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强化学习与储蓄行为。

Reinforcement Learning and Savings Behavior.

作者信息

Choi James J, Laibson David, Madrian Brigitte C, Metrick Andrew

机构信息

Yale University and NBER.

出版信息

J Finance. 2009 Dec;64(6):2515-2534. doi: 10.1111/j.1540-6261.2009.01509.x.

DOI:10.1111/j.1540-6261.2009.01509.x
PMID:20352013
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC2845178/
Abstract

We show that individual investors over-extrapolate from their personal experience when making savings decisions. Investors who experience particularly rewarding outcomes from saving in their 401(k)-a high average and/or low variance return-increase their 401(k) savings rate more than investors who have less rewarding experiences with saving. This finding is not driven by aggregate time-series shocks, income effects, rational learning about investing skill, investor fixed effects, or time-varying investor-level heterogeneity that is correlated with portfolio allocations to stock, bond, and cash asset classes. We discuss implications for the equity premium puzzle and interventions aimed at improving household financial outcomes.

摘要

我们发现,个人投资者在做出储蓄决策时会过度依据自身经验进行推断。那些在401(k)计划储蓄中获得特别丰厚回报的投资者——高平均回报率和/或低回报方差——会比储蓄回报较差的投资者更多地提高其401(k)计划的储蓄率。这一发现并非由总体时间序列冲击、收入效应、对投资技能的理性学习、投资者固定效应或与股票、债券和现金资产类别的投资组合配置相关的随时间变化的投资者层面异质性所驱动。我们讨论了这一发现对股权溢价之谜的影响以及旨在改善家庭财务状况的干预措施。

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本文引用的文献

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$100 Bills on the Sidewalk: Suboptimal Investment in 401(k) Plans.人行道上的百元美钞:401(k) 计划中的次优投资。
Rev Econ Stat. 2011 Aug;93(3):748-763. doi: 10.1162/REST_a_00100.
2
Why Does the Law of One Price Fail? An Experiment on Index Mutual Funds.一价定律为何失效?指数共同基金实验
Rev Financ Stud. 2010 Apr 1;23(4):1405-1432. doi: 10.1093/rfs/hhp097.
3
401(k) plan asset allocation, account balances, and loan activity in 2000.2000年401(k)计划的资产配置、账户余额及贷款活动。
EBRI Issue Brief. 2001 Nov(239):1-26.