Application of Stochastic Optimal Control to Financial Market Debt Crises

This interdisciplinary paper explains how mathematical techniques of stochastic optimal control can be applied to the recent subprime mortgage crisis. Why did the financial markets fail to anticipate the recent debt crisis, despite the large literature in mathematical finance concerning optimal portfolio allocation and stopping rules? The uncertainty concerns the capital gain, the return on capital and the interest rate. An optimal debt ratio is derived where the drift is probabilistic but subject to economic constraints. The crises occurred because the market neglected to consider pertinent economic constraints in the dynamic stochastic optimization. The first constraint is that the firm should not be viewed in isolation. The optimizer should be the entire industry. The second economic constraint concerns the modeling of the drift of the price of the asset. The vulnerability of the borrowing firm to shocks from the capital gain, the return to capital or the interest rate, does not depend upon the actual debt/net worth per se. Instead it increases in proportion to the difference between the Actual and Optimal debt ratio, called the excess debt. A general measure of excess debt is derived and I show that it is an early warning signal of the recent crisis.

[1]  Andreas Irmen,et al.  Cross-Country Income Differences and Technology Diffusion in a Competitive World , 2008, SSRN Electronic Journal.

[2]  Salvador Valdés-Prieto,et al.  The 2008 Chilean Reform to First-Pillar Pensions , 2009, SSRN Electronic Journal.

[3]  D. Talay,et al.  Technical analysis compared to mathematical models based methods under parameters mis-specification , 2007 .

[4]  Raymond Rishel Whether to sell or hold a stock , 2006, Commun. Inf. Syst..

[5]  Speculation Under the Random Walk Hypothesis , 2002 .

[6]  Andrew Clark,et al.  Boon or Bane? Others' Unemployment, Well-Being and Job Insecurity , 2008, SSRN Electronic Journal.

[7]  Q. Zhang,et al.  Stock Trading: An Optimal Selling Rule , 2001, SIAM J. Control. Optim..

[8]  Thomas Aronsson,et al.  Optimal Redistributive Taxation and Provision of Public Input Goods in an Economy with Outsourcing and Unemployment , 2008, SSRN Electronic Journal.

[9]  Frank Westermann,et al.  Common Trends and Common Cycles among Interest Rates of the G7-Countries , 2009, SSRN Electronic Journal.

[10]  Sascha O. Becker,et al.  Going NUTS: The Effect of EU Structural Funds on Regional Performance , 2008, SSRN Electronic Journal.

[11]  W. Fleming,et al.  Controlled Markov processes and viscosity solutions , 1992 .

[12]  Harry Garretsen,et al.  Economic Geography and Economic Development in Sub-Saharan Africa , 2008, SSRN Electronic Journal.

[13]  Geir B. Asheim,et al.  Sustainability and Discounted Utilitarianism in Models of Economic Growth , 2009, Math. Soc. Sci..

[14]  Karatzas Ioannis A note on Bayesian detection of change-points with an expected miss criterion , 2003 .

[15]  Louis Hotte,et al.  The Demands for Environmental Regulation and for Trade in the Presence of Private Mitigation , 2008, SSRN Electronic Journal.

[16]  George Tridimas,et al.  Social Welfare and Coercion in Public Finance , 2008, SSRN Electronic Journal.

[17]  Richard Arnott,et al.  The Stability of Downtown Parking and Traffic Congestion , 2009, SSRN Electronic Journal.

[18]  Hiroyuki Kasahara,et al.  Sequential Estimation of Structural Models with a Fixed Point Constraint , 2008, SSRN Electronic Journal.

[19]  M. K rn,et al.  Stochastic Optimal Control , 1988 .

[20]  W. Fleming,et al.  Stochastic Optimal Control, International Finance and Debt , 2002, SSRN Electronic Journal.

[21]  Michael Schröder,et al.  Heterogeneity in Exchange Rate Expectations: Evidence on the Chartist-Fundamentalist Approach , 2008, Social Science Research Network.

[22]  S. Carson Demographic, residential, and socioeconomic effects on the distribution of nineteenth-century African-American stature , 2011 .

[23]  Susanne Neckermann,et al.  Awards in Economics - Towards a New Field of Inquiry , 2008, SSRN Electronic Journal.

[24]  Marco Runkel,et al.  STRATEGIC CONSOLIDATION UNDER FORMULA APPORTIONMENT , 2008, National Tax Journal.

[25]  Ronnie Schöb,et al.  Minimum Wages and their Alternatives: A Critical Assessment , 2008, SSRN Electronic Journal.

[26]  H. Schlesinger,et al.  Exploring Higher-Order Risk Effects , 2008, SSRN Electronic Journal.

[27]  Annette Alstadsæter,et al.  Neutral taxation of shareholder income? Corporate responses to an announced dividend tax , 2009 .

[28]  Gregory Gilpin,et al.  The Quantity and Quality of Teachers: A Dynamic Trade-Off , 2009, SSRN Electronic Journal.

[29]  Jan C. L. König,et al.  The Role of Profit Sharing in Dual Labour Markets with Flexible Outsourcing , 2009, SSRN Electronic Journal.

[30]  Benno Torgler,et al.  Politicians: be killed or survive , 2008, Public Choice.

[31]  R. Riphahn,et al.  The East German Wage Structure after Transition , 2008, SSRN Electronic Journal.

[32]  Sascha O. Becker,et al.  How Low Business Tax Rates Attract Multinational Headquarters: Municipality-Level Evidence from Germany , 2008, SSRN Electronic Journal.

[33]  G. Nicodème,et al.  Corporate Income Tax and Economic Distortions , 2008, SSRN Electronic Journal.

[34]  Michel Crouhy,et al.  The Subprime Credit Crisis of 07 , 2008 .

[35]  Barbara Hofmann,et al.  Work Incentives? Ex Post Effects of Unemployment Insurance Sanctions - Evidence from West Germany , 2008, SSRN Electronic Journal.

[36]  Harry Huizinga,et al.  International Taxation and Multinational Firm Location Decisions , 2008, SSRN Electronic Journal.

[37]  S. Carson,et al.  Demographic, Residential, and Socioeconomic Effects on the Distribution of 19th Century African-American Stature , 2008, SSRN Electronic Journal.

[38]  Susanne Neckermann,et al.  Academics Appreciate Awards - A New Aspect of Incentives in Research , 2008, SSRN Electronic Journal.

[39]  Frédéric Docquier,et al.  International Migration, Transfers of Norms and Home Country Fertility , 2008, SSRN Electronic Journal.

[40]  S. Carson,et al.  Nineteenth Century Black and White US Statures: The Primary Sources of Vitamin D and Their Relationship with Height , 2008 .

[41]  M. Degroot Optimal Statistical Decisions , 1970 .

[42]  M. Hoel,et al.  Bush Meets Hotelling: Effects of Improved Renewable Energy Technology on Greenhouse Gas Emissions , 2009, SSRN Electronic Journal.

[43]  Controlled Markov Processes and Mathematical Finance , 1998 .

[44]  M. Werding,et al.  How Do Migrants Choose Their Destination Country? An Analysis of Institutional Determinants , 2008, SSRN Electronic Journal.

[45]  Yuliya Demyanyk,et al.  Understanding the Subprime Mortgage Crisis , 2008 .

[46]  J. Stein Stochastic Optimal Control, International Finance, and Debt Crises , 2006 .

[47]  Harris Schlesinger,et al.  Uncertain Bequest Needs and Long‐Term Insurance Contracts , 2008 .

[48]  J. Stein Optimal Debt and Endogenous Growth in Models of International Finance , 2005 .

[49]  S. Pliska,et al.  Risk-Sensitive Dynamic Asset Management , 1999 .

[50]  Johannes Rincke,et al.  What Drives Corporate Tax Rates Down? A Reassessment of Globalization, Tax Competition, and Dynamic Adjustment to Shocks , 2009, SSRN Electronic Journal.

[51]  Dirk Niepelt,et al.  Debt Maturity without Commitment , 2008, SSRN Electronic Journal.

[52]  John Whalley,et al.  Trade Retaliation in a Monetary-Trade Model , 2009, SSRN Electronic Journal.

[53]  H. Kelejian,et al.  A Spatial Cliff-Ord-Type Model with Heteroskedastic Innovations: Small and Large Sample Results , 2008, SSRN Electronic Journal.

[54]  Mikael Elinder,et al.  Selfish and Prospective: Theory and Evidence of Pocketbook Voting , 2008, SSRN Electronic Journal.

[55]  John Whalley,et al.  Chinese Experience with Global 3G Standard-Setting , 2009, SSRN Electronic Journal.

[56]  E. Platen,et al.  Principles for modelling financial markets , 1996, Journal of Applied Probability.

[57]  Wolfgang J. Luhan,et al.  Cedex Discussion Paper Series , 2022 .

[58]  Shane M. Sherlund,et al.  Making Sense of the Subprime Crisis , 2008 .

[59]  Martin Jacob,et al.  The Rich Demystified - A Reply to Bach, Corneo, and Steiner (2008) , 2008, SSRN Electronic Journal.

[60]  Robert Dur,et al.  Gift Exchange in the Workplace: Money or Attention? , 2008, SSRN Electronic Journal.

[61]  Jerome L. Stein,et al.  Stochastic Optimal Control Modeling of Debt Crises , 2003, SSRN Electronic Journal.

[62]  Christian Bruns,et al.  It's the Media, Stupid - How Media Activity Shapes Public Spending , 2007, SSRN Electronic Journal.

[63]  Stefan Voigt,et al.  The Relevance of Judicial Procedure for Economic Growth , 2008, SSRN Electronic Journal.

[64]  Volker Meier,et al.  Social Security Systems, Human Capital, and Growth in a Small Open Economy , 2008, SSRN Electronic Journal.

[65]  J. Cuaresma,et al.  The Determinants of Economic Growth in European Regions , 2009, SSRN Electronic Journal.

[66]  Michael Fritsch,et al.  The Apple Doesn't Fall Far from the Tree: Location of Start-Ups Relative to Incumbents , 2008, SSRN Electronic Journal.