Risk-Based Loan Pricing: Portfolio Optimization Approach with Marginal Risk Contribution
Published Online:27 Feb 2020https://doi.org/10.1287/mnsc.2019.3378
References
- (2008) A new database of financial reforms. Working Paper No. 2008-2266, International Monetary Fund, Washington, DC.Google Scholar
- (2001) Credit risk optimization with conditional value-at-risk criterion. Math. Programming 89(2):273–291.Crossref, Google Scholar
- (2010) Generalized Concavity, Classics in Applied Mathematics, vol. 63 (Society for Industrial and Applied Mathematics, Philadelphia).Crossref, Google Scholar
- Basel Committee on Banking Supervision (2006) International convergence of capital measurement and capital standards: a revised framework. Report, Bank for International Settlements, Basel, Switzerland.Google Scholar
- Basel Committee on Banking Supervision (2013) Fundamental review of the trading book: a revised market risk framework. Report, Bank for International Settlements, Basel, Switzerland.Google Scholar
- (2010) Testing the validity of a demand model: An operations perspective. Manufacturing Service Oper. Management 12(1):162–183.Link, Google Scholar
- (2016) Loan-pricing models: What to consider for loan origination. Sageworks. Accessed May 20, 2017, https://www.sageworks.com/blog/post/2016/01/29/loan-pricing-models-what-banks-need-to-consider.aspx.Google Scholar
- (2002) Trends in equal access to credit products. The Impact of Public Policy on Consumer Credit (Springer, Boston), 171–208.Google Scholar
- (2010) Recovery rates, default probabilities, and the credit cycle. J. Banking Finance 34(4):754–764.Crossref, Google Scholar
- (2012) Non-convex mixed-integer nonlinear programming: A survey. Surveys Oper. Res. Management Sci. 17(2):97–106.Crossref, Google Scholar
- (2012) Consumer credit pricing. Özer Ö, Phillips R, eds. The Oxford Handbook of Pricing Management (Oxford University Press, Oxford, UK), 138–152.Google Scholar
- (2017) The impact of linear optimization on promotion planning. Oper. Res. 65(2):446–468.Link, Google Scholar
- (2016) Mean-variance portfolio optimization with parameter sensitivity control. Optim. Methods Software 31(4):755–774.Crossref, Google Scholar
- (1949) Sulle stratificazioni convesse. Annali di Matematica Pura ed Applicata 30(1):123–183.Google Scholar
- (2009) A generalized approach to portfolio optimization: Improving performance by constraining portfolio norms. Management Sci. 55(5):798–812.Link, Google Scholar
- (1998) Note: The role of returns policies in pricing and inventory decisions for catalogue goods. Management Sci. 44(2):276–283.Link, Google Scholar
- (2018) Data-driven distributionally robust optimization using the Wasserstein metric: Performance guarantees and tractable reformulations. Math. Programming 171(1–2):115–166.Crossref, Google Scholar
- (1951) Convex Cones, Sets and Functions. Mimeographed Lecture Notes (Princeton University, Princeton, NJ).Google Scholar
- (2006) Measuring marginal risk contributions in credit portfolios. J. Comput. Finance 9(2):1–41.Crossref, Google Scholar
- (2005) Importance sampling for portfolio credit risk. Management Sci. 51(11):1643–1656.Link, Google Scholar
- (2008) Fast simulation of multifactor portfolio credit risk. Oper. Res. 56(5):1200–1217.Link, Google Scholar
- (2000) Sensitivity analysis of values at risk. J. Empirical Finance 7(3–4):225–245.Crossref, Google Scholar
- (2016) “Moneyball” in commercial lending: From art to science in pricing. Boston Consulting Group Perspective. Accessed June 19, 2017, https://www.bcgperspectives.com/content/articles/financial-institutions-moneyball-pricing-commercial-loans/.Google Scholar
- (2002) Do liquidity constraints and interest rates matter for consumer behavior? Evidence from credit card data. Quart. J. Econom. 117(1):149–185.Crossref, Google Scholar
- (2002) LOSSCALCTM: Model for Predicting Loss Given Default (LGD) (Moody’s KMV, New York).Google Scholar
- (2015) The impact of Basel accords on the lender’s profitability under different pricing decisions. J. Oper. Res. Soc. 66(11):1826–1839.Crossref, Google Scholar
- (1992) Legal, social and economic issues in implementing scoring in the United States. Crook J, Edelman D, Thomas L, eds. Credit Scoring and Credit Control (Oxford University Press, New York), 5–15.Google Scholar
- (2004) Sensible and efficient asset allocation for credit portfolios. Risk 17:19–24.Google Scholar
- (1963) A stochastic programming model. Econometrica 31(1–2):181–196.Crossref, Google Scholar
- (2015) A guide to sample average approximation. Fu MC, ed. Handbook of Simulation Optimization (Springer, New York), 207–243.Google Scholar
- (2003) Credit Risk: From Transaction to Portfolio Management (Butterworth-Heinemann, Oxford, UK).Google Scholar
- (2002) The sample average approximation method for stochastic discrete optimization. SIAM J. Optim. 12(2):479–502.Crossref, Google Scholar
- (2002) Portfolio optimization with conditional value-at-risk objective and constraints. J. Risk 4(2):43–68.Crossref, Google Scholar
- (2017) Stochastic optimization investment models with portfolio and marginal risk constraints. Ahmed S, Anjos M, Terlaky T, eds. Advances and Trends in Optimization with Engineering Applications (SIAM, Philadelphia), 427–436.Crossref, Google Scholar
- (2016) Solving chance constrained problems with random technology matrix and stochastic quadratic inequalities. Oper. Res. 64(4):939–957.Link, Google Scholar
- (2013) Construction of risk-averse enhanced index funds. INFORMS J. Comput. 25(4):701–719.Link, Google Scholar
- (2001) Convexification, concavification and monotonization in global optimization. Ann. Oper. Res. 105(1–4):213–226.Crossref, Google Scholar
- (2015) Simulating risk contributions of credit portfolios. Oper. Res. 63(1):104–121.Link, Google Scholar
- (2011) The rise of risk-based pricing of mortgage interest rates in Italy. J. Banking Finance 35(5):1277–1290.Crossref, Google Scholar
- (1976) Computability of global solutions to factorable nonconvex programs: Part I: Convex underestimating problems. Math. Programming 10(1):147–175.Crossref, Google Scholar
- (2006) A portfolio view of consumer credit. J. Monetary Econom. 53(1):59–84.Crossref, Google Scholar
- (2014) Optimal ROE loan pricing with or without adverse selection. J. Oper. Res. Soc. 65(3):435–442.Crossref, Google Scholar
- (2005) Pricing and Revenue Optimization (Stanford University Press, Palo Alto, CA).Crossref, Google Scholar
- (2013) Optimizing prices for consumer credit. J. Revenue Pricing Management 12(4):360–377.Crossref, Google Scholar
- (1995) Stochastic Programming (Kluwer, Boston).Crossref, Google Scholar
- PricewaterhouseCoopers (2012) Enhancing origination revenue through price optimization modeling. Accessed June 19, 2017, http://www.pwc.com/us/en/consumer-finance/publications/loan-origination-price-optimization-modeling.html.Google Scholar
- (2004) Why were banks better off in the 2001 recession? Current Issues Econom. Finance 10(1):1–7.Google Scholar
- (2008) Managing the risk of loan prepayments and the optimal structure of short term lending rates. Ann. Finance 4(2):197–215.Crossref, Google Scholar
- (2009) Capital allocation for credit portfolios with kernel estimators. Quant. Finance 9(5):581–595.Crossref, Google Scholar
- (2009) Consumer Credit Models (Oxford University Press, New York).Crossref, Google Scholar
- (2015) A linearized value-at-risk model with transaction costs and short selling. Eur. J. Oper. Res. 247(3):872–878.Crossref, Google Scholar
- (2010) Portfolio selection with marginal risk control. J. Comput. Finance 14(1):3–28.Crossref, Google Scholar

