publication-type="web">Rai, N. and Thapa, B. (2015) A Study on Purposive Sampling Method in Research. https://www.academia.edu/28087388/A_study_on_purposive_sampling_method_in_research</mixed-citation>
          <element-citation publication-type="web">
            <person-group person-group-type="author">
              <string-name>Rai, N.</string-name>
              <string-name>Thapa, B.</string-name>
            </person-group>
            <year>2015</year>
            <article-title>A Study on Purposive Sampling Method in Research</article-title>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B33">
        <label>33.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Coleman, P. (2021) Validity and Reliability within Qualitative Research in the Caring Sciences. <italic>International</italic><italic>Journal</italic><italic>of</italic><italic>Caring</italic><italic>Sciences</italic>, 14, 2041-2045.</mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Coleman, P.</string-name>
            </person-group>
            <year>2021</year>
            <article-title>Validity and Reliability within Qualitative Research in the Caring Sciences</article-title>
            <source>International Journal of Caring Sciences</source>
            <volume>14</volume>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B34">
        <label>34.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Ranganathan, P., Caduff, C. and Frampton, C.M.A. (2024) Designing and Validating a Research Questionnaire—Part 2. <italic>Perspectives</italic><italic>in</italic><italic>Clinical</italic><italic>Research</italic>, 15, 42-45. https://doi.org/10.4103/picr.picr_318_23 <pub-id pub-id-type="doi">10.4103/picr.picr_318_23</pub-id><pub-id pub-id-type="pmid">38282630</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.4103/picr.picr_318_23">https://doi.org/10.4103/picr.picr_318_23</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Ranganathan, P.</string-name>
              <string-name>Caduff, C.</string-name>
              <string-name>Frampton, C.M.A.</string-name>
            </person-group>
            <year>2024</year>
            <article-title>Designing and Validating a Research Questionnaire—Part 2</article-title>
            <source>Perspectives in Clinical Research</source>
            <volume>15</volume>
            <pub-id pub-id-type="doi">10.4103/picr.picr_318_23</pub-id>
            <pub-id pub-id-type="pmid">38282630</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B35">
        <label>35.</label>
        <citation-alternatives>
          <mixed-citation publication-type="web">The Health and Occupation Research (THOR) Network (2022) Reports and Publications. https://sites.manchester.ac.uk/thor/reports-and-publications/</mixed-citation>
          <element-citation publication-type="web">
            <year>2022</year>
            <article-title>Reports and Publications</article-title>
          </element-citation>
        </citation-alternatives>
      </ref>
    </ref-list>
  </back>
</article>