In this paper, we develop an intelligent approach to detect default risk of FinTech lending platforms. Using China's peer-to-peer (P2P) lending market as an empirical application, we assemble a unique dataset of matched default and non-default platforms. We apply state-of-art techniques to extract sentiment and topic features from several stakeholders' social media data, which are used as supportive soft information. Our approach exhibits better predictive abilities than those with hard information only, where the value of dynamic soft information is demonstrated. Our approach serves as a proof of concept to complement traditional methods of financial risk prediction.
机构:
East China Jiao Tong Univ, Sch Econ & Management, Nanchang, Jiangxi, Peoples R ChinaEast China Jiao Tong Univ, Sch Econ & Management, Nanchang, Jiangxi, Peoples R China
Umar, Muhammad
Akhtar, Muhammad
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Natl Univ Comp & Emerging Sci, Islamabad, PakistanEast China Jiao Tong Univ, Sch Econ & Management, Nanchang, Jiangxi, Peoples R China
机构:
Fuzhou Univ Int Studies & Trade, Sch Finance & Accounting, Fuzhou 350202, Peoples R ChinaFuzhou Univ Int Studies & Trade, Sch Finance & Accounting, Fuzhou 350202, Peoples R China
Wang, Zhe
Teng, Yin-Pei
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Fuzhou Univ Int Studies & Trade, Sch Finance & Accounting, Fuzhou 350202, Peoples R ChinaFuzhou Univ Int Studies & Trade, Sch Finance & Accounting, Fuzhou 350202, Peoples R China
Teng, Yin-Pei
Wu, Shuzhao
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Fuzhou Univ Int Studies & Trade, Sch Foreign Languages, Fuzhou 350202, Peoples R ChinaFuzhou Univ Int Studies & Trade, Sch Finance & Accounting, Fuzhou 350202, Peoples R China
Wu, Shuzhao
Liu, Yuxiang
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Fuzhou Univ, Coll Phys & Informat Engn, Fuzhou 350007, Peoples R ChinaFuzhou Univ Int Studies & Trade, Sch Finance & Accounting, Fuzhou 350202, Peoples R China
Liu, Yuxiang
Liu, Xianchang
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Fujian Normal Univ, Sch Econ, Fuzhou 350007, Peoples R ChinaFuzhou Univ Int Studies & Trade, Sch Finance & Accounting, Fuzhou 350202, Peoples R China