Time series analysis of hazardous events based on data recorded in a polish construction company

Authors

DOI:

https://doi.org/10.24425/ace.2025.155100

Abstract

The construction sector records a significant number of occupational accidents (A) and near-misses (NM), making it one of the most dangerous in the economy. In recent years, interest in near-miss events has been growing among researchers and practicing engineers, as they are considered precursors to occupational accidents. Based on a review of the literature on the subject and their own experience, the authors of the article conclude that there is a significant gap in research on near misses in the Polish construction industry. The authors believe that such studies are necessary in the context of accident reduction. The purpose of this article is to analyze the time series of near misses and accidents at work. The data used in the study come from the system of registration of hazardous events implemented in one of the Polish construction companies, recorded in 2015-2022. Due to the specific nature of construction work and the circumstances of the event, 8 categories of hazardous events were specified. For each category, a time series was built to inform about the dynamics of the changes taking place. Box plots were developed for random variables representing the time intervals between consecutive events, informing about the statistical characteristics of a given set of events (SHEi ). This research makes it possible to predict the occurrence of specific events over time and to introduce preventive measures in construction practice.

References

[1] Z. Woźniak, B. Hoła, J. Ciszewski, and M. Stelmaszczyk, “Znaczenie zdarzeń potencjalnie wypadkowych dla bezpieczeństwa pracy w budownictwie (Significance of near misses for work safety in construction)", Przegląd Budowlany, vol. 93, no. 9-10, 2022 (in Polish).

[2] R. Irumba, “Spatial analysis of construction accidents in Kampala, Uganda”, Safety Science, vol. 64, pp. 109-120, 2014, doi: 10.1016/J.SSCI.2013.11.024.

[3] Z. Woźniak and B. Hoła, “The structure of near misses and occupational accidents in the polish construction industry”, Heliyon, vol. 10, no. 4, 2024, doi: 10.1016/J.HELIYON.2024.E26410.

[4] B.H.C. Lee, J.C. Chen, and K.W. Fo, “Accidents in Construction Sites: A Study on the Causes and Preventive Approaches to Mitigate Accident Rate”, Inti Journal, vol. 1, 2018.

[5] F. Hashmi, M.U. Hassan, M.U. Zubair, K. Ahmed, T. Aziz, and R.M. Choudhry, “Near-Miss Detection Metrics: An Approach to Enable Sensing Technologies for Proactive Construction Safety Management”, Buildings, vol. 14, no. 4, 2024, doi: 10.3390/BUILDINGS14041005.

[6] Z. Woźniak, B. Hoła, J. Ciszewski, and M. Stelmaszczyk, “Wskaźnik predykcji wypadków na podstawie liczby zdarzeń niebezpiecznych w polskim przedsiębiorstwie budowlanym (Accident prevention index based on the number of dangerous events in a Polish construction company)”, Przegląd Budowlany, vol. 94, no. 9-10, pp. 184-189, 2023, doi: 10.5604/01.3001.0053.9396 (in Polish).

[7] M. Kowalik and W. Drozd, “Evaluation of the influence of selected factors on hazardous events in construction”, Archives of Civil Engineering, 2022, vol. 68, no. 2, pp. 377-390, doi: 10.24425/ace.2022.140648.

[8] B. Hoła and M. Szóstak, “An Occupational Profile of People Injured in Accidents at Work in the Polish Construction Industry”, Procedia Engineering, vol. 208, pp. 43-51, 2017, doi: 10.1016/J.PROENG.2017.11.019.

[9] Central Statistical Office, “Accidents at Work in 2022”. [Online]. Available: https://stat.gov.pl/obszary-tematyczne/rynek-pracy/warunki-pracy-wypadki-przy-pracy/wypadki-przy-pracy-w-2022-roku,4,16.html. [Accessed: 25. Jul. 2024].

[10] M. Szóstak, B. Hoła, and P. Bogusławski, “Identification of accident scenarios involving scaffolding”, Automation in Construction, vol. 126, art. no. 103690, 2021, doi: 10.1016/J.AUTCON.2021.103690.

[11] T. Nowobilski and B. Hoła, “The Qualitative and Quantitative Structure of the Causes of Occupational Accidents on Construction Scaffolding”, Archives of Civil Engineering, vol. 65, no. 2, 2019, doi: 10.2478/ace-2019-0023.

[12] B. Hola and T. Nowobilski, “Classification of Economic Regions with Regards to Selected Factors Characterizing the Construction Industry”, Sustainability, 2018, vol. 10, no. 5, art. no. 1637, 2018, doi: 10.3390/SU10051637.

[13] "Ustawa z dnia 30 października 2002 r. o ubezpieczeniu społecznym z tytułu wypadków przy pracy i chorób zawodowych (Act of October 30, 2002 on Social Insurance for Occupational Accidents and Occupational Diseases)", Journal of Laws, 2002, no. 199, item 1673, as amended (in Polish).

[14] C. Zhou, L. Ding, M.J. Skibniewski, H. Luo, and S. Jiang, “Characterizing time series of near-miss accidents in metro construction via complex network theory”, Safety Science, vol. 98, pp. 145-158, 2017, doi: 10.1016/J.SSCI.2017.06.012.

[15] F. Chen, C. Wang, J. Wang, Y. Zhi, and Z. Wang, “Risk assessment of chemical process considering dynamic probability of near misses based on Bayesian theory and event tree analysis”, Journal of Loss Prevention in the Process Industries, vol. 68, art. no. 104280, 2020, doi: 10.1016/J.JLP.2020.104280.

[16] M.G. Gnoni and J.H. Saleh, “Near-miss management systems and observability-in-depth: Handling safety incidents and accident precursors in light of safety principles”, Safety Science, vol. 91, pp. 154-167, 2017, doi: 10.1016/J.SSCI.2016.08.012.

[17] PN-ISO 45001:2018-06 Systemy zarządzania bezpieczeństwem i higieną pracy. Wymagania i wytyczne stosowania. PKN, 2019.

[18] B. Thoroman, N. Goode, and P. Salmon, “System thinking applied to near misses: a review of industry-wide near miss reporting systems”, Theoretical Issues in Ergonomics Science, vol. 19, no. 6, pp. 712-737, 2018, doi: 10.1080/1463922X.2018.1484527.

[19] W. Wu, A.G.F. Gibb, and Q. Li, “Accident precursors and near misses on construction sites: An investigative tool to derive information from accident databases”, Safety Science, vol. 48, no. 7, pp. 845-858, 2010, doi: 10.1016/J.SSCI.2010.04.009.

[20] Z. Woźniak and B. Hoła, “Zdarzenia potencjalnie wypadkowe jako prekursory wypadków przy pracy w budownictwie (Near misses incidents as precursors of accidents at work in the construction industry)”, Materiały Budowlane, no. 1, pp. 74-76, 2022, doi: 10.15199/33.2022.01.10 (in Polish).

[21] U.B. Celebi and F. Yilmaz, “The Importance of Safety in Construction Sector: Costs of Occupational Accidents in Construction Sites”, Business and Economic Research Journal, vol. 6, no. 2, pp. 25-37, 2015.

[22] A.S. Perera, “Defining fuzzy membership function using box plot”, International Journal of Research in Computer Applications and Rrobotics, vol. 5, pp. 1-10, 2017.

[23] Atlassian, “Box Plot: A Complete Guide”. [Online]. Available: https://www.atlassian.com/data/charts/box-plot-complete-guide. [Accessed: 26. Jul. 2024].

[24] H.W. Heinrich, Industrial Accident Prevention. A Scientific Approach. New York, London: McGraw-Hill Insurance Series, 1931.

[25] F. Bird, Management Guide to Loss Control. Houston, TX: International Safety Academy, 1974.

[26] N. Zimmermann and R. Bauer, Injuries in European Union. Statistics summary 2002-2004. Austria: Eurostat Pocket Books, 2006.

[27] P. Duan and J. Zhou, “A science mapping approach-based review of near-miss research in construction”, Engineering Construction and Architectural Management, vol. 30, no. 6, pp. 2582-2601, 2022, doi: 10.1108/ECAM-09-2021-0797.

[28] M. Bou Hatoum, A. Faisal, H. Nassereddine, and H. Sarvari, “Analysis of COVID-19 Concerns Raised by the Construction Workforce and Development of Mitigation Practices”, Frontiers in Built Environment, vol. 7, art. no. 688495, 2021, doi: 10.3389/FBUIL.2021.688495/BIBTEX.

[29] H.A. Rani, A.M. Farouk, K.S. Anandh, S. Almutairi, and R.A. Rahman, “Impact of COVID-19 on Construction Projects: The Case of India”, Buildings, vol. 12, no. 6, art. no. 762, 2022, doi: 10.3390/BUILDINGS12060762.

[30] F.B. Cambraia, T.A. Saurin, and C.T. Formoso, “Identification, analysis and dissemination of information on near misses: A case study in the construction industry”, Safety Science, vol. 48, no. 1, pp. 91-99, 2010, 2010, doi: 10.1016/J.SSCI.2009.06.006.

[31] A. Fik and M. Puchała, “Funkcjonowanie patroli saperskich jako przykład współdziałania logistyki cywilnej (The operation of sapper patrols as an example of cooperation with civilian logistics)”, Zarządzanie Innowacyjne w Gospodarce i Biznesie: Czasopismo Naukowe o Problemach Współczesnego Zarządzania, no. 2, pp. 49-60, 2015 (in Polish).

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Published

2025-09-30

How to Cite

Woźniak, Zuzanna, et al. “Time Series Analysis of Hazardous Events Based on Data Recorded in a Polish Construction Company”. Archives of Civil Engineering, vol. 71, no. 3, Sept. 2025, pp. 295-09, doi:10.24425/ace.2025.155100.

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