Modeling Managerial Behavior: Misperceptions of Feedback in a Dynamic Decision Making Experiment

概括性 骨料(复合) 聚合行为 理性 有限理性 启发式 计量经济学 背景(考古学) 动态决策 锚固 经济 计算机科学 微观经济学 心理学 总需求 社会心理学 人工智能 复合材料 古生物学 货币政策 管理 材料科学 法学 生物 货币经济学 政治学
作者
John D. Sterman
出处
期刊:Management Science [Institute for Operations Research and the Management Sciences]
卷期号:35 (3): 321-339 被引量:2499
标识
DOI:10.1287/mnsc.35.3.321
摘要

Studies in the psychology of individual choice have identified numerous cognitive and other bounds on human rationality, often producing systematic errors and biases. Yet for the most part models of aggregate phenomena in management science and economics are not consistent with such micro-empirical knowledge of individual decision-making. One explanation has been the difficulty of extending the experimental methods used to study individual decisions to aggregate, dynamic settings. This paper reports an experiment on the generation of macrodynamics from microstructure in a common managerial context. Subjects manage a simulated inventory distribution system which contains multiple actors, feedbacks, nonlinearities, and time delays. The interaction of individual decisions with the structure of the simulated firm produces aggregate dynamics which systematically diverge from optimal behavior. An anchoring and adjustment heuristic for stock management is proposed as a model of the subjects' decision processes. Econometric tests show the rule explains the subjects' behavior well. The estimation results identify several ‘misperceptions of feedback’ which account for the poor performance of the subjects. In particular, subjects are shown to be insensitive to the feedbacks from their decisions to the environment. Finally, the generality of the results is considered and implications for behavioral theories of aggregate social and economic dynamics are explored.
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