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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Public Health</journal-id>
<journal-title-group>
<journal-title>Frontiers in Public Health</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Public Health</abbrev-journal-title>
</journal-title-group>
<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.2026.1767451</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Review</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Active learning and sector-specific simulations mitigate the first-month injury risk in young workers</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Caner</surname>
<given-names>Vedat</given-names>
</name>
<xref ref-type="aff" rid="aff1"/>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2946111"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role>
</contrib>
</contrib-group>
<aff id="aff1"><institution>Department of Occupational Health and Safety, Vocational School, Istanbul Beykent University</institution>, <city>Istanbul</city>, <country country="tr">T&#x00FC;rkiye</country></aff>
<author-notes>
<corresp id="c001"><label>&#x002A;</label>Correspondence: Vedat Caner, <email xlink:href="mailto:vedatcaner@beykent.edu.tr">vedatcaner@beykent.edu.tr</email></corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-02-09">
<day>09</day>
<month>02</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2026</year>
</pub-date>
<volume>14</volume>
<elocation-id>1767451</elocation-id>
<history>
<date date-type="received">
<day>14</day>
<month>12</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>15</day>
<month>01</month>
<year>2026</year>
</date>
<date date-type="accepted">
<day>26</day>
<month>01</month>
<year>2026</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2026 Caner.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Caner</copyright-holder>
<license>
<ali:license_ref start_date="2026-02-09">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</license-p>
</license>
</permissions>
<abstract>
<sec>
<title>Introduction</title>
<p>Occupational health and safety education is a critical preventive strategy for mitigating workplace accidents, particularly among young workers who face disproportionate risks during their transition from school to work. This study aims to evaluate the effectiveness of current educational interventions and analyze sectoral accident patterns to inform curriculum development.</p>
</sec>
<sec>
<title>Methods</title>
<p>A systematic review was conducted synthesizing data from 32 international studies published between 2004 and 2025. The study employed a mixed-methods design, integrating quantitative accident statistics with qualitative assessments of pedagogical models to correlate training methods with safety outcomes.</p>
</sec>
<sec>
<title>Results</title>
<p>The analysis reveals that active learning methods significantly improve safety motivation and internal locus of control compared to traditional passive instruction. Crucially, accident data identifies a &#x201C;first-month vulnerability,&#x201D; with up to 67% of injuries in vocational settings occurring within the initial weeks of employment. Furthermore, sectoral comparisons demonstrate that generic safety curricula fail to address specific lethal risks, such as falls in construction or transport-related injuries in healthcare.</p>
</sec>
<sec>
<title>Discussion</title>
<p>Current vocational training models are insufficient for ensuring early-career safety. Sustainable injury prevention requires a paradigm shift in curricula from generic compliance rules to sector-specific simulations and mandatory transition phases that mimic real-world workplace pressures.</p>
</sec>
</abstract>
<kwd-group>
<kwd>accident analysis</kwd>
<kwd>active learning</kwd>
<kwd>occupational health and safety</kwd>
<kwd>safety training</kwd>
<kwd>vocational education</kwd>
<kwd>young workers</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declared that financial support was not received for this work and/or its publication.</funding-statement>
</funding-group>
<counts>
<fig-count count="2"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="32"/>
<page-count count="8"/>
<word-count count="5359"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Occupational Health and Safety</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<label>1</label>
<title>Introduction</title>
<p>Occupational Health and Safety (OHS) is a fundamental human right and a critical component of sustainable economic development. However, despite rigorous regulations and technological advancements, occupational accidents remain a global plague, disproportionately affecting young and inexperienced workers (<xref ref-type="bibr" rid="ref1">1</xref>, <xref ref-type="bibr" rid="ref2">2</xref>). The transition from the protected environment of vocational schools to the dynamic and often hazardous reality of industrial workplaces represents a period of significant vulnerability. Statistics indicate that young workers are injured at higher rates than their older counterparts, largely due to a lack of experience and inadequate safety training during their formative years (<xref ref-type="bibr" rid="ref2">2</xref>, <xref ref-type="bibr" rid="ref3">3</xref>).</p>
<p>The role of Vocational Education and Training (VET) institutions is pivotal in mitigating these risks. Ideally, VET should equip students not only with technical skills but also with the &#x201C;safety competence&#x201D; required to navigate workplace hazards (<xref ref-type="bibr" rid="ref4">4</xref>). However, recent studies suggest a disconnect between the theoretical OHS curriculum taught in schools and the practical, situational risks encountered in sectors such as construction, mining, and healthcare (<xref ref-type="bibr" rid="ref5">5</xref>, <xref ref-type="bibr" rid="ref6">6</xref>). For instance, traditional teaching methods often fail to address the complexity of real-world decision-making, leading to a &#x201C;safety capability gap&#x201D; among graduates (<xref ref-type="bibr" rid="ref7">7</xref>).</p>
<p>Furthermore, the &#x201C;one-size-fits-all&#x201D; approach to OHS education is increasingly challenged by sectoral data. The risk profile of a construction site, where falls from heights are prevalent (<xref ref-type="bibr" rid="ref8">8</xref>), differs vastly from the biological hazards faced by healthcare workers (<xref ref-type="bibr" rid="ref9">9</xref>) or the machinery risks in mining (<xref ref-type="bibr" rid="ref10">10</xref>). Therefore, educational curricula must be responsive to these specific accident patterns to be effective.</p>
<p>This study aims to synthesize evidence from 32 recent international studies to evaluate the effectiveness of various OHS educational interventions and analyze sectoral accident data to inform curriculum development. Specifically, this review addresses the following research questions:</p>
<list list-type="bullet">
<list-item>
<p><italic>RQ1</italic>: How do different OHS pedagogical methods (e.g., ZeroSicks, active learning) impact students&#x2019; safety awareness and injury rates?</p>
</list-item>
<list-item>
<p><italic>RQ2</italic>: How should sectoral accident analysis (mining, construction, health) shape the content of OHS curricula?</p>
</list-item>
<list-item>
<p><italic>RQ3</italic>: What is the role of school-based OHS education in reducing the &#x201C;first-month&#x201D; injury risk for young workers?</p>
</list-item>
</list>
<p>Operational Definitions To ensure clarity regarding the scope of this review, the following operational definitions are adopted: &#x201C;Vocational Education and Training (VET)&#x201D; refers to educational programs that prepare students for specific trades (e.g., vocational high schools, technical institutes). &#x201C;OHS Education&#x201D; encompasses both standalone safety training interventions (e.g., First Aid courses) and broader vocational curricula that integrate safety components. This review considers both types of programs to evaluate the overall &#x201C;safety competence&#x201D; of young workers transitioning to the labor market.</p>
</sec>
<sec sec-type="methods" id="sec2">
<label>2</label>
<title>Methods</title>
<sec id="sec3">
<label>2.1</label>
<title>Research design</title>
<p>This study is designed as a systematic mixed-methods review utilizing a convergent integrated synthesis approach. This design was selected to allow for the integration of quantitative findings (e.g., accident statistics, injury rates) with qualitative insights (e.g., pedagogical models, safety culture assessments). While a quantitative meta-analysis was initially considered, it was determined to be infeasible due to the significant heterogeneity of outcome measures across the included studies (ranging from Injury Rate Ratios to qualitative perception scores). Therefore, a narrative synthesis of the quantitative data was combined with a thematic analysis of the qualitative data.</p>
</sec>
<sec id="sec4">
<label>2.2</label>
<title>Data sources and search strategy</title>
<p>The systematic search was conducted in four major scientific databases: Scopus, Web of Science, PubMed, and Science Direct. The search strategy followed the PRISMA guidelines. Boolean operators were used to combine keywords related to vocational education (&#x201C;OHS education,&#x201D; &#x201C;vocational training,&#x201D; &#x201C;active learning&#x201D;) with keywords related to safety outcomes (&#x201C;young workers,&#x201D; &#x201C;accident analysis,&#x201D; &#x201C;first month accidents&#x201D;). The review included peer-reviewed articles published between 2004 and 2025 to capture both historical baselines and recent digital interventions.</p>
</sec>
<sec id="sec5">
<label>2.3</label>
<title>Study selection and eligibility criteria</title>
<p>Studies were selected based on the following inclusion criteria:</p>
<list list-type="order">
<list-item>
<p><italic>Relevance:</italic> Studies evaluating specific OHS training programs in vocational or workplace settings; (<xref ref-type="bibr" rid="ref4">4</xref>, <xref ref-type="bibr" rid="ref11 ref12 ref13">11&#x2013;13</xref>).</p>
</list-item>
<list-item>
<p><italic>Sectoral focus:</italic> Studies providing distinct accident data for high-risk sectors (construction, mining, health); (<xref ref-type="bibr" rid="ref5">5</xref>, <xref ref-type="bibr" rid="ref8">8</xref>, <xref ref-type="bibr" rid="ref10">10</xref>, <xref ref-type="bibr" rid="ref14">14</xref>).</p>
</list-item>
<list-item>
<p><italic>Target population:</italic> Research focusing on young workers (15&#x2013;24&#x202F;years) or vocational students; and (<xref ref-type="bibr" rid="ref2">2</xref>, <xref ref-type="bibr" rid="ref3">3</xref>, <xref ref-type="bibr" rid="ref6">6</xref>).</p>
</list-item>
<list-item>
<p><italic>Methodological rigor:</italic> Peer-reviewed articles utilizing valid statistical methods (e.g., SEM, regression) or rigorous qualitative analysis.</p>
</list-item>
</list>
<p>The selection process followed a two-stage screening (title/abstract and full-text) as detailed in the PRISMA flow diagram (<xref ref-type="fig" rid="fig1">Figure 1</xref>).</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>PRISMA flow diagram of the study selection process.</p>
</caption>
<graphic xlink:href="fpubh-14-1767451-g001.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Flowchart showing the systematic review process: 156 records identified, 142 screened after removing duplicates, 95 excluded by title or abstract, 47 assessed for eligibility, 15 excluded by criteria, and 32 included in synthesis.</alt-text>
</graphic>
</fig>
<p>The screening was conducted independently. Any disagreements regarding the inclusion of a study were resolved through discussion and consensus between the researchers. Of the 142 records screened after duplicate removal, 95 were excluded at the title/abstract stage primarily due to irrelevance (e.g., studies not focusing on OHS education or lacking young worker data). Subsequently, 15 full-text articles were excluded because they did not provide specific sectoral accident data or sufficient methodological detail. The review protocol was not registered in PROSPERO prior to the commencement of the study.</p>
</sec>
<sec id="sec6">
<label>2.4</label>
<title>Data extraction protocol</title>
<p>Data extraction was performed using a standardized coding form developed in Microsoft Excel to ensure consistency. For each included study, the following variables were extracted:</p>
<list list-type="bullet">
<list-item>
<p><italic>Bibliographic details</italic>: Author(s), year of publication, and country of origin.</p>
</list-item>
<list-item>
<p><italic>Methodological characteristics</italic>: Study design (e.g., prospective cohort, cross-sectional, qualitative case study), sample size, and data collection instruments.</p>
</list-item>
<list-item>
<p><italic>Sectoral context</italic>: The specific industry (Construction, Mining, Healthcare, etc.) and the nature of the work environment.</p>
</list-item>
<list-item>
<p><italic>Intervention details</italic>: Description of the educational approach (e.g., passive lecture <italic>vs.</italic> &#x201C;ZeroSicks&#x201D; active model, VR simulation).</p>
</list-item>
<list-item>
<p><italic>Outcome measures</italic>: Quantitative metrics (Injury Rate Ratios&#x2014;IRR, accident frequency, severity indices) and qualitative outcomes (safety motivation scores, locus of control changes). To ensure reliability, the extraction was conducted iteratively, with a random sample of 20% of the papers cross-checked to verify coding accuracy.</p>
</list-item>
</list>
</sec>
<sec id="sec7">
<label>2.5</label>
<title>Quality assessment</title>
<p>Given the inclusion of quantitative, qualitative, and mixed-method studies, the methodological quality of the selected papers was assessed using the Mixed Methods Appraisal Tool (MMAT), version 2018. This tool allows for the concomitant appraisal of diverse study designs. Studies were evaluated based on criteria such as the appropriateness of the sampling strategy, the validity of measurements (for quantitative studies), and the coherence between data sources and interpretation (for qualitative studies). Studies failing to meet the core quality criteria (e.g., lack of clear research questions or insufficient data to support conclusions) were excluded during the full-text review phase to ensure the reliability of the synthesis.</p>
</sec>
<sec id="sec8">
<label>2.6</label>
<title>Data synthesis and analysis</title>
<p>As noted in the research design, statistical pooling (meta-analysis) was not conducted due to the methodological diversity of the included studies (which ranged from quantitative injury rate calculations to qualitative safety climate perceptions). Therefore, a Convergent Integrated Design was employed for data synthesis:</p>
<list list-type="order">
<list-item>
<p><italic>Thematic synthesis</italic>: Qualitative findings regarding pedagogical methods (e.g., the effectiveness of active learning) were coded into themes (e.g., &#x201C;Internalization of safety,&#x201D; &#x201C;Simulation efficacy&#x201D;).</p>
</list-item>
<list-item>
<p><italic>Narrative synthesis of quantitative data</italic>: Statistical findings regarding accident causes were grouped by sector. Accident frequency patterns, particularly regarding the &#x201C;first-month effect,&#x201D; were analyzed to identify temporal trends.</p>
</list-item>
<list-item>
<p><italic>Triangulation</italic>: The qualitative themes on education gaps were mapped against the quantitative data on accident causes to identify disconnects (e.g., matching the high prevalence of &#x201C;falls&#x201D; in construction data with the lack of &#x201C;working at heights&#x201D; training in curricula).</p>
</list-item>
</list>
</sec>
</sec>
<sec sec-type="results" id="sec9">
<label>3</label>
<title>Results</title>
<p>A representative summary of the key studies included in this review is presented in <xref ref-type="table" rid="tab1">Table 1</xref>. These studies were selected to illustrate the geographical spread (Europe, Asia, Middle East), sectoral variety (Mining, Construction, Health), and methodological diversity (Quantitative <italic>vs.</italic> Qualitative) of the analyzed literature.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Summary of key studies included in the systematic review (selected representative sample).</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Author(s) (year)</th>
<th align="center" valign="top">Country</th>
<th align="center" valign="top">Sector/Context</th>
<th align="center" valign="top">Methodology</th>
<th align="left" valign="top">Key findings/Contribution</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Boini et al. (<xref ref-type="bibr" rid="ref3">3</xref>)</td>
<td align="center" valign="middle">France</td>
<td align="center" valign="middle">General (young workers)</td>
<td align="center" valign="middle">Prospective cohort</td>
<td align="left" valign="middle">OHS education during schooling reduces injury risk by 50% (<italic>IRR</italic> =&#x202F;0.51). First aid training further lowers risk.</td>
</tr>
<tr>
<td align="left" valign="middle">Ismara et al. (<xref ref-type="bibr" rid="ref12">12</xref>)</td>
<td align="center" valign="middle">Indonesia</td>
<td align="center" valign="middle">Vocational education</td>
<td align="center" valign="middle">SEM/ZeroSicks model</td>
<td align="left" valign="middle">Active learning models (&#x201C;ZeroSicks&#x201D;) significantly improve safety awareness and behavior (<italic>t</italic>-<italic>value</italic> =&#x202F;2.431).</td>
</tr>
<tr>
<td align="left" valign="middle">Aliabadi et al. (<xref ref-type="bibr" rid="ref10">10</xref>)</td>
<td align="center" valign="middle">Iran</td>
<td align="center" valign="middle">Mining</td>
<td align="center" valign="middle">Bayesian network</td>
<td align="left" valign="middle">Safety training is the most influential factor (44.76%) on accident severity, surpassing experience.</td>
</tr>
<tr>
<td align="left" valign="middle">Zermane et al. (<xref ref-type="bibr" rid="ref8">8</xref>)</td>
<td align="center" valign="middle">Malaysia</td>
<td align="center" valign="middle">Construction</td>
<td align="center" valign="middle">Statistical analysis</td>
<td align="left" valign="middle">Falls from heights account for 32% of fatalities. General workers are the most vulnerable group (60%).</td>
</tr>
<tr>
<td align="left" valign="middle">Khairallah et al. (<xref ref-type="bibr" rid="ref9">9</xref>)</td>
<td align="center" valign="middle">Lebanon</td>
<td align="center" valign="middle">Healthcare</td>
<td align="center" valign="middle">Retrospective study</td>
<td align="left" valign="middle">Transport accidents (<italic>OR</italic> =&#x202F;5.92) cause more severe injuries than needle-sticks (<italic>OR</italic> =&#x202F;0.008) among hospital staff.</td>
</tr>
<tr>
<td align="left" valign="middle">Tuganishuri et al. (<xref ref-type="bibr" rid="ref22">22</xref>)</td>
<td align="center" valign="middle">S. Korea</td>
<td align="center" valign="middle">General industry</td>
<td align="center" valign="middle">Multinomial logistic regression</td>
<td align="left" valign="middle">67% of accidents occur within the first month of employment.</td>
</tr>
<tr>
<td align="left" valign="middle">Talib et al. (<xref ref-type="bibr" rid="ref7">7</xref>)</td>
<td align="center" valign="middle">Malaysia</td>
<td align="center" valign="middle">TVET education</td>
<td align="center" valign="middle">Fuzzy Delphi</td>
<td align="left" valign="middle">Current OHS curricula lack focus on &#x201C;safety motivation&#x201D; and &#x201C;communication.&#x201D;</td>
</tr>
<tr>
<td align="left" valign="middle">Baraza et al. (<xref ref-type="bibr" rid="ref1">1</xref>)</td>
<td align="center" valign="middle">Spain</td>
<td align="center" valign="middle">Mining</td>
<td align="center" valign="middle">Statistical analysis</td>
<td align="left" valign="middle">Smaller companies have significantly higher fatal accident rates (<italic>FAR</italic> =&#x202F;51.11%) than larger firms.</td>
</tr>
</tbody>
</table>
</table-wrap>
<sec id="sec10">
<label>3.1</label>
<title>Effectiveness of educational interventions (RQ1)</title>
<p>The review reveals that structured and active OHS education significantly reduces accident rates and improves safety behavior.</p>
<list list-type="bullet">
<list-item>
<p><italic>Impact on injury rates:</italic> A prospective cohort study involving 755 young workers in France demonstrated that those who received OHS education during schooling had a &#x201C;two times lower risk&#x201D; of workplace injuries compared to those who did not (<italic>IRR</italic>&#x202F;=&#x202F;0.51) (<xref ref-type="bibr" rid="ref3">3</xref>). Similarly, specific &#x201C;first aid at work&#x201D; training was associated with a further reduction in injury risk (<italic>IRR</italic>&#x202F;=&#x202F;0.68) (<xref ref-type="bibr" rid="ref3">3</xref>).</p>
</list-item>
<list-item>
<p><italic>Pedagogical methods:</italic> Traditional lecturing is less effective than active learning. In Indonesia, the implementation of the &#x201C;ZeroSicks&#x201D; method (Zero Accident and Sickness) in vocational high schools resulted in &#x201C;excellent&#x201D; safety awareness scores among students, confirmed by Structural Equation Modeling (SEM) analysis (<italic>t</italic>-<italic>value</italic>&#x202F;=&#x202F;2.431) (<xref ref-type="bibr" rid="ref12">12</xref>). In Finland, the &#x201C;Attitude to Work&#x201D; intervention, which utilized active learning techniques and safety skills training, showed positive associations with students&#x2019; safety motivation (<italic>b</italic>&#x202F;=&#x202F;0.37) and internal safety locus of control (<xref ref-type="bibr" rid="ref4">4</xref>). Additionally, training programs specifically designed to optimize competence have been shown to be crucial in the effective implementation of OHS practices (<xref ref-type="bibr" rid="ref15">15</xref>).</p>
</list-item>
<list-item>
<p><italic>Gaps in implementation:</italic> Despite these successes, gaps remain. In Malaysia, a needs analysis using the Fuzzy Delphi method indicated that current curricula are insufficient and require improvements in &#x201C;safety motivation&#x201D; and &#x201C;safety communication&#x201D; components (<xref ref-type="bibr" rid="ref7">7</xref>). In Bhutan, while trainees showed high awareness of PPE usage (mean rating 4.09), the lack of management support and monitoring hindered the practical application of these skills (<xref ref-type="bibr" rid="ref16">16</xref>). In Sudan, a lack of training was identified as a key factor in accidents involving defective equipment in the engineering sector (<xref ref-type="bibr" rid="ref17">17</xref>).</p>
</list-item>
</list>
</sec>
<sec id="sec11">
<label>3.2</label>
<title>Sectoral accident analysis and curriculum implications (RQ2)</title>
<p>The analysis of accident data highlights that generic OHS training is insufficient; curricula must address specific sectoral risks.</p>
<list list-type="bullet">
<list-item>
<p><italic>Construction:</italic> Falls from heights and being struck by objects are the dominant causes of fatalities. In Malaysia, falls accounted for 32% of fatal accidents (<xref ref-type="bibr" rid="ref8">8</xref>). A meta-analysis of the Greek construction industry identified &#x201C;worker training deficiencies&#x201D; as a top-level accident factor, specifically linking lack of training to falls and slippage (<xref ref-type="bibr" rid="ref5">5</xref>). In South Korea, trend analysis revealed that construction accidents often stem from inadequate safety management in smaller projects (<xref ref-type="bibr" rid="ref18">18</xref>).</p>
</list-item>
<list-item>
<p><italic>Mining:</italic> In the mining sector, Bayesian network analysis identified &#x201C;safety training&#x201D; as the single most influential factor on accident severity (44.76% influence), surpassing even experience (<xref ref-type="bibr" rid="ref10">10</xref>). In Spain, mining accidents were found to be 14 times more fatal than the average of all sectors, with machinery handling being a critical risk factor (<xref ref-type="bibr" rid="ref1">1</xref>).</p>
</list-item>
<list-item>
<p><italic>Healthcare:</italic> Unlike heavy industries, healthcare risks are often underestimated. A study in Lebanon found that while needle-stick injuries are frequent (50.25%), they are less severe than transport-related injuries among healthcare workers (<italic>OR</italic>&#x202F;=&#x202F;5.927) (<xref ref-type="bibr" rid="ref9">9</xref>). This implies that healthcare OHS curricula should expand beyond biological hazards to include commuting safety and ergonomic risks for nurses (<xref ref-type="bibr" rid="ref9">9</xref>).</p>
</list-item>
<list-item>
<p><italic>Manufacturing and general industry:</italic> In Italy, extreme temperatures were found to increase injury risks, particularly for young workers in the construction and trade sectors (<xref ref-type="bibr" rid="ref19">19</xref>). In Portugal, machinery accidents remain a significant cause of occupational injuries, highlighting the need for technical safety training (<xref ref-type="bibr" rid="ref14">14</xref>). Modern approaches, such as optimized deep learning models, are now being used to contextualize injury severity from accident reports, providing deeper insights for prevention (<xref ref-type="bibr" rid="ref20">20</xref>). In Sudan, &#x201C;caught in or between objects&#x201D; was the most frequent accident type (<xref ref-type="bibr" rid="ref17">17</xref>). Similarly, hospital trauma center data highlights that occupational injury patterns are severe and distinct, necessitating targeted safety protocols across industries (<xref ref-type="bibr" rid="ref21">21</xref>).</p>
</list-item>
</list>
<p>Based on these findings, the specific accident characteristics and corresponding curriculum recommendations for each sector are synthesized in <xref ref-type="table" rid="tab2">Table 2</xref>.</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Analysis of sectoral accident characteristics and implications for VET curricula.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Sector</th>
<th align="left" valign="top">Dominant accident types</th>
<th align="left" valign="top">High-risk groups</th>
<th align="left" valign="top">Recommended curriculum module</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Construction</td>
<td align="left" valign="middle">Falls from heights (32%); being struck by objects; electrocution.</td>
<td align="left" valign="middle">Contract workers; general laborers.</td>
<td align="left" valign="middle">VR-based simulations: working at heights, scaffolding safety, and fall protection systems.</td>
</tr>
<tr>
<td align="left" valign="middle">Mining and industry</td>
<td align="left" valign="middle">Machinery entrapment; crushing; explosions/fires.</td>
<td align="left" valign="middle">Workers in small firms (&#x003C;50 employees); Older workers.</td>
<td align="left" valign="middle">Technical lockout/tagout: machinery safety protocols, gas detection, and emergency evacuation drills.</td>
</tr>
<tr>
<td align="left" valign="middle">Healthcare</td>
<td align="left" valign="middle">Needle-stick injuries (high frequency); transport accidents (high severity).</td>
<td align="left" valign="middle">Nurses (practical and registered); residents.</td>
<td align="left" valign="middle">Ergonomics and commuting safety: safe patient handling techniques and defensive driving/commuting safety awareness.<break/>Dominant accident types: needle-stick injuries; transport accidents; psychosocial risks (burnout, stress, patient aggression).<break/>Recommended curriculum module: ergonomics and commuting safety; resilience training: stress management and de-escalation techniques for workplace violence.</td>
</tr>
<tr>
<td align="left" valign="middle">General/service</td>
<td align="left" valign="middle">Slips, trips, and falls; psychosocial stress.</td>
<td align="left" valign="middle">New employees (&#x003C;1&#x202F;month tenure).</td>
<td align="left" valign="middle">Induction simulation: &#x201C;First-month survival&#x201D; training focused on hazard identification and right to refuse unsafe work.</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec12">
<label>3.3</label>
<title>Vulnerability of young workers and the &#x201C;first month&#x201D; effect (RQ3)</title>
<p>The data strongly supports the hypothesis that the transition period is the most critical phase for OHS intervention.</p>
<list list-type="bullet">
<list-item>
<p><italic>The first month:</italic> Multiple studies pinpoint the initial period of employment as the highest risk zone. In Bhutanese technical institutes, &#x201C;67% of all accidents occurred among workers with less than 1&#x202F;month of employment&#x201D; (<xref ref-type="bibr" rid="ref16">16</xref>). Similarly, in South Korea, accident frequency was highest for workers with less than 1&#x202F;month of experience (<xref ref-type="bibr" rid="ref22">22</xref>). This sharp peak in accident frequency during the induction period and its subsequent decline is visually represented in <xref ref-type="fig" rid="fig2">Figure 2</xref>.</p>
</list-item>
<list-item>
<p><italic>Age vs. experience:</italic> While older workers may suffer more severe injuries due to physical decline (<xref ref-type="bibr" rid="ref1">1</xref>), young workers (18&#x2013;24 age group) have a higher <italic>frequency</italic> of non-fatal injuries due to inexperience and lack of safety skills (<xref ref-type="bibr" rid="ref2">2</xref>). Salminen&#x2019;s review confirms that young workers have a higher injury rate than older workers in most countries studied (<xref ref-type="bibr" rid="ref2">2</xref>).</p>
</list-item>
<list-item>
<p><italic>The role of mentorship:</italic> Qualitative research from Canada suggests that &#x201C;teaching&#x201D; safety rules is not the same as &#x201C;learning&#x201D; to work safely. Apprentices often side-step safety rules to meet production demands unless they are guided by experienced co-workers who can demonstrate how to balance safety with productivity (<xref ref-type="bibr" rid="ref6">6</xref>).</p>
</list-item>
</list>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Illustrative model of the &#x201C;first-month effect&#x201D;: relationship between employment duration and accident frequency. This trend is primarily derived from data in high-risk industrial sectors and serves to highlight the critical vulnerability of the induction period.</p>
</caption>
<graphic xlink:href="fpubh-14-1767451-g002.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Line graph showing accident frequency percentage on the vertical axis versus months of employment on the horizontal axis. Accident frequency drops sharply within the first three months and gradually declines with increased employment duration.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec13">
<label>3.4</label>
<title>Macro-factors: culture, firm size and economy</title>
<list list-type="bullet">
<list-item>
<p><italic>Firm size:</italic> Smaller firms often lack the resources for comprehensive OHS training. Studies in Italy confirm a relationship between firm size and injury rates, with smaller firms often exhibiting higher risks (<xref ref-type="bibr" rid="ref23">23</xref>). In Spain, mining accidents were also correlated with company size (<xref ref-type="bibr" rid="ref1">1</xref>).</p>
</list-item>
<list-item>
<p><italic>Economic development:</italic> A longitudinal study in Iran found a significant relationship between the Human Development Index (HDI) and occupational accidents, suggesting that as a country&#x2019;s education and economic levels rise, safety performance improves (<xref ref-type="bibr" rid="ref24">24</xref>). Similarly, economic analysis in China revealed a negative correlation between GDP growth and fatal workplace incidents (<xref ref-type="bibr" rid="ref25">25</xref>).</p>
</list-item>
<list-item>
<p><italic>Safety culture:</italic> In Brazil, the introduction of the &#x201C;Accident Prevention Factor&#x201D; policy led to a reduction in accidents, but continuous education is needed to sustain this culture (<xref ref-type="bibr" rid="ref26">26</xref>). A global meta-analysis on PPE usage indicated that safety culture and regulations significantly influence whether workers use protective equipment (<xref ref-type="bibr" rid="ref27">27</xref>).</p>
</list-item>
</list>
</sec>
</sec>
<sec sec-type="discussion" id="sec14">
<label>4</label>
<title>Discussion</title>
<sec id="sec15">
<label>4.1</label>
<title>Beyond compliance: the need for active OHS pedagogy</title>
<p>The findings of this review strongly validate the hypothesis that OHS education is not merely a regulatory formality but a critical preventive tool. The statistical evidence from France showing a 50% reduction in injury rates among educated apprentices serves as a benchmark for the efficacy of early intervention (<xref ref-type="bibr" rid="ref3">3</xref>). However, the qualitative data suggests that the <italic>method</italic> of delivery is as important as the <italic>content</italic>. Traditional, lecture-based safety training often fails to translate into safe behavior in high-pressure work environments (<xref ref-type="bibr" rid="ref7">7</xref>). In contrast, models like &#x201C;ZeroSicks&#x201D; in Indonesia (<xref ref-type="bibr" rid="ref12">12</xref>) and &#x201C;Attitude to Work&#x201D; in Finland (<xref ref-type="bibr" rid="ref4">4</xref>) succeed because they engage students in active problem-solving and internalize safety as a value rather than a rule. Comparative studies further support this, showing that different training methods in vocational schools can lead to varying levels of safety competence, with active engagement yielding better results (<xref ref-type="bibr" rid="ref28">28</xref>). This aligns with Laberge et al. (<xref ref-type="bibr" rid="ref6">6</xref>) observation that &#x201C;learning&#x201D; in the workplace is a dynamic, social process that requires students to develop self-regulation strategies rather than just obedience to rules. A comparative analysis of these pedagogical approaches, contrasting passive instruction with active learning models, is outlined in <xref ref-type="table" rid="tab3">Table 3</xref>.</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Comparison of OHS pedagogical approaches in VET settings.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Pedagogical approach</th>
<th align="left" valign="top">Methods used</th>
<th align="left" valign="top">Impact on safety competence</th>
<th align="left" valign="top">Study reference</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Passive learning</td>
<td align="left" valign="middle">Lectures, reading regulations, watching videos.</td>
<td align="left" valign="middle">Low retention; compliance-based behavior; limited impact on &#x201C;safety motivation.&#x201D;</td>
<td align="left" valign="middle">Talib et al. (<xref ref-type="bibr" rid="ref7">7</xref>); El-Marakby et al. (<xref ref-type="bibr" rid="ref17">17</xref>)</td>
</tr>
<tr>
<td align="left" valign="middle">Active learning</td>
<td align="left" valign="middle">&#x201C;ZeroSicks&#x201D; model; Problem-based scenarios; Peer discussions.</td>
<td align="left" valign="middle">High engagement; improved internal locus of control; Better hazard recognition.</td>
<td align="left" valign="middle">Ismara et al. (<xref ref-type="bibr" rid="ref12">12</xref>); Nyk&#x00E4;nen et al. (<xref ref-type="bibr" rid="ref4">4</xref>)</td>
</tr>
<tr>
<td align="left" valign="middle">Situated learning</td>
<td align="left" valign="middle">Workplace mentorship; apprenticeship with experienced peers.</td>
<td align="left" valign="middle">Development of self-regulation strategies; adaptation to real-world constraints.</td>
<td align="left" valign="middle">Laberge et al. (<xref ref-type="bibr" rid="ref6">6</xref>)</td>
</tr>
<tr>
<td align="left" valign="middle">Simulation</td>
<td align="left" valign="middle">VR (Virtual reality); role-playing emergency response.</td>
<td align="left" valign="middle">High skill transfer; emotional preparedness for high-stress situations.</td>
<td align="left" valign="middle">Recommended in conclusion (Section 5.2)</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec16">
<label>4.2</label>
<title>The &#x201C;one-size-fits-all&#x201D; fallacy <italic>vs.</italic> sectoral reality</title>
<p>A significant disconnect identified in this study is the generic nature of many VET OHS curricula versus the highly specific risks of different industries. While a generic curriculum might cover basic PPE usage, it fails to prepare a healthcare student for the high-severity risk of commuting accidents (<xref ref-type="bibr" rid="ref9">9</xref>) or a construction student for the specific dynamics of falling from heights, which accounts for nearly a third of fatalities in that sector (<xref ref-type="bibr" rid="ref5">5</xref>, <xref ref-type="bibr" rid="ref8">8</xref>). The Bayesian network analysis in the mining sector highlights that training is the single most modifiable factor affecting accident severity (<xref ref-type="bibr" rid="ref10">10</xref>). Therefore, educational institutions must shift from generic safety modules to &#x201C;sector-simulated&#x201D; environments where students practice responding to the specific lethal risks of their future trade.</p>
</sec>
<sec id="sec17">
<label>4.3</label>
<title>Bridging the &#x201C;first month&#x201D; vulnerability gap</title>
<p>Perhaps the most critical finding for educators is the extreme vulnerability of workers during their first month of employment (<xref ref-type="bibr" rid="ref16">16</xref>, <xref ref-type="bibr" rid="ref22">22</xref>). This &#x201C;first-month effect&#x201D; indicates that the transition from school to work is abrupt and dangerous. VET institutions often view their responsibility as ending upon graduation, while employers assume graduates are &#x201C;job-ready.&#x201D; This gap leaves young workers exposed. The data suggests that OHS education must include a specific &#x201C;induction phase&#x201D; or &#x201C;transition simulation&#x201D; that mimics the high-stress, low-supervision environment of the first weeks of employment, empowering students to refuse unsafe work or identify hazards independently (<xref ref-type="bibr" rid="ref2">2</xref>, <xref ref-type="bibr" rid="ref22">22</xref>).</p>
</sec>
<sec id="sec18">
<label>4.4</label>
<title>The challenge of small enterprises</title>
<p>The data consistently shows that smaller firms have higher accident rates and lower safety standards (<xref ref-type="bibr" rid="ref1">1</xref>, <xref ref-type="bibr" rid="ref23">23</xref>). This poses a unique challenge for VET educators: students placed in internships or jobs in Small and Medium Enterprises (SMEs) are less likely to receive adequate on-the-job safety training than those in large corporations. Therefore, schools must over-compensate for this deficit by ensuring students bound for SMEs have a higher level of self-reliance and autonomous safety decision-making skills (<xref ref-type="bibr" rid="ref11">11</xref>).</p>
</sec>
<sec id="sec19">
<label>4.5</label>
<title>Limitations and potential bias</title>
<p>Although this review followed a systematic protocol, several limitations should be acknowledged. First, publication bias may be present, as studies with positive outcomes are more likely to appear in indexed journals. Second, language bias may occur, since only articles written in English were included, potentially excluding regionally important studies published in other languages. Third, regional heterogeneity in data collection and sector definitions may limit comparability across countries. Finally, the absence of meta-analytic statistical synthesis due to methodological diversity restricts causal inference. Therefore, results should be interpreted carefully and primarily used for educational and policy implications rather than direct causal assumptions.</p>
</sec>
</sec>
<sec id="sec20">
<label>5</label>
<title>Conclusion, recommendations and future directions</title>
<sec id="sec21">
<label>5.1</label>
<title>Conclusion</title>
<p>This systematic review of 32 international studies confirms that OHS education is a cornerstone of occupational safety, capable of significantly reducing injury rates among young workers. However, the current educational landscape is fragmented. While innovative models like ZeroSicks demonstrate the power of active learning, many curricula remain disconnected from the specific realities of high-risk sectors like mining and construction. The evidence highlights a critical &#x201C;danger zone&#x201D; during the first month of employment, necessitating a pedagogical shift from passive knowledge transfer to active competency building. Ultimately, sustainable safety is not achieved by legislation alone but by cultivating a &#x201C;safety culture&#x201D; that begins in the classroom and transitions seamlessly to the workplace (<xref ref-type="bibr" rid="ref26">26</xref>, <xref ref-type="bibr" rid="ref29">29</xref>).</p>
</sec>
<sec id="sec22">
<label>5.2</label>
<title>Recommendations</title>
<p>Based on the synthesized evidence, the following recommendations are proposed for educational institutions, policymakers, and industry stakeholders:</p>
<list list-type="simple">
<list-item>
<p>1. <italic>Implement &#x201C;Transition simulations&#x201D; in curricula:</italic> To address the high accident rates in the first month of employment (<xref ref-type="bibr" rid="ref16">16</xref>, <xref ref-type="bibr" rid="ref22">22</xref>), VET institutions should introduce mandatory &#x201C;induction simulations&#x201D; in the final semester. These should mimic the pressure and lack of supervision of a real workplace, testing students&#x2019; ability to identify hazards under stress.</p>
</list-item>
<list-item>
<p>2. <italic>Sector-specific OHS modules:</italic> Move away from generic OHS courses.</p></list-item>
</list>
<list list-type="bullet">
<list-item>
<p><italic>For construction</italic>: Focus intensively on &#x201C;working at heights&#x201D; and &#x201C;scaffolding safety&#x201D; using VR or physical simulations (<xref ref-type="bibr" rid="ref5">5</xref>, <xref ref-type="bibr" rid="ref8">8</xref>, <xref ref-type="bibr" rid="ref18">18</xref>).</p>
</list-item>
<list-item>
<p><italic>For healthcare</italic>: Integrate modules on &#x201C;safe commuting/transportation&#x201D; and &#x201C;ergonomics for patient handling&#x201D; alongside standard biological hazard training (<xref ref-type="bibr" rid="ref9">9</xref>).</p>
</list-item>
<list-item>
<p><italic>For mining/industry</italic>: Emphasize machinery lockout/tagout procedures and risk assessment matrices (<xref ref-type="bibr" rid="ref1">1</xref>, <xref ref-type="bibr" rid="ref10">10</xref>).</p>
</list-item>
</list>
<list list-type="simple">
<list-item>
<p>3. <italic>Adoption of active learning models:</italic> Replace passive lectures with participatory models like &#x201C;ZeroSicks&#x201D; or &#x201C;Attitude to Work&#x201D; that have statistically proven efficacy in improving safety motivation and locus of control (<xref ref-type="bibr" rid="ref4">4</xref>, <xref ref-type="bibr" rid="ref12">12</xref>). Evaluating the learning outcomes of these models regularly is also essential (<xref ref-type="bibr" rid="ref30">30</xref>).</p>
</list-item>
<list-item>
<p>4. <italic>Special focus on SME placements:</italic> Schools must identify students entering Small and Medium Enterprises (SMEs) for internships and provide them with additional &#x201C;self-defense&#x201D; OHS training, as they are unlikely to receive robust safety onboarding from their employers (<xref ref-type="bibr" rid="ref1">1</xref>, <xref ref-type="bibr" rid="ref23">23</xref>).</p>
</list-item>
<list-item>
<p>5. <italic>Data-driven curriculum updates:</italic> Educational boards should establish a feedback loop where national accident statistics (e.g., rise in specific injury types like falls or electrocution) directly trigger updates in VET OHS curricula (<xref ref-type="bibr" rid="ref25">25</xref>, <xref ref-type="bibr" rid="ref31">31</xref>). Furthermore, policy interventions must be developed to identify and support high-risk groups to prevent industrial accidents effectively (<xref ref-type="bibr" rid="ref32">32</xref>).</p>
</list-item>
</list>
</sec>
<sec id="sec23">
<label>5.3</label>
<title>Implications for future research</title>
<p>Future research should focus on longitudinal designs following students during their transition from school to work in order to better understand the first-month vulnerability. Comparative analyzes between countries, sectors, and educational models will help clarify which pedagogical approaches are most effective for reducing severe accidents. Moreover, experimental designs implementing simulation-based safety modules (VR, workplace simulations) are needed to evaluate the long-term impact of active learning strategies on real injury outcomes.</p>
</sec>
</sec>
</body>
<back>
<sec sec-type="author-contributions" id="sec24">
<title>Author contributions</title>
<p>VC: Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>The authors would like to thank the reviewers for their valuable feedback which improved the quality of this manuscript.</p>
</ack>
<sec sec-type="COI-statement" id="sec25">
<title>Conflict of interest</title>
<p>The author(s) declared that this work was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="sec26">
<title>Generative AI statement</title>
<p>The author(s) declared that Generative AI was not used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec sec-type="disclaimer" id="sec27">
<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>
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<fn fn-type="custom" custom-type="edited-by" id="fn0001">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1122547/overview">Konstantina Karatrantou</ext-link>, University of Thessaly, Greece</p>
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<fn fn-type="custom" custom-type="reviewed-by" id="fn0002">
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<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3060438/overview">Ahmad Padhil</ext-link>, Universitas Muslim Indonesia, Indonesia</p>
</fn>
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