Predictive Model Approach to Enhancing Occupational Health Based on Safety Culture and Sustainable Technology in Environmental, Social, and Governance

  • Anastasia Febiyani Doctoral Study Program, Industrial Engineering, Faculty of Engineering, Universitas Sebelas Maret, Surakarta, Indonesia. Industrial Engineering Study Program, Telkom University, Purwokerto Campus, Central Java, Indonesia
  • Bambang Suhardi Department of Industrial Engineering, Faculty of Engineering, Universitas Sebelas Maret, Surakarta, Indonesia
  • Pringgo Widyo Laksono Department of Industrial Engineering, Faculty of Engineering, Universitas Sebelas Maret, Surakarta, Indonesia
  • Heru Prastawa Department of Industrial Engineering, Faculty of Engineering, Universitas Diponegoro, Semarang, Indonesia
DOI: https://doi.org/10.56338/mppki.v8i9.7675
Keywords: Occupational Safety, Safety Culture, Sustainable Technology

Abstract

Introduction: Occupational safety and health (OSH) is a key pillar in creating a productive and sustainable work environment, especially in the high-risk manufacturing sector. As global demands for Environmental, Social, and Governance (ESG) principles increase, the integration of safety culture and sustainable technology is an important strategy to strengthen the protection of workers' health while supporting industrial sustainability.

Method: A quantitative approach was used by distributing questionnaires to 200 workers from various categories of manufacturing industries. The analysis used included correlation tests, multiple linear regression, and scenario simulations of technological improvements and recycling efficiency of personal protective equipment.

Result: The main variables analyzed were discipline in wearing PPE, consistency, reward-punishment, and the application of wearable technology and environmentally friendly PPE. The regression results show that the discipline of using PPE is the most significant factor in shaping occupational safety culture (p = 0.001). Although the technology and reward variables are not statistically significant, the simulation shows that increased investment in safety technology can accelerate the growth of safety culture and indirectly strengthen occupational health protection.The implementation of sustainability principles, such as the use of environmentally friendly PPE materials and recycling programs, is also proven to reduce the impact of industrial waste and contribute to the Environmental aspect of ESG.

Conclusion: While lowering the effect of industrial waste, the simulation reveals that higher investment in technology and recycling efficiency might hasten the change of safety culture from reactive to proactive. This study theoretically expands the safety culture approach to be more predictive and sustainable under the ESG framework, so improving its sustainability. Practically, these results give a basis for industrial policies to create OSH strategies compatible with digital transformation and world sustainability goals.

References

Küçük ?, Ya?imli M, I?ikta? ?. Modeling the Effects of Safety Culture Affecting Safety Performance on Occupational Accidents with System Dynamics. Int J Comput Exp Sci Eng [Internet]. 2024;10(3):403–19. Available from: 10.22399/ijcesen.419

Abnikia H, Bastanb M, Kasiralvalada E, Ahmadvanda A. Impacts of safety performance and culture on work-related accidents: A system dynamics model. Proc Int Conf Ind Eng Oper Manag [Internet]. 2017;(June):1868–83. Available from: https://doi.org/10.46254/AN07.20170448

Naweed A, Bowditch L, Trigg J, Unsworth C. Injury by design: A thematic networks and system dynamics analysis of work-related musculoskeletal disorders in tram drivers. Appl Ergon [Internet]. 2022;100. Available from: 10.1016/j.apergo.2021.103644

Zanko M, Dawson P. Occupational Health and Safety Management in Organizations: A Review. Int J Manag Rev. 2012;14(3):328–44.

Goh YM, Brown H, Spickett J. Applying systems thinking concepts in the analysis of major incidents and safety culture. Saf Sci [Internet]. 2010;48(3):302–9. Available from: http://dx.doi.org/10.1016/j.ssci.2009.11.006

Rahdiana N, Suhardi B, Damayanti RW, Susanto N, Rohani JM. Towards Safer Workplace: A Survey-Based Study on Developing a Safety Climate Model for the Indonesian Paper Industry. J Optimasi Sist Ind. 2024;23(2):130–48.

Febiyani A, Suhardi B, Laksono PW, Prastawa H. Bibliometric Analysis of Occupational Health and Safety in Relation to Dynamic System. Adv Transdiscipl Eng. 2023;35:524–33.

Khumaira NA, Safirin MT. Impact of Employee Placement , Motivation , and Career Development on Performance and Productivity at Bank XYZ Using PLS-SEM. Adv Sustain Sci Eng Technol. 2025;7(1):1–8.

Qayoom A, H.W. Hadikusumo B. Multilevel safety culture affecting organization safety performance: a system dynamic approach. Eng Constr Archit Manag. 2019;26(10):2326–46.

Shin M, Lee H-S, Park M, Moon M, Han S. A system dynamics approach for modeling construction workers’ safety attitudes and behaviors. Accid Anal Prev [Internet]. 2014;68:95–105. Available from: https://www.scopus.com/inward/record.uri?eid=2-s2.0-84898955232&doi=10.1016%2Fj.aap.2013.09.019&partnerID=40&md5=e2c67be927b2b7ea0da89fbaf59211ef

Yu K, Zhou L, Hu C, Wang L, Jin W. Analysis of influencing factors of occupational safety and health in coal chemical enterprises based on the Analytic Network Process and system dynamics. Processes. 2019;7(1).

Kusumo H, Solechan A, Febryantahanuji. Analysis Determination of the Best Employee with Simple Additive Weighting Method. Adv Sustain Sci Eng Technol. 2023;5(1):1–8.

Carayon P, Wetterneck TB, Rivera-Rodriguez AJ, Hundt AS, Hoonakker P, Holden R, et al. Human factors systems approach to healthcare quality and patient safety. Appl Ergon [Internet]. 2014;45(1):14–25. Available from: http://dx.doi.org/10.1016/j.apergo.2013.04.023

Mohammadi A, Tavakolan M. Identifying safety archetypes of construction workers using system dynamics and content analysis. Saf Sci [Internet]. 2020;129(March 2019):104831. Available from: https://doi.org/10.1016/j.ssci.2020.104831

Kadir A, Lestari F, Sunindijo RY, Erwandi D, Kusminanti Y, Modjo R, et al. Safety Climate in the Indonesian Construction Industry: Strengths, Weaknesses and Influential Demographic Characteristics. Buildings. 2022;12(5).

Dolansky MA, Moore SM, Palmieri PA, Singh MK. Development and Validation of the Systems Thinking Scale. J Gen Intern Med. 2020;35(8):2314–20.

Hale A, Borys D. Working to rule, or working safely? Part 1: A state of the art review. Saf Sci [Internet]. 2013;55:207–21. Available from: http://dx.doi.org/10.1016/j.ssci.2012.05.011

Xie X, Hu J, Fu G, Shu X, Wu Y, Huang L, et al. Investigation of Unsafe Acts Influence Law Based on System Dynamics Simulation: Thoughts on Behavior Mechanism and Safety Control. Int J Environ Res Public Health. 2023;20(6).

Suárez Sánchez FA, Carvajal Peláez GI, Catalá Alís J. Occupational safety and health in construction: A review of applications and trends. Ind Health. 2017;55(3):210–8.

Roxas FMY, Rivera JPR, Gutierrez ELM. Locating Potential Leverage Points In A Systems Thinking Causal Loop Diagram Toward Policy Intervention. World Futures [Internet]. 2019;75(8):609–31. Available from: https://doi.org/10.1080/02604027.2019.1654784

Bastan M, Baraftabi LA, Groesser S, Sheikhahmadi F. Analysis of development policies in occupational health and safety management system: A system dynamics approach. In: Proceedings of the International Conference on Industrial Engineering and Operations Management [Internet]. Department of Industrial Engineering, University of Eyvanekey, Garmsar, Iran: IEOM Society; 2018. p. 61–4. Available from: https://www.scopus.com/inward/record.uri?eid=2-s2.0-85066932535&partnerID=40&md5=80c53f497a518b66051290239ff8aebc

SETIAWAN D, DANANG. Analisis Risiko Kesehatan Dan Keselamatan Kerja Pada Sistem Kompleks Sosio-Teknikal Dengan Pendekatan Sistem Dinamik (Studi Kasus: Pt Dok Dan Perkapalan Surabaya). Pap Present Ind Eng RSI 62086 Set a, 2014. 2013;(2007):1–6.

Repenning NP, Sterman JD. Capability Traps and Self-Confirming Attribution Errors in the Dynamics of Process Improvement. Am Psychol. 2002;57(6–7):458–60.

Masudin I, Tsamarah N, Restuputri DP, Trireksani T, Djajadikerta HG. The impact of safety climate on human-technology interaction and sustainable development: Evidence from Indonesian oil and gas industry. J Clean Prod. 2024;434(November 2023).

Ihimbazwe Ndanguza AP. Managerial Competence in Integrating Industry 4.0 with Corporate Social Responsibility for Enhanced Safety Culture in Manufacturing. Sustain. 2025;17(10).

Bas E. An integrated quality function deployment and capital budgeting methodology for occupational safety and health as a systems thinking approach: The case of the construction industry. Accid Anal Prev [Internet]. 2014;68:42–56. Available from: https://www.scopus.com/inward/record.uri?eid=2-s2.0-84899437975&doi=10.1016%2Fj.aap.2013.10.005&partnerID=40&md5=9fb10c1977b82b2600450855a2d4507c

Leveson N. A new accident model for engineering safer systems. Saf Sci. 2004;42(4):237–70.

Qureshi ZH. A Review of Accident Modelling Approaches for Complex Critical Sociotechnical Systems. 12th Aust Work Saf Relat Program Syst (SCS’07), Adelaide. 2008;86(December 2007):47–59.

Bellamy LJ, Geyer TAW, Wilkinson J. Development of a functional model which integrates human factors, safety management systems and wider organisational issues. Saf Sci. 2008;46(3):461–92.

Karwowski W. Ergonomics and human factors: The paradigms for science, engineering, design, technology and management of human-compatible systems. Ergonomics. 2005;48(5):436–63.

Stanton NA, Stewart R, Harris D, Houghton RJ, Baber C, McMaster R, et al. Distributed situation awareness in dynamic systems: Theoretical development and application of an ergonomics methodology. Ergonomics. 2006;49(12–13):1288–311.

Munang A, Nurisusilawati I. Modeling Underlying Pattern Making Construction Safety Risk Mitigation Decisions Using Dynamic Systems. J Ilm Tek Ind. 2022;21(1):37–48.

Meshkati N, Tabibzadeh M, Farshid A, Rahimi M, Alhanaee G. People-Technology-Ecosystem Integration: A Framework to Ensure Regional Interoperability for Safety, Sustainability, and Resilience of Interdependent Energy, Water, and Seafood Sources in the (Persian) Gulf. Hum Factors. 2016;58(1):43–57.

Bastan M, Baraftabi LA, Groesser S, Sheikhahmadi F. Analysis of development policies in occupational health and safety management system: A system dynamics approach. Proc Int Conf Ind Eng Oper Manag. 2018;2018(JUL):61–4.

Mohammadi A, Tavakolan M. Modeling the effects of production pressure on safety performance in construction projects using system dynamics. J Safety Res [Internet]. 2019;71:273–84. Available from: https://doi.org/10.1016/j.jsr.2019.10.004

Manik K, Putri ON, Azzahra SF, Anda M, Juliastuti, Wijayanti Y. Sustainability in Construction Work: A Perspective on Accidents and Building Failure Mitigation in Indonesia. IOP Conf Ser Earth Environ Sci. 2021;794(1).

Published
2025-09-11
How to Cite
Febiyani, A., Suhardi, B., Laksono, P. W., & Prastawa, H. (2025). Predictive Model Approach to Enhancing Occupational Health Based on Safety Culture and Sustainable Technology in Environmental, Social, and Governance . Media Publikasi Promosi Kesehatan Indonesia (MPPKI), 8(9), 933-947. https://doi.org/10.56338/mppki.v8i9.7675
Issue
Vol. 8 No. 9: SEPTEMBER 2025 - Media Publikasi Promosi Kesehatan Indonesia (MPPKI)
Section
Article

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