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Learning,forecasting and optimizing: An experimental study
Affiliation:1. Université Côte d’Azur, CNRS, GREDEG, 250 rue Albert Einstein, Valbonne 06560 France;2. Faculty of Engineering, information and Systems, University of Tsukuba, Japan;3. School of International Liberal Studies, Waseda University, Japan;1. Radboud University, Institute for Management Research, Department of Economics and Business Economics, Heyendaalseweg 141, Nijmegen 6525, AJ, the Netherlands;2. Department of Finance, Faculty of Law, Economics and Finance, Université du Luxembourg, Campus Kirchberg, 6, rue Richard Coudenhove-Kalergi, Luxembourg L-1359, Luxembourg
Abstract:Rational Expectations (RE) models have two crucial dimensions: (i) agents on average correctly forecast future prices given all available information, and (ii) given expectations, agents solve optimization problems and these solutions in turn determine actual price realizations. Experimental tests of such models typically focus on only one of these two dimensions. In this paper we consider both forecasting and optimization decisions in an experimental cobweb economy. We report results from four main experimental treatments: (1) subjects form forecasts only, (2) subjects determine quantity only (solve an optimization problem), (3) they do both and (4) they are paired in teams and one member is assigned the forecasting role while the other is assigned the optimization task. All treatments converge to Rational Expectation Equilibrium (REE), but at different speeds. We observe that performance is the best in treatment 1 and the worst in Treatment 3. We further find that most subjects use adaptive rules to forecast prices. Given a price forecast, subjects are less likely to make conditionally optimal production decisions in Treatment 3 where the forecast is made by themselves, than in Treatment 4 where the forecast is made by the other member of their team, which suggests that “two heads are better than one” in term of the speed of finding the REE.
Keywords:Learning  Rational expectations  Optimization  Experimental economics  Bounded rationality
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