A Quantitative Theory of the Credit Score

IF 6.6 1区 经济学 Q1 ECONOMICS Econometrica Pub Date : 2023-10-02 DOI:10.3982/ECTA18771
Satyajit Chatterjee, Dean Corbae, Kyle Dempsey, José-Víctor Ríos-Rull
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Abstract

What is the role of credit scores in credit markets? We argue that it is, in part, the market's assessment of a person's unobservable type, which here we take to be patience. We postulate a model of persistent hidden types where observable actions shape the public assessment of a person's type via Bayesian updating. We show how dynamic reputation can incentivize repayment. Importantly, we show how an economy with credit scores implements the same equilibrium allocation. We estimate the model using both credit market data and the evolution of individuals' credit scores. We conduct counterfactuals to assess how more or less information used in scoring individuals affects outcomes and welfare. If tracking of individual credit actions is outlawed, poor young adults of low type benefit from subsidization by high types despite facing higher interest rates arising from lower dynamic incentives to repay.

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信用评分的定量理论
信用评分在信贷市场中的作用是什么?我们认为,这在一定程度上是市场对一个人不可观察类型的评估,在这里我们认为这是耐心。我们假设了一个持久隐藏类型的模型,其中可观察的行为通过贝叶斯更新塑造了对一个人类型的公共评估。我们展示了动态声誉如何激励还款。重要的是,我们展示了一个有信用评分的经济体如何实现同样的均衡配置。我们使用信贷市场数据和个人信用评分的演变来估计模型。我们进行反事实调查,以评估在给个人打分时使用的或多或少的信息如何影响结果和福利。如果追踪个人信贷行为是非法的,那么低类型的贫困年轻人将从高类型的补贴中受益,尽管他们面临着由于还款动力较低而导致的更高利率。
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来源期刊
Econometrica
Econometrica 社会科学-数学跨学科应用
CiteScore
11.00
自引率
3.30%
发文量
75
审稿时长
6-12 weeks
期刊介绍: Econometrica publishes original articles in all branches of economics - theoretical and empirical, abstract and applied, providing wide-ranging coverage across the subject area. It promotes studies that aim at the unification of the theoretical-quantitative and the empirical-quantitative approach to economic problems and that are penetrated by constructive and rigorous thinking. It explores a unique range of topics each year - from the frontier of theoretical developments in many new and important areas, to research on current and applied economic problems, to methodologically innovative, theoretical and applied studies in econometrics. Econometrica maintains a long tradition that submitted articles are refereed carefully and that detailed and thoughtful referee reports are provided to the author as an aid to scientific research, thus ensuring the high calibre of papers found in Econometrica. An international board of editors, together with the referees it has selected, has succeeded in substantially reducing editorial turnaround time, thereby encouraging submissions of the highest quality. We strongly encourage recent Ph. D. graduates to submit their work to Econometrica. Our policy is to take into account the fact that recent graduates are less experienced in the process of writing and submitting papers.
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