Finance Center Muenster, University of Muenster, 48143 Muenster, Germany.
Proc Natl Acad Sci U S A. 2013 Jul 16;110(29):11779-84. doi: 10.1073/pnas.1206326110. Epub 2013 Jul 1.
A fundamental debate in social sciences concerns how individual judgments and choices, resulting from psychological mechanisms, are manifested in collective economic behavior. Economists emphasize the capacity of markets to aggregate information distributed among traders into rational equilibrium prices. However, psychologists have identified pervasive and systematic biases in individual judgment that they generally assume will affect collective behavior. In particular, recent studies have found that judged likelihoods of possible events vary systematically with the way the entire event space is partitioned, with probabilities of each of N partitioned events biased toward 1/N. Thus, combining events into a common partition lowers perceived probability, and unpacking events into separate partitions increases their perceived probability. We look for evidence of such bias in various prediction markets, in which prices can be interpreted as probabilities of upcoming events. In two highly controlled experimental studies, we find clear evidence of partition dependence in a 2-h laboratory experiment and a field experiment on National Basketball Association (NBA) and Federation Internationale de Football Association (FIFA World Cup) sports events spanning several weeks. We also find evidence consistent with partition dependence in nonexperimental field data from prediction markets for economic derivatives (guessing the values of important macroeconomic statistics) and horse races. Results in any one of the studies might be explained by a specialized alternative theory, but no alternative theories can explain the results of all four studies. We conclude that psychological biases in individual judgment can affect market prices, and understanding those effects requires combining a variety of methods from psychology and economics.
社会科学中的一个基本争论涉及到个体判断和选择如何通过心理机制在集体经济行为中表现出来。经济学家强调市场将交易者之间分散的信息汇总到理性均衡价格的能力。然而,心理学家已经发现个体判断中存在普遍而系统的偏差,他们通常认为这些偏差会影响集体行为。特别是,最近的研究发现,对可能事件的判断可能性与整个事件空间的划分方式有系统地变化,每个划分事件的概率偏向于 1/N。因此,将事件组合到一个共同的分区中会降低感知概率,而将事件拆分为单独的分区会增加它们的感知概率。我们在各种预测市场中寻找这种偏差的证据,在这些市场中,价格可以被解释为即将发生的事件的概率。在两项高度受控的实验研究中,我们在一个 2 小时的实验室实验和一个关于美国国家篮球协会(NBA)和国际足球联合会(FIFA 世界杯)体育赛事的现场实验中发现了明显的分区依赖证据,这些实验持续了数周。我们还在预测市场的非实验现场数据中发现了与分区依赖一致的证据,这些数据涉及经济衍生品(猜测重要宏观经济统计数据的价值)和赛马。任何一项研究的结果都可能被一种特殊的替代理论解释,但没有替代理论可以解释所有四项研究的结果。我们得出结论,个体判断中的心理偏差会影响市场价格,而理解这些影响需要结合心理学和经济学的各种方法。