Technical Papers
Apr 18, 2020

Structural Equation Modeling Approach to Studying the Relationships among Safety Investment, Construction Employees’ Safety Cognition, and Behavioral Performance

Publication: Journal of Construction Engineering and Management
Volume 146, Issue 7

Abstract

This study aimed to investigate the internal relationships between safety investments and construction employees’ behavioral performance with safety cognition as the mediating factor. A comprehensive methodology was adopted, including theoretical modeling of safety investments, survey questionnaire, and structural equation modeling (SEM). In the theoretical model, four factors were used as safety investment categories: personal protection equipment (PPE), safety education, insurance purchased for site employees, and safety incentives. These four categories were studied for their correlation to the overall safety investment, which was tested for its contribution to employees’ behavioral safety performance in both direct and indirect ways. Indirectly, safety cognition was introduced as a mediator to bridge safety investments and behavioral performance. A questionnaire consisting of 28 indicators was adopted to describe safety investment, safety cognition, and behavioral performance. A random sampling approach and the top-down method were implemented to recruit construction site employees from the southeastern region of China. The followup SEM analysis revealed that all four investment categories positively contributed to the overall safety investment, which was found significantly correlated to employees’ safety cognition and behavioral performance. Safety incentive was identified as the most significant factor contributing to the overall investment. The current study extends prior studies of safety investments by adopting a quantitative approach from the employees’ perspective. Insights are offered to construction employers on how safety investments can affect behavioral performance—for example, the importance of balancing the tangible (e.g., incentive) and intangible (e.g., safety insurance) investment categories. This study also contributes to establishing the internal links among safety investments, safety cognition, and behavioral safety performance. Based on the current findings, future work could investigate how to optimize safety investments to achieve better behavioral performance. The current study, based in China, could be applied in a different geographic context by testing the correlations between safety investments and behavioral safety performance.

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Data Availability Statement

Data generated or analyzed during the study are available from the corresponding author by request.

Acknowledgments

This research is supported by the National Natural Science Foundation of China (Grant No. 51408266); Ministry of Education in China Project of Humanities and Social Sciences (Grant No.14YJCZH047); Foundation of Jiangsu University (Grant No. 14JDG012); and Writing Retreat Fund provided by the University of Brighton.

References

Baron, R. M., and D. A. Kenny. 1986. “The moderator-mediator variable distinction in social psychological research: Conceptual, strategic, and statistical considerations.” J. Pers. Soc. Psychol. 51 (6): 1173–1182. https://doi.org/10.1037/0022-3514.51.6.1173.
Bentler, P. M., and C. P. Chou. 1987. “Practical issues in structural modeling.” Sociol. Method. Res. 16 (1): 78–117. https://doi.org/10.1177/0049124187016001004.
Bland, J., and D. Altman. 1997. “Statistics notes: Cronbach’s alpha.” BMJ3 14 (7080): 572. https://doi.org/10.1136/bmj.314.7080.572.
Bollen, K. A. 2014. Structural equations with latent variables. Vol. 210 of Wiley Series in Probability and Statistics. Chapel Hill, NC: Wiley.
Cao, X. 2018. “Research on the impact of construction workers’ safety investment on workers’ safety performance.” Master’s thesis, Faculty of Civil Engineering and Mechanics, Jiangsu Univ.
Cao, X., Y. Han, Y. Zhou, Z. Feng, and H. Sun. 2018. “Impact of construction workers’ safety input to workers’ safety performance.” [In Chinese.] J. Civ. Eng. Manage. 35(3): 151–156. https://doi.org/10.13579/j.cnki.2095-0985.2018.03.025.
Chen, Q., and R. Jin. 2012. “Safety4Site commitment to enhance jobsite safety management and performance.” J. Constr. Eng. Manage. 138 (4): 509–519. https://doi.org/10.1061/(ASCE)CO.1943-7862.0000453.
Chen, Q., and R. Jin. 2013. “Multilevel safety culture and climate survey for assessing new safety program.” J. Constr. Eng. Manage. 139 (7): 805–817. https://doi.org/10.1061/(ASCE)CO.1943-7862.0000659.
Chen, W. T., C. S. Lu, and Y. H. Huang. 2011. “Investigating the safety cognition of Taiwan’s construction personnel.” J. Mar. Sci. Technol. 19 (4): 398–408.
Chen, Y., B. McCabe, and D. Hyatt. 2018. “A resilience safety climate model predicting construction safety performance.” Saf. Sci. 109 (Nov): 434–445. https://doi.org/10.1016/j.ssci.2018.07.003.
Child, D. 1990. The essentials of factor analysis. In Contemporary sociology. 2nd ed. London: Cassel Educational. https://doi.org/10.2307/2061984.
Choudhry, R. M. 2014. “Behavior-based safety on construction sites: A case study.” Accid. Anal. Prev. 70 (Nov): 14–23. https://doi.org/10.1016/j.aap.2014.03.007.
Choudhry, R. M., and D. Fang. 2008. “Why operatives engage in unsafe work behavior: Investigating factors on construction sites.” Saf. Sci. 46 (4): 566–584. https://doi.org/10.1016/j.ssci.2007.06.027.
Choudhry, R. M., D. Fang, and S. Mohamed. 2007. “The nature of safety culture: A survey of the state-of-the-art.” Saf. Sci. 45 (10): 993–1012. https://doi.org/10.1016/j.ssci.2006.09.003.
Cooper, M. D. 2003. “Behavior-based safety still a viable strategy.” Saf. Health 167 (4): 46.
David Garson and Statistical Associates Publishing. 2015. “Structural equation modeling.” Accessed April 23, 2018. http://www.statisticalassociates.com/sem_p.pdf.
Deci, E. L., and R. M. Ryan. 1985. Intrinsic motivation and self-determination in human behavior. New York: Plenum. https://doi.org/10.1007/978-1-4899-2271-7.
DePasquale, J. P., and E. S. Geller. 1999. “Critical success factors for behavior-based safety: A study of 20 industry-wide applications.” J. Saf. Res. 30 (4): 237–249. https://doi.org/10.1016/S0022-4375(99)00019-5.
DeVellis, R. F. 2003. Scale development: Theory and applications. 2nd ed. Thousand Oaks, CA: Sage.
Division of Statistics + Scientific Computation. 2012. “Structural equation modeling using AMOS: An introduction.” Accessed March 18, 2018. https://stat.utexas.edu/images/SSC/Site/AMOS_Tutorial.pdf.
Feng, Y. 2013. “Effect of safety investments on safety performance of building projects.” Saf. Sci. 59 (Nov): 28–45. https://doi.org/10.1016/j.ssci.2013.04.004.
Feng, Y. 2015. “Mathematical models for determining the minimum level of voluntary safety investments for building projects.” J. Constr. Eng. Manage. 141 (7): 4015015. https://doi.org/10.1061/(ASCE)CO.1943-7862.0000987.
Feng, Y., E. A. L. Teo, F. Y. Y. Ling, and S. P. Low. 2014. “Exploring the interactive effects of safety investments, safety culture and project hazard on safety performance: An empirical analysis.” Int. J. Project Manage. 32 (6): 932–943. https://doi.org/10.1016/j.ijproman.2013.10.016.
Feng, Z. 2019. “Study on decision-making deviation mechanism of unsafe behavior of construction workers from the perspective of motivation conflict.” [In Chinese.] Master’s thesis, Faculty of Civil Engineering and Mechanics, Jiangsu Univ.
Glendon, A. I., and D. K. Litherland. 2001. “Safety climate factors, group differences and safety behaviour in road construction.” Saf. Sci. 39 (3): 157–188. https://doi.org/10.1016/S0925-7535(01)00006-6.
Griffin, M. A., and X. Hu. 2013. “How leaders differentially motivate safety compliance and safety participation: The role of monitoring, inspiring, and learning.” Saf. Sci. 60 (Dec): 196–202. https://doi.org/10.1016/j.ssci.2013.07.019.
Guldenmund, F. W. 2000. “The nature of safety culture: A review of theory and research.” Saf. Sci. 34 (1–3): 215–257. https://doi.org/10.1016/S0925-7535(00)00014-X.
Guldenmund, F. W. 2007. “The use of questionnaires in safety culture research—An evaluation.” Saf. Sci. 45 (6): 723–743. https://doi.org/10.1016/j.ssci.2007.04.006.
Han, Y., Z. Feng, J. Zhang, R. Jin, and E. Aboagye-Nimo. 2019a. “Employees’ safety perceptions of site hazard and accident scenes.” J. Constr. Eng. Manage. 145 (1): 04018117. https://doi.org/10.1061/(ASCE)CO.1943-7862.0001590.
Han, Y., R. Jin, H. Wood, and T. Yang. 2019b. “Investigation of demographic factors in construction employees’ safety perceptions.” KSCE J. Civ. Eng. 23 (7): 2815–2828. https://doi.org/10.1007/s12205-019-2044-4.
Han, Y., Z. Yin, J. Liu, R. Jin, K. Gidado, N. Painting, Y. Yang, and L. Yan. 2019c. “Defining and testing a safety cognition framework incorporating safety hazard perception.” J. Constr. Eng. Manage. 145 (12): 04019081. https://doi.org/10.1061/(ASCE)CO.1943-7862.0001718.
Hao, X. 2015. “Statistical analysis on personal protective equipment accidents in construction industry.” [In Chinese.] Saf. Sci. Technol. 11 (3): 167–171.
Health and Safety Executive. 1999. Reducing error and influencing behavior. Norwich, UK: HSE Books. https://doi.org/10.1108/ss.1999.11017cae.007.
Hinze, J. 1997. Construction safety. Upper Saddle River, NJ: Prentice Hall.
Hinze, J. 2000. “Incurring the costs of injuries versus investing in safety.” In Construction safety and health management. Edited by R. J. Coble, J. Hinze, and T. C. Haupt. Upper Saddle River, NJ: Prentice-Hall.
Hox, J. J., and T. M. Bechger. 1998. “An introduction to structural equation modeling.” Family Sci. Rev. 11: 354–373. https://doi.org/10.1109/MC.1987.1663443.
Hu, B., and K. Tao. 2015. “The development countermeasure of security mechanism of industrial injury insurance for migrant workers.” [In Chinese.] Soc. Secur. Stud. 5 (5): 67–72.
Hu, W., M. Tang, and Z. Liu. 2017. “Work-related injury insurance regulation and firm productivity growth.” Insurance Stud. 7: 101–114. https://doi.org/10.13497/j.cnki.is.2017.07.009.
Huang, H. 2017. “How to correctly identify and control accident problem.” [In Chinese.] Supplement, Constr. Technol. 46 (S1): 637–639.
Huang, Q., S. Qi, Y. Zhang, and J. Cheng. 2018. “SD model of intervention strategies for habitual unsafe behavior of construction workers.” [In Chinese.] J. China Saf. Sci. 28 (7): 22–31. https://doi.org/10.16265/j.cnki.issn1003-3033.2018.07.005.
IOSH (Institution of Occupational Safety and Health). 2015. Looking for higher standards: Behavioural safety-improving performance, 1–5. Leicestershire, UK: IOSH.
Jin, R., L. Tang, and K. Fang. 2015. “Investigation into the current stage of BIM application in China’s AEC industries.” WIT Trans. Built Environ. 149 (Sep): 493–503. https://doi.org/10.2495/BIM150401.
Kaiser, H. F., and J. Rice. 1974. “Educational and psychological measurement.” Am. Psychol. Assoc. 34 (1): 111–117. https://doi.org/10.1177/001316447403400115.
Kaplan, D. 2001. “Structural equation modeling.” In International encyclopedia of the social & behavioral sciences, 15215–15222. Amsterdam, Netherlands: Elsevier. https://doi.org/10.1016/B0-08-043076-7/00776-2.
Klen, T. 1997. “Personal protectors and working behavior of loggers.” Saf. Sci. 25 (1–3): 89–103. https://doi.org/10.1016/S0925-7535(97)00036-2.
Laufer, A. 1987. “Construction safety: Economics, information and management involvement.” Constr. Manage. Econ. 5 (1): 73–90. https://doi.org/10.1080/01446198700000007.
Li, H., and S. Li. 2017. “Research on relationship between safety cognition and unsafe behavior of coal miners.” [In Chinese.] Saf. Coal Mines 11: 233–236. https://doi.org/10.13347/j.cnki.mkaq.2017.11.062.
Li, Q., C. Ji, J. Yuan, and R. Han. 2017. “Developing dimensions and key indicators for the safety climate within China’s construction teams: A questionnaire survey on construction sites in Nanjing.” Saf. Sci. 79 (Mar): 11–18. https://doi.org/10.1016/j.ssci.2016.11.006.
Lingard, H., and S. Rowlinson. 1998. “Behavior-based safety management in Hong Kong’s construction industry: The results of a field study.” Constr. Manage. Econ. 16 (4): 481–488. https://doi.org/10.1080/014461998372259.
Lingard, H., and S. Rowlinson. 2015. Occupational health and safety in construction management. Oxon, UK: Spon Press.
Liu, J. 2018. “Study on the safety cognition deviation characteristics and formation mechanism of construction workers.” [In Chinese.] Master thesis, Faculty of Civil Engineering and Mechanics, Jiangsu Univ.
Lu, M., C. M. Cheung, H. Li, and S. C. Hsu. 2016. “Understanding the relationship between safety investment and safety performance of construction projects through agent-based modeling.” Accid. Anal. Prev. 94 (Sep): 8–17. https://doi.org/10.1016/j.aap.2016.05.014.
Lv, H. 2014. “On migrant workers’ work injury accidents and influence factors—Evidences from Pearl River Delta.” [In Chinese.] Soc. Sci. Philos. 36 (11): 53–61.
Man, S. S., A. H. S. Chan, and H. M. Wong. 2017. “Risk-taking behaviors of Hong Kong construction workers—A thematic study.” Saf. Sci. 98 (Oct): 25–36. https://doi.org/10.1016/j.ssci.2017.05.004.
Marquardt, N., R. Gades, and S. Robelski. 2012. “Implicit social cognition and safety culture.” Hum. Factors Ergon. Manuf. Serv. Ind. 22 (3): 213–234. https://doi.org/10.1002/hfm.20264.
Mearns, K., L. Hope, M. T. Ford, and L. E. Tetrick. 2010. “Investment in workforce health: Exploring the Implications for workforce safety climate and commitment.” Accid. Anal. Prev. 42 (5): 1445–1454. https://doi.org/10.1016/j.aap.2009.08.009.
Mearns, K., and R. Flin. 1995. “Risk perception and attitudes to safety by personnel in the offshore oil and gas industry: A review.” J. Loss Prev. Process Ind. 8 (5): 299–305. https://doi.org/10.1016/0950-4230(95)00032-V.
Mitropoulos, P., and B. Memarian. 2012. “Team processes and safety of workers: Cognitive, affective, and behavioral processes of construction crews.” J. Constr. Eng. Manage. 138 (10): 1181–1191. https://doi.org/10.1061/(ASCE)CO.1943-7862.0000527.
Neal, A., M. A. Griffin, and P. M. Hart. 2000. “The impact of organizational climate on safety climate and individual behaviour.” Saf. Sci. 34 (1–3): 99–109. https://doi.org/10.1016/S0925-7535(00)00008-4.
Neal, D. 1995. “Industry-specific human capital: Evidence from displaced workers.” J. Labor Econ. 13 (4): 653–677. https://doi.org/10.1086/298388.
Newaz, M. T., P. Davis, M. Jefferies, and M. Pillay. 2016. “The psychological contract of safety: The missing link between safety climate and safety behaviour in construction sites.” In Proc., Int. Conf. on Safety Management and Human Factors, 199–210, edited by P. Arezes. New York: Springer. https://doi.org/10.1007/978-3-319-41929-9_19.
Nunnally, J. C. 1994. Psychometric theory 3E. New York: McGraw-Hill Education.
OSHA (Occupational Safety and Health Administration). 2011. “Construction focus four training.” Accessed April 13, 2017. http://www.osha.gov/dte/outreach/construction/focus_four/index.html.
Parker, D., M. Lawrie, and P. Hudson. 2006. “A framework for understanding the development of organisational safety culture.” Saf. Sci. 44 (6): 551–562. https://doi.org/10.1016/j.ssci.2005.10.004.
Qiang, M., D. Fang, H. Xiao, and Y. Chen. 2004. “Research on safety investment and safety performance of construction projects.” [In Chinese.] China Civ. Eng. J. 37 (11): 101–107. https://doi.org/10.15951/j.tmgcxb.2004.11.018.
Rowatt, W. C., L. M. Franklin, and M. Cotton. 2005. “Patterns and personality correlates of implicit and explicit attitudes toward Christians and Muslims.” J. Sci. Study Religion 44 (1): 29–43. https://doi.org/10.1111/j.1468-5906.2005.00263.x.
Ryan, R. M., and E. L. Deci. 2000. “Intrinsic and extrinsic motivations: Classic definitions and new directions.” Contemp. Educ. Psychol. 25 (1): 54–67. https://doi.org/10.1006/ceps.1999.1020.
Schein, E. 1992. Organisational culture and leadership. 2nd ed. San Francisco: Jossey-Bass. https://doi.org/10.1057/9780230625426_15.
Shadfar, S., and I. Malekmohammadi. 2013. “Application of structural equation modeling (SEM) in restructuring state intervention strategies toward paddy production development.” Int. J. Acad. Res. Bus. Soc. Sci. 3 (12): 576–618.
Shan, W., C. Zhang, and J. Wang. 2018. “Internal social network, absorptive capacity and innovation: Evidence from new ventures in China.” Sustainability. 10 (4): 1094. https://doi.org/10.3390/su10041094.
Shao, J., X. Han, and W. Liu. 2018. “The influence and mechanism of external environment resource scarcity on employees remuneration preference.” [In Chinese.] Acta Psychol. Sin. 50 (12): 1428–1437. https://doi.org/10.3724/SP.J.1041.2018.01428.
Shohet, I. M., M. Luzi, and M. Tarshish. 2018. “Optimal allocation of resources in construction safety: Analytical-empirical model.” Saf. Sci. 104 (Apr): 231–238. https://doi.org/10.1016/j.ssci.2018.01.005.
Suhr, D. 2006. “Exploratory or confirmatory factor analysis.” In Proc., SAS Users Group Int. Conf., 1–17. Cary, NC: SAS Institute.
Tang, S. L., H. K. Lee, and K. Wong. 1997. “Safety cost optimization of building projects in Hong Kong.” Constr. Manage. Econ. 15 (2): 177–186. https://doi.org/10.1080/01446199700000005.
Tholén, S. L., A. Pousette, and M. Törner. 2013. “Causal relations between psychosocial conditions, safety climate and safety behaviour—A multi-level investigation.” Saf. Sci. 55 (Jun): 62–69. https://doi.org/10.1016/j.ssci.2012.12.013.
Toole, T. M. 2002. “Construction site safety roles.” J. Constr. Eng. Manage. 128 (3): 203–210. https://doi.org/10.1061/(ASCE)0733-9364(2002)128:3(203).
Wang, C., S. Lv, and K. Yang. 2015. “Experimental research on safety education of construction enterprises based on behavioral psychology.” [In Chinese.] J. Saf. Sci. Technol. 11 (4): 158–165. https://doi.org/10.11731/j.issn.1673-193x.2015.04.026.
Wang, W., Q. Yang, M. Lu, and Q. Yu. 2014a. Research on the construction safety investment regulation evolutionary game and application. In Vol. 280 of Advances in intelligent systems and computing. Berlin: Springer. https://doi.org/10.1007/978-3-642-55182-6_13.
Wang, Y., L. Wu, and F. Chen. 2014b. “On the evolutionary game of the airline hazard events punishment mechanism based on SD.” [In Chinese.] J. Saf. Environ. 16 (2): 169–173. https://doi.org/10.13637/j.issn.1009-6094.2016.02.034.
Wilde, G. J. 1982. “The theory of risk homeostasis: Implications for safety and health.” Risk Anal. 2 (4): 209–225. https://doi.org/10.1111/j.1539-6924.1982.tb01384.x.
Wirth, O., and S. O. Sigurdsson. 2008. “When workplace safety depends on behavior change: Topics for behavioral safety research.” J. Saf. Res. 39 (6): 589–598. https://doi.org/10.1016/j.jsr.2008.10.005.
Wu, M. 2009. Structural equation modeling: Conducting and implementing AMOS, 159–170. [In Chinese.] Chongqing, China: Chongqing Univ.
Yoon, H., H. Lee, and L. I. Moon. 2000. “Quantitative business decision-making for the investment of preventing safety accidents in chemical plants.” Comput. Chem. Eng. 24 (2–7): 1037–1041. https://doi.org/10.1016/S0098-1354(00)00531-7.
Zeng, J., P. Liu, and Y. Liu. 2009. “Institution, implementation, and compliance—Coal mine safety control analysis.” [In Chinese.] Coal Technol. 28 (5): 187–189.
Zhang, J. 2017. “Research on difference of hazard perception ability for construction workers.” Master’s thesis, Faculty of Civil Engineering and Mechanics, Jiangsu Univ.
Zhang, J., and J. Li. 2016. “Applying SEM in studying factors affecting construction workers’ safety behavior.” J. Saf. Environ. 3: 182–187. https://doi.org/10.13637/j.issn.1009-6094.2016.03.036.
Zohar, D., and G. Luria. 2004. “Climate as a social-cognitive construction of supervisory safety practices: Scripts as proxy of behavior patterns.” J. Appl. Psychol. 89 (2): 322. https://doi.org/10.1037/0021-9010.89.2.322.
Zou, P. X., G. Zhang, and J. Wang. 2007. “Understanding the key risks in construction projects in China.” Int. J. Project Manage. 25 (6): 601–614. https://doi.org/10.1016/j.ijproman.2007.03.001.

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Journal of Construction Engineering and Management
Volume 146Issue 7July 2020

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Received: Jun 25, 2019
Accepted: Jan 10, 2020
Published online: Apr 18, 2020
Published in print: Jul 1, 2020
Discussion open until: Sep 18, 2020

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Associate Professor, Faculty of Civil Engineering and Mechanics, Jiangsu Univ., 301 Xuefu Rd., Zhenjiang, Jiangsu 212013, China. Email: [email protected]
Graduate Research Assistant, Faculty of Civil Engineering and Mechanics, Jiangsu Univ., 301 Xuefu Rd., Zhenjiang, Jiangsu 212013, China. Email: [email protected]
Graduate Research Assistant, Faculty of Civil Engineering and Mechanics, Jiangsu Univ., 301 Xuefu Rd., Zhenjiang, Jiangsu 212013, China. Email: [email protected]
Senior Lecturer, School of Environment and Technology, Univ. of Brighton, Cockcroft Bldg. 616, Brighton BN24GJ, UK (corresponding author). ORCID: https://orcid.org/0000-0003-0360-6967. Email: [email protected]

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