恒定的投注规模?不要在这上面下注!对必发数据的期望效用理论检验

F. Kopřiva
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引用次数: 4

摘要

我使用世界上最大的博彩交易所Betfair的数据来分析投注者的风险偏好。当前文献中通常使用的恒定投注规模的假设导致了一个不切实际的模型,即投注者在高回报-低方差和低回报-高方差投注之间做出选择,自动暗示投注者的风险偏好。然而,数据显示,投注者在不同的赔率下下注的金额不同。因此,通过简单地引入给定赔率下计算的平均投注金额,我将投注者的决策问题转化为低回报-低方差和高回报-高方差投注之间的标准选择,并且我能够正确地估计投注者的风险态度。结果表明,Betfair的投注者要么是风险中立(网球和足球市场),要么是稍微喜欢风险(赛马市场)。我进一步使用关于平均下注大小的信息来测试期望效用理论(EUT)的有效性。结果表明,当面对多个不同获胜概率的结果时,投注者倾向于对概率差异较小的结果加重,而对概率差异较大的结果减重,这与EUT隐含的线性概率加权函数直接矛盾。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Constant Bet Size? Don't Bet on It! Testing Expected Utility Theory on Betfair Data
I analyze the risk preferences of bettors using data from the world's largest betting exchange, Betfair. The assumption of a constant bet size, commonly used in the current literature, leads to an unrealistic model of bettors' decision making as a choice between a high return - low variance and low return - high variance bet, automatically implying risk-loving preferences of bettors. However, the data show that bettors bet different amounts on different odds. Thus, simply by introducing the computed average bet size at given odds I transform the bettor's decision problem into a standard choice between low return - low variance and high return - high variance bets, and I am able to correctly estimate the risk attitudes of bettors. Results indicate that bettors on Betfair are either risk neutral (tennis and soccer markets) or slightly risk loving (horse racing market). I further use the information on the average bet size to test the validity of Expected utility theory (EUT). The results suggest that, when facing a number of outcomes with different winning probabilities, bettors tend to overweight small and underweight large differences in probabilities, which is in direct contradiction to the linear probability weighting function implied by EUT.
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