Open research questions in Occupational Health and Safety Research
633 gap statements mined from Occupational Health and Safety Research papers in our 7.9M-paper local library, which holds 3,094 papers on the topic — drawn mostly from each paper's own stated research gap, future-work, challenge and limitation notes, and its abstract. The ones listed below are a selection still marked open; each names the study that raised it, with a DOI link where the paper has one.
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What the literature leaves open
The lack of integration of human factors into quantitative railway risk assessment. The limitation of FMEA in capturing human factors and organisational antecedents. The need for a framework that can represent non-linear dependencies and update risk probabilities as contextual variables change.
An Integrated FMEA–HFACS–Bayesian Framework for Railway Risk Assessment: Specification, Survey-Informed Parameterisation and Demonstration · 2026 · DOIConventional FMEA has limitations in addressing the complexity of construction engineering. The need for a framework that captures the hesitancy of expert judgment and prioritizes safety interventions.
An Integrated HFACS–FMEA Model Under an Interval-Valued Fermatean Fuzzy Environment for Human-Factor Risk Assessment in Construction Engineering · 2026 · DOIThe manufacturing sector is characterized by diverse hazards and risks, but there is a lack of sector-specific analysis of occupational accidents. Prior work has focused on other domains, and there is a need for studies that specifically address the manufacturing sector.
Topic Modeling of Occupational Accident Narratives in the Manufacturing Sector Using BERTopic: Sector-Specific Accident Pattern Analysis · 2026 · DOIThe lack of clear characterization of the timing of repeated construction safety violations after case resolution. The need for a predictive model that can effectively combine inspection context, resolution information, and regulatory hierarchy. The importance of understanding the impact of prior same-standard history on recurrence.
Predicting Construction Safety Violation Recurrence Using Longitudinal Occupational Safety and Health Administration Enforcement Data · 2026 · DOIThe study notes the challenge of limited workforce in the seafood industry.
The human cost of the blue economy: a call for ımproved workplace safety based on occupational injuries and fatalities in the Turkish seafood ındustry, 2013–2023 · 2026 · DOIThe study highlights the need for improved workplace safety in the Turkish seafood industry.
The human cost of the blue economy: a call for ımproved workplace safety based on occupational injuries and fatalities in the Turkish seafood ındustry, 2013–2023 · 2026 · DOICurrent fall detection systems are prone to false positives. There is a need for accurate and real-time fall detection systems. Prior research has not achieved sufficient lead time for wearable airbag actuation.
Machine Learning-Based Framework for Pre-Impact Same-Level Fall and Fall-from-Height Detection in Construction Sites Using a Single Wearable Inertial Measurement Unit · 2025 · DOIThe lack of a comprehensive framework for evaluating and exploring the influencing factors of urban health resilience. The need for a deeper understanding of the relationship between static and dynamic urban health resilience. The importance of considering population flow autocorrelation in modeling urban health resilience.
Static–Dynamic Analytical Framework for Urban Health Resilience Evaluation and Influencing Factor Exploration from the Perspective of Public Health Emergencies—Case Study of 61 Cities in Mainland China · 2025 · DOIThe need for a scalable and explainable foundation for adaptive, sequence-aware safety monitoring in safety-critical systems. The lack of a framework that can simulate human-like risk reasoning over sequential accident precursors.
Another challenge is the need for an explainable AutoML framework that can provide transparent attributions and achieve high accuracy. The study also acknowledges the challenge of transferring the model to real-world logs and the potential for lower performance due to measurement error, unmeasured confounders, and behavioral complexity.
Interpretable AutoML for Predicting Unsafe Miner Behaviors via Psychological-Contract Signals · 2025 · DOIThe lack of a comprehensive and proactive approach to safety management in the construction industry. The need for a more effective method of risk assessment and mitigation that integrates into the project design and execution phases. The potential for Building Information Modeling to enhance safety management and reduce accidents.
Construction Safety and Efficiency: Integrating Building Information Modeling into Risk Management and Project Execution · 2024 · DOIPrior work has not fully explored the role of employee resilience in mediating the relationship between organizational politics and turnover intentions.
Understanding Turnover Intentions: The Interplay of Organizational Politics, Employee Resilience, and Person-Job Fit in Ghana’s Healthcare Sector · 2024 · DOIHowever, it remains unclear how the differing cost–benefit expectations, risk perceptions, and strategic choices of relevant stakeholders influence the willingness of key players, i.
Consequently, it remains unclear under which conditions safety technology adoption can achieve economic justification.
Scenario-Based Framework for Economic Evaluation of Safety Technology Adoption in Construction · 2026 · DOIDespite its growing importance, behavioral safety remains under researched.
Safety Behavior: A Mediated Moderation Model Using Employee Readiness and Management Commitment · 2026 · DOIDespite the traditional view of work errors as purely detrimental, limited research has explored their potential to relate to helping behavior, which is critical for mitigating error cascades and maintaining team cohesion in construction settings.
Feeling bad, learning fast and helping out: how growth mindset shapes construction workers' helping behaviors after mistakes · 2026 · DOIAlthough factory-like platforms such as the aerial building machine (ABM) have been introduced to improve on-site conditions, their effects on workers' efficiency and cognitive load remain unclear.
Working efficiency and cognitive load impacts by factory-like construction working environments in hot summer: evidence from rebar tying workers · 2026 · DOIEvidence remains limited on how unsafe behaviors connect and progress directionally within construction accident sequences.
Unraveling multi-behavior coupling in construction fall-from-height accidents: a complex network perspective · 2026 · DOIThese case-specific proposals require prospective evaluation; their effectiveness and wider applicability have not been established.
Occupational Safety Management Barriers on the Usilimo–Karubaga Road Preservation Project in Highland Papua · 2026 · DOIThe evolution of BBS over the years in terms of application strategies and complexity levels requires more insights. It is often difficult to identify clear boundaries between standard BBS and similar or complementary interventions.
Implementation of Behavior-Based Safety in the Workplace: A Review of Conceptual and Empirical Literature · 2024 · DOIEmpirical validation of the proposed framework, - Expert elicitation for the fourteen endogenous parameters, - Application of the framework to various railway safety…
An Integrated FMEA–HFACS–Bayesian Framework for Railway Risk Assessment: Specification, Survey-Informed Parameterisation and Demonstration · 2026 · DOIEvaluation beyond historical inspection practice requires inspection-process information with a justified observation model, or a prospectively designed inspection sample - A predictor-level audit could be performed to confirm historical availability of the extracted…
Predicting Construction Safety Violation Recurrence Using Longitudinal Occupational Safety and Health Administration Enforcement Data · 2026 · DOIExpand the framework to other large language models such as Gemini Pro, Claude 3, and DeepSeek, enabling comparative evaluation of reasoning consistency and contextual fidelity - Cross-domain studies can investigate the applicability of the approach in aviation, healthcare, and construction safety, where sequential precursors and dynamic decision-making are crucial - Integrating time-weighted modeling, uncertainty…
Developing an entropy-or Kullback-Leibler-based measure of cumulative information…
An Integrated HFACS–FMEA Model Under an Interval-Valued Fermatean Fuzzy Environment for Human-Factor Risk Assessment in Construction Engineering · 2026 · DOIOriginality The research contributes to behavioral safety research, a rarely studied problem by empirically proving the effectiveness of BBSI by considering Employee readiness and Management commitment as mediating and moderating variables respectively.
Safety Behavior: A Mediated Moderation Model Using Employee Readiness and Management Commitment · 2026 · DOI
Most-cited papers in Occupational Health and Safety Research
- Safety climate in industrial organizations: Theoretical and applied implications. · Journal of Applied Psychology · 1980 · 1,804 citations
- Workplace safety: A meta-analysis of the roles of person and situation factors. · Journal of Applied Psychology · 2009 · 1,349 citations
- A study of the lagged relationships among safety climate, safety motivation, safety behavior, and accidents at the individual and group levels. · Journal of Applied Psychology · 2006 · 1,338 citations
- A group-level model of safety climate: Testing the effect of group climate on microaccidents in manufacturing jobs. · Journal of Applied Psychology · 2000 · 980 citations
- Contributing factors in construction accidents · Applied Ergonomics · 2005 · 810 citations
- Development and test of a model linking safety-specific transformational leadership and occupational safety. · Journal of Applied Psychology · 2002 · 730 citations
- High-Performance Work Systems and Occupational Safety. · Journal of Applied Psychology · 2005 · 594 citations
- The effects of leadership dimensions, safety climate, and assigned priorities on minor injuries in work groups · Journal of Organizational Behavior · 2002 · 578 citations
- A CROSS‐LEVEL INVESTIGATION OF FACTORS INFLUENCING UNSAFE BEHAVIORS AND ACCIDENTS · Personnel Psychology · 1996 · 574 citations
- Safety-related behavior as a social exchange: The role of perceived organizational support and leader–member exchange. · Journal of Applied Psychology · 1999 · 560 citations
Most recent work
- Detection Without Indicators: Agent-Originated Intrusion · Zenodo (CERN European Organization for Nuclear Research) · 2026
- PPE-EYE: A Deep Learning Approach to Personal Protective Equipment Compliance Detection · Computers · 2026
- A deep learning framework for aviation risk classification and high-order coupled risk modeling · Reliability Engineering & System Safety · 2026
- Uncertainty-aware risk mapping with passive WiFi and modified Zonal Safety Analysis (mZSA) in BIM for construction · Automation in Construction · 2026
- From association to Explanation: Causal explanation of Rework-Related safety events using Evidential Pluralism · Safety Science · 2026
- Automated identification of pilot failures in aviation accidents using a BERT-based classifier and topic modeling · Reliability Engineering & System Safety · 2026
- Toward early warning of unsafe behavior of excavator operators under time pressure: experimental evidence and EEG-based detection via RCF-IncepLite model · Accident Analysis & Prevention · 2026
- A new machine learning framework for occupational accidents forecasting with safety inspections integration · Journal of Safety Research · 2026
- Generative AI-driven data augmentation and object-guided vision-language reasoning for PPE compliance analysis in work-at-height · Advanced Engineering Informatics · 2026
- Safety-aware predictive motion planning for close-range human-UAV collaboration in construction · Automation in Construction · 2026
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