Personality traits and online credit decisions: evidence from mobile phone data

This study explores the impact of personality traits on credit decisions in the context of online lending, utilizing mobile data to construct indicators of conscientiousness and neuroticism. We find that highly conscientious individuals have a lower probability of borrowing and defaulting, while those with high neuroticism are more likely to borrow and face higher default risk. Specifically, neuroticism plays a crucial role in impulsive borrowing, whereas conscientiousness significantly reduces the likelihood of default through diligent repayment willingness. This paper also reveals the moderating effects of self-control, family support, consumption amount, and loan amount on the influence of personality traits in credit decision-making. These findings highlight the psychological mechanisms of personality traits in credit decisions and provide practical implications for financial institutions to improve risk management and decision-making processes.

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Publication Details

Journal
Financial Innovation
Published
2026-03-31
DOI
https://doi.org/10.1186/s40854-026-00920-1
Primary Topic
Financial Literacy, Pension, Retirement Analysis
Type
article
Field-Weighted Citation Impact
0.00

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article

Personality traits and online credit decisions: evidence from mobile phone data

Yunpeng Zhang, Fan Wang, Lijian Wei
Financial Innovation
Financial Literacy, Pension, Retirement Analysis
article

Personality traits and online credit decisions: evidence from mobile phone data

Yunpeng Zhang, Fan Wang, Lijian Wei
article en

Abstract

This study explores the impact of personality traits on credit decisions in the context of online lending, utilizing mobile data to construct indicators of conscientiousness and neuroticism. We find that highly conscientious individuals have a lower probability of borrowing and defaulting, while those with high neuroticism are more likely to borrow and face higher default risk. Specifically, neuroticism plays a crucial role in impulsive borrowing, whereas conscientiousness significantly reduces the likelihood of default through diligent repayment willingness. This paper also reveals the moderating effects of self-control, family support, consumption amount, and loan amount on the influence of personality traits in credit decision-making. These findings highlight the psychological mechanisms of personality traits in credit decisions and provide practical implications for financial institutions to improve risk management and decision-making processes.

Financial InnovationVol. 12(1)
Sun Yat-sen University (CN)
National Natural Science Foundation of China, Sun Yat-sen University, Central University of Finance and Economics, Natural Science Foundation of Guangdong Province, Tianjin University
Gender equality
Openalex Percentile: Top 36%
Financial Literacy, Pension, Retirement Analysis
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Personality traits and online credit decisions: evidence from mobile phone data — Yunpeng Zhang, Fan Wang, et al. · Financial Innovation (2026) | TGRS Research Map | TGRS