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Optimal Enterprise Risk Management and Decision Making With Shared and Dependent Risks

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  • Jing Ai
  • Patrick L. Brockett
  • Tianyang Wang

Abstract

Dynamic enterprise risk management (ERM) entails holistic decision making for critical corporate functions such as capital budgeting and risk management. The interplay across business divisions, however, is complicated due to their natural interactions through risk exposures that are shared and dependent across an intricate corporate structure. This article develops an integrated optimization framework via a copula‐based decision tree interface to facilitate ERM decision making to meet the specified enterprise goal in a multiperiod setting. We illustrate our model and provide managerial insights with a case study for a financial services company engaged in both banking and insurance businesses.

Suggested Citation

  • Jing Ai & Patrick L. Brockett & Tianyang Wang, 2017. "Optimal Enterprise Risk Management and Decision Making With Shared and Dependent Risks," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 84(4), pages 1127-1169, December.
    • Handle: RePEc:bla:jrinsu:v:84:y:2017:i:4:p:1127-1169
    DOI: 10.1111/jori.12140
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    as
    1. Longstaff, Francis A & Schwartz, Eduardo S, 2001. "Valuing American Options by Simulation: A Simple Least-Squares Approach," The Review of Financial Studies, Society for Financial Studies, vol. 14(1), pages 113-147.
    2. Janne Gustafsson & Ahti Salo, 2005. "Contingent Portfolio Programming for the Management of Risky Projects," Operations Research, INFORMS, vol. 53(6), pages 946-956, December.
    3. Fishburn, Peter C, 1977. "Mean-Risk Analysis with Risk Associated with Below-Target Returns," American Economic Review, American Economic Association, vol. 67(2), pages 116-126, March.
    4. Donald Pagach & Richard Warr, 2011. "The Characteristics of Firms That Hire Chief Risk Officers," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 78(1), pages 185-211, March.
    5. Kenneth A. Froot, 2007. "Risk Management, Capital Budgeting, and Capital Structure Policy for Insurers and Reinsurers," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 74(2), pages 273-299, June.
    6. James E. Smith & Robert F. Nau, 1995. "Valuing Risky Projects: Option Pricing Theory and Decision Analysis," Management Science, INFORMS, vol. 41(5), pages 795-816, May.
    7. Martin F. Grace & J. Tyler Leverty & Richard D. Phillips & Prakash Shimpi, 2015. "The Value of Investing in Enterprise Risk Management," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 82(2), pages 289-316, June.
    8. Tianyang Wang & James S. Dyer, 2012. "A Copulas-Based Approach to Modeling Dependence in Decision Trees," Operations Research, INFORMS, vol. 60(1), pages 225-242, February.
    9. Rosenberg, Joshua V. & Schuermann, Til, 2006. "A general approach to integrated risk management with skewed, fat-tailed risks," Journal of Financial Economics, Elsevier, vol. 79(3), pages 569-614, March.
    10. Hanif D. Sherali & Evrim Dalkiran & Theodore S. Glickman, 2011. "Selecting Optimal Alternatives and Risk Reduction Strategies in Decision Trees," Operations Research, INFORMS, vol. 59(3), pages 631-647, June.
    11. Gerald D. Gay & Jouahn Nam & Marian Turac, 2003. "On the optimal mix of corporate hedging instruments: Linear versus nonlinear derivatives," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 23(3), pages 217-239, March.
    12. Jing Ai & Patrick L. Brockett & William W. Cooper & Linda L. Golden, 2012. "Enterprise Risk Management Through Strategic Allocation of Capital," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 79(1), pages 29-56, March.
    13. Donald L. Keefer & Samuel E. Bodily, 1983. "Three-Point Approximations for Continuous Random Variables," Management Science, INFORMS, vol. 29(5), pages 595-609, May.
    14. Robert T. Clemen & Gregory W. Fischer & Robert L. Winkler, 2000. "Assessing Dependence: Some Experimental Results," Management Science, INFORMS, vol. 46(8), pages 1100-1115, August.
    15. Nadine Gatzert & Andreas Kolb, 2014. "Risk Measurement and Management of Operational Risk in Insurance Companies from an Enterprise Perspective," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 81(3), pages 683-708, September.
    16. Tianyang Wang & James S. Dyer, 2010. "Valuing Multifactor Real Options Using an Implied Binomial Tree," Decision Analysis, INFORMS, vol. 7(2), pages 185-195, June.
    17. Ilia Tsetlin & Robert L. Winkler, 2005. "Risky Choices and Correlated Background Risk," Management Science, INFORMS, vol. 51(9), pages 1336-1345, September.
    18. H. A. Hauksson & M. Dacorogna & T. Domenig & U. Mller & G. Samorodnitsky, 2001. "Multivariate extremes, aggregation and risk estimation," Quantitative Finance, Taylor & Francis Journals, vol. 1(1), pages 79-95.
    19. J. David Cummins & Mary A. Weiss, 2009. "Convergence of Insurance and Financial Markets: Hybrid and Securitized Risk‐Transfer Solutions," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 76(3), pages 493-545, September.
    20. Deaton, Angus, 1981. "Optimal Taxes and the Structure of Preferences," Econometrica, Econometric Society, vol. 49(5), pages 1245-1260, September.
    21. Karthik Natarajan & Dessislava Pachamanova & Melvyn Sim, 2009. "Constructing Risk Measures from Uncertainty Sets," Operations Research, INFORMS, vol. 57(5), pages 1129-1141, October.
    22. Dennis Frestad, 2009. "Why Most Firms Choose Linear Hedging Strategies," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 32(2), pages 157-167, June.
    23. Robert K. Hammond & J. Eric Bickel, 2013. "Reexamining Discrete Approximations to Continuous Distributions," Decision Analysis, INFORMS, vol. 10(1), pages 6-25, March.
    24. James E. Smith, 1993. "Moment Methods for Decision Analysis," Management Science, INFORMS, vol. 39(3), pages 340-358, March.
    25. Murillo Campello & Chen Lin & Yue Ma & Hong Zou, 2011. "The Real and Financial Implications of Corporate Hedging," Journal of Finance, American Finance Association, vol. 66(5), pages 1615-1647, October.
    26. Froot, Kenneth A. & Stein, Jeremy C., 1998. "Risk management, capital budgeting, and capital structure policy for financial institutions: an integrated approach," Journal of Financial Economics, Elsevier, vol. 47(1), pages 55-82, January.
    27. Patrick L. Brockett & Linda L. Golden, 2007. "Biological and Psychobehavioral Correlates of Credit Scores and Automobile Insurance Losses: Toward an Explication of Why Credit Scoring Works," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 74(1), pages 23-63, March.
    28. Robert T. Clemen & Terence Reilly, 1999. "Correlations and Copulas for Decision and Risk Analysis," Management Science, INFORMS, vol. 45(2), pages 208-224, February.
    29. Froot, Kenneth A & Scharfstein, David S & Stein, Jeremy C, 1993. "Risk Management: Coordinating Corporate Investment and Financing Policies," Journal of Finance, American Finance Association, vol. 48(5), pages 1629-1658, December.
    30. Gary D. Eppen & R. Kipp Martin & Linus Schrage, 1989. "OR Practice—A Scenario Approach to Capacity Planning," Operations Research, INFORMS, vol. 37(4), pages 517-527, August.
    31. Robert E. Hoyt & Andre P. Liebenberg, 2011. "The Value of Enterprise Risk Management," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 78(4), pages 795-822, December.
    32. Donald L. Keefer, 1994. "Certainty Equivalents for Three-Point Discrete-Distribution Approximations," Management Science, INFORMS, vol. 40(6), pages 760-773, June.
    33. Pencavel, John H., 1979. "A note on income tax evasion, labor supply, and nonlinear tax schedules," Journal of Public Economics, Elsevier, vol. 12(1), pages 115-124, August.
    34. James E. Smith, 2005. "Alternative Approaches for Solving Real-Options Problems," Decision Analysis, INFORMS, vol. 2(2), pages 89-102, June.
    35. Longstaff, Francis A & Schwartz, Eduardo S, 2001. "Valuing American Options by Simulation: A Simple Least-Squares Approach," University of California at Los Angeles, Anderson Graduate School of Management qt43n1k4jb, Anderson Graduate School of Management, UCLA.
    36. Paul Embrechts, 2009. "Copulas: A Personal View," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 76(3), pages 639-650, September.
    37. Laeven, Roger J. A. & Goovaerts, Marc J., 2004. "An optimization approach to the dynamic allocation of economic capital," Insurance: Mathematics and Economics, Elsevier, vol. 35(2), pages 299-319, October.
    38. M. W. P. Savelsbergh, 1994. "Preprocessing and Probing Techniques for Mixed Integer Programming Problems," INFORMS Journal on Computing, INFORMS, vol. 6(4), pages 445-454, November.
    39. Nadine Gatzert & Michael Martin, 2015. "Determinants and Value of Enterprise Risk Management: Empirical Evidence From the Literature," Risk Management and Insurance Review, American Risk and Insurance Association, vol. 18(1), pages 29-53, March.
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    3. Patrick Dahmen, 2023. "Organizational resilience as a key property of enterprise risk management in response to novel and severe crisis events," Risk Management and Insurance Review, American Risk and Insurance Association, vol. 26(2), pages 203-245, July.

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