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Incorporating machine learning in dispute resolution and settlement process for financial fraud

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  • Mark E. Lokanan

    (Royal Roads University)

Abstract

This paper aims to classify disciplinary hearings into two types (settlement and contested). The objective is to employ binary machine learning classifier algorithms to predict the hearing outcomes given a set of features representing the victims, offenders, and enforcement. Data for this project came from the Investment Industry Regulatory Industry of Canada’s (IIROC) tribunal hearing. The data comprises cases that made their way through the IIROC ethics enforcement system and were decided or negotiated by a hearing panel. The findings from the machine learning classifiers confirm that decisions in these cases are not proportionate to the harm committed and that the presence of aggravating factors does not result in harsher sentences.

Suggested Citation

  • Mark E. Lokanan, 2023. "Incorporating machine learning in dispute resolution and settlement process for financial fraud," Journal of Computational Social Science, Springer, vol. 6(2), pages 515-539, October.
    • Handle: RePEc:spr:jcsosc:v:6:y:2023:i:2:d:10.1007_s42001-023-00202-1
    DOI: 10.1007/s42001-023-00202-1
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    References listed on IDEAS

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    1. Fabio Caccioli & Paolo Barucca & Teruyoshi Kobayashi, 2018. "Network models of financial systemic risk: a review," Journal of Computational Social Science, Springer, vol. 1(1), pages 81-114, January.
    2. Annamaria Lusardi & Olivia S. Mitchell, 2014. "The Economic Importance of Financial Literacy: Theory and Evidence," Journal of Economic Literature, American Economic Association, vol. 52(1), pages 5-44, March.
    3. Minzhi Wu & Mark Wilson & Yi Wu, 2017. "Was the Global Settlement Effective in Mitigating Systematic Bias in Affiliated Analyst Recommendations?," Journal of Business Ethics, Springer, vol. 146(3), pages 485-503, December.
    4. Raghunandan, Aneesh, 2021. "Financial misconduct and employee mistreatment: evidence from wage theft," LSE Research Online Documents on Economics 109863, London School of Economics and Political Science, LSE Library.
    5. Marguerite Deliema & Doug Shadel & Karla Pak & Olivier Toubia & Gita V Johar & J Jeffrey Inman, 2020. "Profiling Victims of Investment Fraud: Mindsets and Risky Behaviors [Boys Will Be Boys: Gender, Overconfidence, and Common Stock Investment]," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 46(5), pages 904-914.
    6. Frances Bowen, 2019. "Marking Their Own Homework: The Pragmatic and Moral Legitimacy of Industry Self-Regulation," Journal of Business Ethics, Springer, vol. 156(1), pages 257-272, April.
    7. Corwin, Shane A. & Larocque, Stephannie A. & Stegemoller, Mike A., 2017. "Investment banking relationships and analyst affiliation bias: The impact of the global settlement on sanctioned and non-sanctioned banks," Journal of Financial Economics, Elsevier, vol. 124(3), pages 614-631.
    8. Anand, Anita & Green, Andrew, 2018. "Securities settlements as examples of crisis-driven regulation," International Review of Law and Economics, Elsevier, vol. 55(C), pages 41-57.
    9. Aneesh Raghunandan, 2021. "Financial misconduct and employee mistreatment: Evidence from wage theft," Review of Accounting Studies, Springer, vol. 26(3), pages 867-905, September.
    10. Lusardi, Annamaria & Mitchell, Olivia S. & Curto, Vilsa, 2014. "Financial literacy and financial sophistication in the older population," Journal of Pension Economics and Finance, Cambridge University Press, vol. 13(4), pages 347-366, October.
    11. Flore, Christian & Degryse, Hans & Kolaric, Sascha & Schiereck, Dirk, 2021. "Forgive me all my sins: How penalties imposed on banks travel through markets," Journal of Corporate Finance, Elsevier, vol. 68(C).
    12. Jeffrey R. Stevens & Alexis Polzkill Saltzman & Tanner Rasmussen & Leen-Kiat Soh, 2021. "Improving measurements of similarity judgments with machine-learning algorithms," Journal of Computational Social Science, Springer, vol. 4(2), pages 613-629, November.
    13. Mark Lokanan, 2017. "Self-regulation and compliance enforcement practices by the Investment Dealers Association in Canada," Journal of Financial Regulation and Compliance, Emerald Group Publishing Limited, vol. 25(1), pages 2-21, February.
    14. Braithwaite, John, 2013. "Flipping markets to virtue with qui tam and restorative justice," Accounting, Organizations and Society, Elsevier, vol. 38(6), pages 458-468.
    15. Yen-Jung Tseng & Mark Wilson, 2020. "Changes in Recommendation Rating Systems, Analyst Optimism, and Investor Response," Journal of Business Ethics, Springer, vol. 166(2), pages 369-401, October.
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