信用卡需求估计:一种不连续回归方法

Dandan Huang, Wei Tan
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引用次数: 2

摘要

利用某大型信用卡发卡机构提供的信用卡申请数据,采用不连续回归方法对信用卡需求进行估计。我们的方法利用了信用卡募捐活动设计的一个独特特征,即信用发卡机构根据消费者信用评分的一些截止点给予消费者不同的利率。利率提供的这种不连续性使我们能够可靠地估计利率对消费者信贷需求的影响。我们发现消费者对信用卡的需求接近单位弹性。需求弹性估计为-1.14。此外,信用等级高的消费者对利率的反应比信用等级低的消费者更灵敏。我们还发现,如果不控制契约的内生性,回归模型将给出有偏差的估计。
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Estimating the Demand for Credit Card: A Regression Discontinuity Approach
Using the credit card application data provided by a major credit card issuer, we estimate the demand for credit card using a regression discontinuity method. Our method exploits a unique feature of the credit card solicitation campaign design, i.e. credit issuer gives consumers different interest rate based on some cutoff points in consumers' credit score. This discontinuity in the interest rate offers allows us to obtain a reliable estimate of the effect of the interest rate on consumers' credit demand. We find that consumers' demand for credit card is near unit elasticity. The demand elasticity is estimated at -1.14. In addition, consumers with better credit rating are more responsive to interest rate than consumers with lower credit rating. We also find that, without controlling for the endogeneity of contracts, a regression model would give biased estimates.
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