Giocoli, Nicola (2011): From Wald to Savage: homo economicus becomes a Bayesian statistician.
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Abstract
Bayesian rationality is the paradigm of rational behavior in neoclassical economics. A rational agent in an economic model is one who maximizes her subjective expected utility and consistently revises her beliefs according to Bayes’s rule. The paper raises the question of how, when and why this characterization of rationality came to be endorsed by mainstream economists. Though no definitive answer is provided, it is argued that the question is far from trivial and of great historiographic importance. The story begins with Abraham Wald’s behaviorist approach to statistics and culminates with Leonard J. Savage’s elaboration of subjective expected utility theory in his 1954 classic The Foundations of Statistics. It is the latter’s acknowledged fiasco to achieve its planned goal, the reinterpretation of traditional inferential techniques along subjectivist and behaviorist lines, which raises the puzzle of how a failed project in statistics could turn into such a tremendous hit in economics. A couple of tentative answers are also offered, involving the role of the consistency requirement in neoclassical analysis and the impact of the postwar transformation of US business schools.
Item Type: | MPRA Paper |
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Original Title: | From Wald to Savage: homo economicus becomes a Bayesian statistician |
Language: | English |
Keywords: | Savage, Wald, rational behavior, Bayesian decision theory, subjective probability, minimax rule, statistical decision functions, neoclassical economics |
Subjects: | B - History of Economic Thought, Methodology, and Heterodox Approaches > B3 - History of Economic Thought: Individuals > B31 - Individuals B - History of Economic Thought, Methodology, and Heterodox Approaches > B2 - History of Economic Thought since 1925 > B21 - Microeconomics D - Microeconomics > D8 - Information, Knowledge, and Uncertainty > D81 - Criteria for Decision-Making under Risk and Uncertainty |
Item ID: | 34117 |
Depositing User: | Nicola Giocoli |
Date Deposited: | 14 Oct 2011 22:24 |
Last Modified: | 27 Sep 2019 06:54 |
References: | ANSCOMBE F. AND AUMANN R.A. 1963, “A definition of subjective probability”, Annals of Mathematical Statistics, 34 (1), 199-205. ARNOLD K.J., GIRSCHICK M.A. & SAVAGE L.J. 1947 “Abandoning an experiment prior to completion”, in: Eisenhart C., Hastay M.W. & Wallis A.W. (eds.), Techniques of Statistical Analysis, McGraw-Hill, New York, 1947, 353-362. ARROW K. 1951, “Alternative approaches to the theory of choice in risk-taking situations”, Econometrica, 19 (4), 404-437. CHERNOFF H. 1954, “Rational selection of decision functions”, Econometrica, 22, 422-443. DEBREU G. 1959, Theory of Value, New York: Wiley. DE FINETTI B. 1937, “Foresight: its logical laws, its subjective sources”, in: Kyburg H.E. and Smokler H.E. (eds), Studies in Subjective Probability, Wiley, New York, 1964, 93-158. FERGUSON T.S. 1976, “Development of the decision model”, in: Owen D.B. (ed.), On the History of Statistics and Probability, Dekker, New York, 1976, 335-346. FIENBERG S.E. 2003, “When did Bayesian inference become ‘Bayesian’?”, Bayesian Analysis, 1 (1), 1-41. FIENBERG S.E. 2008, “The Early Statistical Years: 1947-1967. A Conversation with Howard Raiffa”, Statistical Science, 23 (1), 136-149. FISHER R.A. 1955, “Statistical methods and scientific induction”, Journal of the Royal Statistical Society, Series B (Methodological), 17 (1), 69-78. FOURCADE M. & KHURANA R. 2011, “From Social Control to Financial Economics: The Linked Ecologies of Economics and Business in Twentieth Century America”, Harvard Business School Working Paper, No. 11-071. FRIEDMAN M. & SAVAGE L.J. 1947, “Planning experiments seeking maxima”, in: Eisenhart C., Hastay M.W. & Wallis A. (eds.), Techniques of Statistical Analysis, McGraw-Hill, New York, 1947, 363-372. GELMAN A. 2008, “Objections to Bayesian statistics”, Bayesian Analysis, 3 (3), 445-450. GELMAN A. & SHALIZI C. 2011, “Philosophy and the practice of Bayesian statistics in the social sciences”, in: Kincaid H. (ed.), Oxford Handbook of the Philosophy of the Social Sciences, OUP, Oxford, forthcoming. GILBOA I. 2009, Theory of Decision under Uncertainty, CUP, Cambridge. GILBOA I., POSTLEWAITE A. & SCHMEIDLER D. 2004, “Rationality of Belief, or: Why Savage’s Axioms are neither Sufficient nor Necessary for Rationality”, Synthese, forthcoming. GILBOA I., POSTLEWAITE A. & SCHMEIDLER D. 2009, “Is it always rational to satisfy Savage’s axioms?”, Economics and Philosophy, 25, 285-296. GIOCOLI N. 2003, Modeling Rational Agents: from Interwar Economics to Early Modern Game Theory, Elgar, Cheltenham. GIOCOLI N. 2005, “Modeling rational agents: the consistency view of rationality and the changing image of neoclassical economics”, Cahiers d’économie politique, 49, 177-208. GIOCOLI 2005A, “Savage vs. Wald: was Bayesian decision theory the only available alternative for postwar economics?”, papers.ssrn.com/sol3/papers.cfm?abstract_id=910916 . GIOCOLI N. 2006, “Do prudent agents play lotteries? Von Neumann’s contribution to the theory of rational behavior”, Journal of the History of Economic Thought, 28 (1), 95-109. GIOCOLI N. 2009, “Three alternative (?) stories on the late 20th-century rise of game theory”, Studi e Note di Economia, 14 (2), 187-210. KADANE J. 2001, “Jimmie Savage: an introduction”, ISBA Bulletin, March, 5-6. KARNI E. & MONGIN P. 2000, “On the determination of subjective probability by choices”, Management Science, 46 (2), 233-248. KLEIN J.L. 2000, “Economics for a client: the case of statistical quality control and sequential analysis”, in: Backhouse R.E. & Biddle J. (eds.), Toward a History of Applied Economics, Duke University Press, Durham, 2000, 27-69. LEONARD R. 2010, Von Neumann, Morgenstern and the Creation of Game Theory, CUP, Cambridge. LINDLEY D.V. 1980, “L.J. Savage – His work in probability and statistics”, Annals of Statistics, 8 (1), 1-24. LUCE R.D. AND RAIFFA H. 1957, Games and Decisions, New York: Wiley. MARSCHAK J. 1946, “Neumann’s and Morgenstern’s new approach to static economics”, Journal of Political Economy, 54 (2), 97-115. MENGER K. 1952, “THE FORMATIVE YEARS OF ABRAHAM WALD AND HIS WORK IN GEOMETRY”, Annals of Mathematical Statistics, 23 (1), 14-20. MONGIN P. 2011, “What the decision theorist could tell the Bayesian philosopher”, Lecture presented at the 14th International Congress of Logic, Methodology and Philosophy of Science (CLMPS), July 19–26, 2011, Nancy (France). MOSCATI I. 2007, “History of Consumer Demand Theory 1871-1971: A Neo-Kantian Rational Reconstruction”, European Journal of the History of Economic Thought, 14 (1), 119-156. MYERSON R.B. 1991, Game Theory. Analysis of Conflict, Cambridge, Mass.: Harvard UP. NEYMAN J. 1938, “L’estimation statistique, traitée comme un problème classique de probabilité”, Actualités Scientifiques et Industrielles, 739, 25-57. NEYMAN J. & PEARSON E.S. 1933, “The testing of statistical hypothesis in relation to probabilities a priori”, Mathematical Proceedings of the Cambridge. Philosophical Society, 29 (4), 492-510. RAIFFA H. & SCHLAIFER R. 1961, Applied Statistical Decision Theory, Division of Research, Graduate School of Business Administration, Harvard University, Boston. SAMUELSON P.A. 1948, “Consumption theory in terms of revealed preference”, Economica, November, 243-253. SAVAGE L.J. 1949, “The role of personal probability in statistics”, Report of the Boulder Meeting, August 29 – September 2, 1949, Econometrica, 18 (2), 183-184 (abstract). SAVAGE L.J. 1951, “The theory of statistical decision”, Journal of the American Statistical Association, 46 (253), 55-67. SAVAGE L.J. 1954, The Foundations of Statistics, Wiley, New York, 2nd edn. 1972. SAVAGE L.J. 1961, “The Foundations of Statistics reconsidered”, in: Kyburg H.E. & Smokler H.E. (eds), Studies in Subjective Probability, Wiley, New York, 1964, 173-188. SAVAGE L.J. 1962, “Subjective probability and statistical practice”, in: Savage L.J. et al. (eds.), The Foundations of Statistical Inference: A Discussion, Methuen, London, 1962, 9-35. SCHLAIFER R. 1959, Probability and Statistics for Business Decisions, McGraw-Hill, New York. SHAFER G 1986, “Savage revisited”, Statistical Science, 1 (4), 463-485. VON NEUMANN J. 1928, “On the Theory of Games of Strategy”, in: Luce D. & Tucker A.W. (eds.), Contributions to the Theory of Games, Vol. IV, PUP, Princeton, 1959, 13-42. VON NEUMANN J. AND MORGENSTERN O. 1944, Theory of Games and Economic Behavior, PUP, Princeton, 3rd edn. 1953. VON PLATO J. 1994, Creating Modern Probability, CUP, Cambridge. WAKKER P. 2010, Prospect Theory. For Risk and Ambiguity, CUP, Cambridge. WALD A. 1939, “Contributions to the theory of statistical estimation and testing hypotheses”, Annals of Mathematical Statistics, 10, 299-326. WALD A. 1945, “Sequential tests of statistical hypotheses”, Annals of Mathematical Statistics, 1945, 16 (2), 117-186. WALD A. 1945A, “Statistical decision functions which minimize the maximum risk”, Annals of Mathematics, 46 (2), 265-280. WALD A. 1947, “An essentially complete class of admissible decision functions”, Annals of Mathematical Statistics, 18 (4), 549-555. WALD A. 1950, Statistical Decision Functions, Wiley, New York. WALD A. 1950A, “Basic ideas of a general theory of statistical decision rules”, in: Wald A., Selected Papers in Statistics and Probability, McGraw-Hill, New York, 1955, 656-668. WALLIS A.W. 1980, “The Statistical Research Group, 1942-1945”, Journal of the American Statistical Association,75, 320-330. WOLFOWITZ J. 1952, “Abraham Wald (1902-1950)”, Annals of Mathematical Statistics, 23 (1), 1-13. WONG S. 1978, The Foundations of Paul Samuelson’s Revealed Preference Theory, Routledge, London. ZILIAK S.T. 2008, “Guinessometrics: the economic foundation of ‘Student’s’ t”, Journal of Economic Perspectives, 22 (4), 199-216. ZILIAK S.T. & MCCLOSKEY D.N. 2008, The Cult of Statistical Significance, The University of Michigan Press, Ann Arbor. |
URI: | https://mpra.ub.uni-muenchen.de/id/eprint/34117 |