外部信評報告對P2P借貸平台是否具有資訊價值？

External Credit Report Information Value for Peer-to-Peer Lending Platforms

楊淑玲(Shu-Ling Yang) ； 陳獻儀(Hsien-Yi Chen) ； 張巧宜(Chiao-Yi Chang) ； 蕭宇倫(Yu-Lun Hsiao)

《管理學報》 36卷1期 (2019/03) Pp. 29-51

https://doi.org/10.6504/JMBR.201903_36(1).0002

摘要

本文旨在探討外部信用機構報告，對於新型態P2P線上借貸交易是否具有資訊內涵。透過全球最大線上P2P借貸平台Lending Club作為研究對象，並有別於過去文獻探討靜態信用分數與借款人違約機率之關聯性，本文聚焦於借款期間FICO信用分數變動，對借款人違約機率與違約比率之影響。實證結果顯示，在控制了借款人之信用風險等級、風險特徵與原始信用分數等因素後，FICO信用分數變動傳遞出富有價值的訊息內涵。當借款人信用分數遭調降時，其違約機率與比率會顯著增加；相對的，對信用分數被調升的借款人而言，其違約機率和比率都有顯著減低的現象。上述結果表示借款人之履約行為對於FICO信用分數的升降，具有對稱性的反應型態。

關鍵字

P2P借貸 ； Lending Club ； 信用風險 ； 違約機率

並列摘要

This paper examines whether external credit agency reports offer valuable information to peer-to-peer (P2P) online lending platforms. In contrast to studies that have explored the relationship between borrowers' static credit scores and their default probabilities, this study focuses on changes in borrowers' FICO credit scores and the effect of these changes on default probability and breach severity (default ratio). This study is based on data from Lending Club, the world's largest online P2P lending platform. The empirical results indicate that changes in the borrowers' FICO credit scores convey valuable information after controlling for borrowers' credit risk grades, risk characteristics, and original FICO credit scores. The default probability and ratio increase substantially when borrowers suffer FICO credit score decreases. By contrast, for borrowers who experience credit score increases, the default probability and ratio significantly decrease. The results suggest that the performance of borrowers exhibits a symmetrical reaction to FICO credit score changes.

並列關鍵字

P2P lending ； lending club ； credit risk ； default probability

參考文獻

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