Moral Hazard Determinants Across Industries: Insights From Agency Theory and Relevance To the Halal Industry

Authors

N. M. Ali

Fakulti Pengurusan Teknologi dan Teknousahawanan, Universiti Teknikal Malaysia Melaka (Malaysia)

N. A. M. Ali

Pusat Pengurusan Penyelidikan Universiti Teknologi Malaysia Johor (Malaysia)

Article Information

DOI: 10.47772/IJRISS.2026.101000074

Subject Category: Business, Economics, and Management

Volume/Issue: 10/10 | Page No: 973-996

Publication Timeline

Submitted: 2026-10-11

Accepted: 2026-10-16

Published: 2026-10-29

Abstract

This review examines the determinants of moral hazard across different industries through the lens of Agency Theory and discusses their conceptual relevance to the halal industry. Drawing on Jensen and Meckling (1976) and subsequent studies, the review considers literature from finance, insurance, agriculture and business. Nine determinants are synthesized: information, incentives, monitoring, law enforcement, competition, risk, time horizon, culture and third-party participation. Across the literature discussed, information asymmetry and misaligned incentives emerge as central drivers of moral hazard, while monitoring, law enforcement and transparent institutional arrangements are important mechanisms for mitigating it. Competition, risk sharing, organizational culture and time horizon may also shape moral-hazard risks in different contexts. These determinants have potential relevance to halal-related governance, particularly information transparency, compliance, monitoring, certification and third-party verification. This relevance is conceptual rather than an empirical test of the halal industry. Overall, the review integrates cross-industry insights to clarify the determinants of moral hazard and their implications for governance, accountability and transparency, while identifying a basis for future empirical research in halal-related settings.

Keywords

Agency Theory; Moral Hazard; Moral Hazard Determinants; Halal Industry; Governance

Downloads

References

1. Aigbogun, O., Ghazali, Z. & Razali, R. 2016. The mediating impact of halal logistics on supply chain resilience: An agency perspective. International Review of Management and Marketing 6(S4): 209–216. [Google Scholar] [Crossref]

2. Akin, O., Maryn, J.M. & Peydro, J.L. 2020. Anticipating the financial crisis: Evidence from insider trading in banks. Economic Policy 35(102): 215–267. [Google Scholar] [Crossref]

3. Ali, M.H., Iranmanesh, M., Tan, K.H., Zailani, S. & Omar, N.A. 2022. Impact of supply chain integration on halal food supply chain integrity and food quality performance. Journal of Islamic Marketing 13(7): 1515–1534. [Google Scholar] [Crossref]

4. Arifin, Z. 2003. Efektifitas mekanisme bonding dividen dan hutang perusahaan. Jurnal Siasat Bisnis 1(8): 19–31. [Google Scholar] [Crossref]

5. Arifn, A., Sugiyanto, F. & Widodo, W. 2018. Measuring moral hazard behaviour and its determinants within credit installment. Economics Development Analysis Journal 7(4). [Google Scholar] [Crossref]

6. Balomenou, C., Maliari, M., Semasis, S., Mamalis, S. & Pavlidis, S. 2019. Rural subsidizes and revealing moral hazards. International Journal of Business and Economic Sciences Applied Research 12(3). [Google Scholar] [Crossref]

7. Bebchuk, L. & Fried, J. 2004. Pay without executive performance compensation. Harvard University Press, hlm. First Hava. Cambridge, Massachusetts and London, England. [Google Scholar] [Crossref]

8. Bebchuk, L. & Hirst, S. 2019. The specter of the giant tree. Boston University Law Review 99(3): 721–741. [Google Scholar] [Crossref]

9. Bhattacharya, S., Gupta, A. & Hasija, S. 2018. Single sourcing versus multisourcing: The roles of output verifiability on task modularity. MIS Quarterly: Management Information Systems 42(4): 1171–1186. [Google Scholar] [Crossref]

10. Biener, C., Eling, M., Landmann, A. & Pradhan, S. 2018. Can group incentives alleviate moral hazard? The role of pro-social preferences. European Economic Review 101: 230–249. [Google Scholar] [Crossref]

11. Bouheni, F. Ben. 2014. Banking regulation and supervision: Can it enhance stability in Europe? Journal of Financial Economic Policy 6(3): 244–269. [Google Scholar] [Crossref]

12. Boyer, C.N. & Smith, S.A. 2019. Evaluating changes to prevent planting provision on moral hazard. Journal of Agricultural and Applied Economics 51(2): 315–327. [Google Scholar] [Crossref]

13. Bu, J. & Cuervo-Cazurra, A. 2020. Informality costs: Informal entrepreneurship and innovation in emerging economies. Strategic Entrepreneurship Journal 14(3): 329–368. [Google Scholar] [Crossref]

14. Chang, X., Fong, P.S.W., Chen, Q. & Liu, Y. 2020. Coordination contracts in the university technology transfer chain. Knowledge Management Research and Practice 18(2): 234–247. [Google Scholar] [Crossref]

15. Chen, T. 2021. Can health savings accounts reduce health spending? Evidence from China. Frontiers of Economics in China 16(1): 105–123. [Google Scholar] [Crossref]

16. Chen, Y.H. & Jiang, B. 2019. Effects of monitoring technology on the insurance market. Production and Operations Management 28(8): 1957–1971. [Google Scholar] [Crossref]

17. Cutler, D. & Zeckhauser, R. 1999. The anatomy of health insurance. National Bureau of Economic Research 1. [Google Scholar] [Crossref]

18. Darrough, M., Kim, H. & Zur, E. 2019. The impact of corporate welfare policy on firm-level productivity: Evidence from unemployment insurance. Journal of Business Ethics 159(3): 795–815. [Google Scholar] [Crossref]

19. Dendramis, Y., Tzavalis, E. & Adraktas, G. 2018. Credit risk modelling under recessionary and financially distressed conditions. Journal of Banking and Finance 91: 160–175. [Google Scholar] [Crossref]

20. Doepke, M. & Townsend, R.M. 2006. Dynamic mechanism design with hidden income and hidden actions. Journal of Economic Theory 126(1): 235–285. [Google Scholar] [Crossref]

21. Du, Y., Zhou, H., Yuan, Y. & Xue, H. 2019. Exploring the moral hazard evolutionary mechanism for BIM implementation in an integrated project team. Sustainability (Switzerland) 11(20). [Google Scholar] [Crossref]

22. Dusansky, R. & Koc, C. 2016. Individual welfare when consumers can shop for health insurance. Economic Inquiry 54(2): 1283–1290. [Google Scholar] [Crossref]

23. Economic Journal 2(1): 19–27. [Google Scholar] [Crossref]

24. Eisenhardt, M. 1989. Agency theory: An assessment and review. Academy Of Management 14(1): 57–74. [Google Scholar] [Crossref]

25. Eufinger, C. & Gill, A. 2017. Incentive-based capital requirements. Management Science 63(12): 4101–4113. [Google Scholar] [Crossref]

26. Evidence based on new measures of finance. International Journal of Economics and Management Journal homepage 11(1): 17–29. [Google Scholar] [Crossref]

27. Feldstein, M. & Friedman, B. 1977. Tax subsidies, the rational demand for insurance and the health care crisis. Journal of Public Economics 7(2): 155–178. [Google Scholar] [Crossref]

28. Fernandes, A. & Phelan, C. 2000. A recursive formulation for repeated agency with history dependence. Journal of Economic Theory 91: 223–247. [Google Scholar] [Crossref]

29. Finkelstein, A. 2002. The effect of tax subsidies to employer-provided supplementary health insurance: Evidence from Canada. Journal of Public Economics 84(3): 305–339. [Google Scholar] [Crossref]

30. Finkelstein, A., Wright, S.T.B., Bernstein, M., Gruber, J., Newhouse, J.P., Allen, H., Baicker, K. & Group, O.H.S. 2012. The oregon health insurance experiment: Evidence from the first year*. The Quarterly Journal of Economics 127(August): 1057–1106. [Google Scholar] [Crossref]

31. Flatnes, J.E. 2021. Information sharing and rationing in credit markets. American Journal of Agricultural Economics 103(3): 944–960. [Google Scholar] [Crossref]

32. Fu, R. & Noguchi, H. 2019. Moral hazard under zero price policy: evidence from Japanese long-term care claims data. European Journal of Health Economics 20(6): 785–799. [Google Scholar] [Crossref]

33. Gao, C., Cheng, T.C.E., Shen, H. & Xu, L. 2016. Incentives for quality improvement efforts coordination in supply chains with partial cost allocation contract. International Journal of Production Research 54(20): 6216–6231. [Google Scholar] [Crossref]

34. Gelade, W. & Guirkinger, C. 2018. The enforcement advantage of external monitoring: Lessons from an experiment with joint-liability groups in Burkina Faso. Journal of Economic Behavior and Organization 151: 307–325. [Google Scholar] [Crossref]

35. Goda, G.S. 2011. The impact of state tax subsidies for private long-term care insurance on coverage and medicaid expenditures. Journal of Public Economics 95(7–8): 744–757. [Google Scholar] [Crossref]

36. Gonzalez-Ricoy, I. 2020. Ownership and control rights in democratic firms–a republican approach. Review of Social Economy 78(3): 411–430. [Google Scholar] [Crossref]

37. Gonzalo, J.F., San-Jose, L. & Retolaza, J.L. 2021. Moral compliance as facilitator for ethical reflection in management: catalysts and situations. Total Quality Management & Business Excellence 32(9–10): 1106–1121. management: catalysts and situations. Total Quality Management and Business Excellence 0(0): 1–16. [Google Scholar] [Crossref]

38. Grossman, S.J. & Hart, O.D. 1983. An analysis of the principal-agent problem. Econometrica 51(1). [Google Scholar] [Crossref]

39. Harris-Todaro developing economy: An application to India. Applied Economics 41(21): 2767–2777. [Google Scholar] [Crossref]

40. Heath, R. 2018. Why do firms hire using referrals? Evidence from Bangladeshi garment factories. Journal of Political Economy 126(4): 1691–1746. [Google Scholar] [Crossref]

41. Hirschauer, N. 2004. A model-based approach to moral hazard in food chains. Agrarwirtschaft 53(53): 192–206. [Google Scholar] [Crossref]

42. Holmstrom, B. & Milgrom, P. 1991. Multitask principal–agent analyses: Incentive contracts, asset ownership and job design. The Journal of Law, Economics and Organization 7(special_issue): 24–52. [Google Scholar] [Crossref]

43. Hopenhayn, H. & Jarque, A. 2010. Unobservable persistent productivity and long-term contracts. Review of Economic Dynamics 13(2): 333–349. [Google Scholar] [Crossref]

44. Hoppe, E.I. & Schmitz, P.W. 2018. Hidden action and outcome contractibility: An experimental test of moral hazard theory. Games and Economic Behavior 109: 544–564. [Google Scholar] [Crossref]

45. Horowitz, J.K. & Lichtenberg, E. 1993. Chemical use in agriculture. American Journal of Agricultural Economics 75(November): 926–935. [Google Scholar] [Crossref]

46. Hsieh, M.F. & Lee, C.C. 2020. Bank liquidity creation, regulations and credit risk. Asia-Pacific Journal of Financial Studies 49(3): 368–409. [Google Scholar] [Crossref]

47. Huang, W., Li, J. & Zhang, Q. 2019. Information asymmetry, legal environment and family firm governance: Evidence from IPO underpricing in China. Pacific Basin Finance Journal 57(October 2017): 101109. [Google Scholar] [Crossref]

48. Humphries, D. & Wallace, D. 1980. Capitalist accumulation and urban crime 1950-1971. Social Problems 28(2): 179–193. [Google Scholar] [Crossref]

49. Irwin, T.C. 2016. Getting the dog to bark: Disclosing fiscal risks from the financial sector. Journal of International Commerce, Economics and Policy 7(2): 1–17. [Google Scholar] [Crossref]

50. Islam, M.S. & Nishiyama, S.I. 2019. Non-performing loans of commercial banks in south asian countries: Adverse selection and moral hazard issues. Asian Economic and Financial Review 9(9): 1091–1106. [Google Scholar] [Crossref]

51. Jarque, A. 2010. Repeated moral hazard with effort persistence. Journal of Economic Theory 145(6): 2412–2423. [Google Scholar] [Crossref]

52. Jarungrattanapong, R. 2020. Joint-liability and dynamic incentive mechanisms in microlenCing: Evidence from lab-in-the-field experiments in Thailand. Kasetsart Journal of Social Sciences 41(2): 407–414. [Google Scholar] [Crossref]

53. Jaspersen, J.G. & Richter, A. 2015. The wealth effects of premium subsidies on moral hazard in insurance markets. European Economic Review 77: 139–153. [Google Scholar] [Crossref]

54. Jensen, M. & Meckling, W. 1976. Theory of the firm: Managerial behavior, agency costs and ownership structure. The Economic Nature of the Firm: A Reader, Third Edition: 283–303. [Google Scholar] [Crossref]

55. Kapounek, S. 2017. The impact of institutional quality on bank lending activity: Evidence from bayesian model averaging. Finance a Uver - Czech Journal of Economics and Finance 67(5): 372–395. [Google Scholar] [Crossref]

56. Kefeli, Z. & Jones, G. 2012. Moral hazard and the impact of private health insurance on the utilisation of health care in Malaysia. Jurnal Ekonomi Malaysia 46(2): 159–175. [Google Scholar] [Crossref]

57. Kreier, R. 2019. Moral Hazard: It’s the supply side, stupid! World Affairs 182(2): 205–223. [Google Scholar] [Crossref]

58. Krugman, P.R., Obstfeld, M. & Melitz, M.J. 2012. International economics theory & policy. Y. Sally, B. Donna, K. S. Noel, M. Karen & P. Melissa (Pnyt.) hlm. Ninth Edition. Addison-Wesley: Boston. [Google Scholar] [Crossref]

59. Kwon, I. 2006. Incentives, wages and promotions: Theory and evidence. RAND Journal of Economics 37(6): 100–120. [Google Scholar] [Crossref]

60. Laffont, J.-J. & Martimort, D. 2001. The theory of incentives I: the principalagent model. Princeton University Press. [Google Scholar] [Crossref]

61. Le, S., Sanglestsawai, S., Bunyasiri, I.N. & Suchato, R. 2020. Evidence of moral hazards in crop insurance in Northeast China. Southeast Asian Journal of Economics (January-June): 1–19. [Google Scholar] [Crossref]

62. Liu, K. & Song, H. 2017. Contract and incentive mechanism in low-carbon R&D cooperation. Supply Chain Management 22(3): 270–283. [Google Scholar] [Crossref]

63. Marinovic, I. & Povel, P. 2017. Competition for talent under performance manipulation. Journal of Accounting and Economics 64(1): 1–14. [Google Scholar] [Crossref]

64. Melumad, N., Mookherjee, D. & Reichelstein, S. 1992. A theory of responsibility centers. Journal of Accounting and Economics 15(4): 445–484. [Google Scholar] [Crossref]

65. Mohamed, Y.H., Abdul Rahim, A.R. & Ma’aram, A. 2021. The effect of halal supply chain management on halal integrity assurance for the food industry in Malaysia. Journal of Islamic Marketing 12(9): 1734–1750. [Google Scholar] [Crossref]

66. Mohd Ali, N., Syed Salim, S.M., Mansur, M. & Shahiri, H.I. 2024. Moral hazard behaviors and mitigation strategies: A systematic literature review. Jurnal Ekonomi Malaysia. [Google Scholar] [Crossref]

67. Mukoyama, T. & Aysegul, S. 2004. Repeated moral hazard with persistence. The Center for Interuniversity Research in Quantitative Economics (CIREQ), hlm. CIREQ. [Google Scholar] [Crossref]

68. Mumtaz, R., Jadoon, I.A. & Sohail, N. 2019. Explicit deposit insurance and bank risk-taking: Does banking supervision matter? Pakistan Journal of Commerce and Social Science 13(3): 727–748. [Google Scholar] [Crossref]

69. Naim, A.M., Long, M.N.H.H., Bakar, M.A. & Hussain, M.N.M. 2016. Shariah appraisal on the issue of imposing burden of proof to the entrepreneur in trust-based contracts. [Google Scholar] [Crossref]

70. Panicker, P.G. & Amudha, R. 2020. Mediating effect of employee effort in employee informativeness and performance. International Journal of Management 11(4): 366–369. [Google Scholar] [Crossref]

71. Pereira da Silva, L.A. & Yoshitomi, M. 2001. Can “moral hazard” explain the Asian crises? ADB Institute Research Paper 29. [Google Scholar] [Crossref]

72. Presley, J.R. & Sessions, J.G. 1994. Islamic economics: The emergence of a new paradigm. Economic Journal 104(424): 584–596. [Google Scholar] [Crossref]

73. Quiggin, J.C., Karagiannis, G. & Stanton, J. 1993. Crop insurance and crop production: An empirical study of moral hazard and adverse selection. Australian Journal of Agricultural Economics 37(2): 95–113. [Google Scholar] [Crossref]

74. Rajendran, S.D., Kamarulzaman, N.H. & Abd Rahman, A. 2024. The mediating role of halal supply chain integrity in enhancing performance for halal herbal-based food SMEs. Journal of Islamic Marketing 15(12): 3621–3648. [Google Scholar] [Crossref]

75. Rogerson, W.P. 1985. Repeated moral hazard. Journal of the Econometric Society 53(1): 69–76. [Google Scholar] [Crossref]

76. Ross, S.A. 1977. Determination of financial structure: The incentive-signalling approach. Bell J Econ 8(1): 23–40. [Google Scholar] [Crossref]

77. Sabbaghi, M.A. 2017. Moral hazard in the use of agricultural credits by Iranian farmers: A case study Dezful township. Scientific Papers Series: Management 17(4): 29–34. [Google Scholar] [Crossref]

78. Salanie, B. 2005. The economics of contracts. The Economics of Contracts, hlm. Second Edition. The MIT Press: Cambridge, Massachusetts, London England. [Google Scholar] [Crossref]

79. Shahzad, F., Rehman, I.U., Hanif, W., Asim, G.A. & Baig, M.H. 2019. The influence of financial reporting quality and audit quality on investment efficiency: Evidence from Pakistan. International Journal of Accounting and Information Management 27(4): 600–614. [Google Scholar] [Crossref]

80. Shavell, S. 1979. Risk sharing and incentives in the principal and agent relationship. The Bell Journal of Economics 10(1): 55. [Google Scholar] [Crossref]

81. Shen, J.H., Zhang, J., Lee, C.C. & Li, W. 2020. Toward an internal governance structure of China’s large SOEs. Journal of Asian Economics 70: 101236. [Google Scholar] [Crossref]

82. Smith, M.D. & Parker, R.N. 1980. Type of homicide and variation in regional rates. Source: Social Forces, hlm. [Google Scholar] [Crossref]

83. Song, S., Park, S. & Lee, S. 2019. Does franchising reduce geographically diversified restaurant firms’ risk? International Journal of Contemporary Hospitality Management 31(1): 161–179. [Google Scholar] [Crossref]

84. Starbird, S.A. 2012. Moral hazard, inspection policy and food safety 79(4): 1051–1075. [Google Scholar] [Crossref]

85. Steen, A., McGrath, D. & Wong, A. 2016. Market failure, regulation and education of financial advisors. Australasian Accounting, Business and Finance Journal 10(1): 3–17. [Google Scholar] [Crossref]

86. Stiglitz, J.E. 2008. Principal and agent. The New Palgrave Dictionary of Economics: 637–644. [Google Scholar] [Crossref]

87. Tay, R. & Choi, J. 2016. Factors associated with crashes involving taxi owners and non-owners: A case of moral hazard and adverse selection? Accident Analysis and Prevention 87: 78–82. [Google Scholar] [Crossref]

88. Thonnes, S. 2019. Ex-post moral hazard in the health insurance market: empirical evidence from German data. European Journal of Health Economics 20(9): 1317–1333. [Google Scholar] [Crossref]

89. Tieman, M., van der Vorst, J.G.A.J. & Che Ghazali, M. 2012. Principles in halal supply chain management. Journal of Islamic Marketing 3(3): 217–243. [Google Scholar] [Crossref]

90. Vincent, H.S. & Barry, K.G. 2017. Crop insurance, moral hazards and agricultural chemical use. The Economics of Agri-Environmental Policy 2(May): 169–179. [Google Scholar] [Crossref]

91. Wang, S., Chen, K., Liu, Z., Guo, R.Y. & Chen, S. 2019. An ontology-based approach for supply-chain quality control: From a principal–agent perspective. Journal of Information Science 45(3): 283–303. [Google Scholar] [Crossref]

92. Wang, Y., Cui, P. & Liu, J. 2018. Analysis of the risk-sharing ratio in PPP projects based on government minimum revenue guarantees. International Journal of Project Management 36(6): 899–909. [Google Scholar] [Crossref]

93. Wang, Y.L., Lee, C.H. & Ko, P.S. 2020. Do loan guarantees alleviate credit rationing and improve economic welfare? Sustainability (Switzerland) 12(9): 1–16. [Google Scholar] [Crossref]

94. Ward, D.G. & Gabel, M. 2019. Judicial review timing and legislative posturing: Reconsidering the moral hazard problem. Journal of Politics 81(2): 681–685. [Google Scholar] [Crossref]

95. Wu, H.C. & Wu, Y.T. 2016. Evaluating credit rating prediction by using the KMV model and random forest. Kybernetes 45(10): 1637–1651. [Google Scholar] [Crossref]

96. Xu, L.L., Zhao, H., Petruzzi, N.C., Xu, L.L., Zhao, H. & Petruzzi, C. 2020. Inducing compliance with postmarket studies for drugs under FDA’s accelerated approval pathway (December): 0–21. [Google Scholar] [Crossref]

97. Yoshino, N. & Taghizadeh-Hesary, F. 2019. Optimal credit guarantee ratio for small and medium-sized enterprises’ financing: Evidence from Asia. Economic Analysis and Policy 62: 342–356. [Google Scholar] [Crossref]

98. Yu, N.N. & Zhu, X. 2018. Affordable care encourages healthy living: Theory and evidence from China’s new cooperative medical scheme. Health Economics (United Kingdom) 27(12): 2051–2066. [Google Scholar] [Crossref]

99. Zhang, D., Cai, J., Dickinson, D.G. & Kutan, A.M. 2016. Non-performing loans, moral hazard and regulation of the Chinese commercial banking system. Journal of Banking and Finance 63: 48–60. [Google Scholar] [Crossref]

100. Zhang, L. & Li, X. 2016. The impact of traditional culture on farmers’ moral hazard behavior in crop production: Evidence from China. Sustainability (Switzerland) 8(7): 1–15. [Google Scholar] [Crossref]

101. Zhang, Y. & Shi, B. 2017. Systematic risk and deposit insurance pricing: Based on market model and option pricing theory. China Finance Review International 7(4): 390–406. [Google Scholar] [Crossref]

Metrics

Views & Downloads

Similar Articles