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Can Lending Hierarchies Balance Bias? The Role of Personal Environmental Values in Credit to Green Firms

Journal of Financial and Quantitative Analysis 2026 open access
How do bankers treat green firms? Using unique loan application and banker preference data from a mid-sized bank, we find that customer managers, serving as front-line bankers, give more favorable recommendations to green firms, especially when they hold green values themselves. However, a minority of environmentally skeptical loan officers, aware through internal training that customer managers generally have greener preferences, counter this by downgrading positive evaluations of green firms. Despite not knowing the customer manager’s identity, these officers use their discretion to mitigate what they perceive as green biases, demonstrating the significant moderating role of superiors within the bank’s hierarchy.

Cultivating Self-Control in FinTech: Evidence from a Field Experiment on Online Consumer Borrowing

Journal of Financial and Quantitative Analysis 2022 57(6), 2208-2250
We report the results of a longitudinal intervention with students across 5 universities in China designed to reduce online consumer debt. We allocate participants to either a financial literacy treatment group, a self-control treatment group, or a zero-touch control group. Our self-control training intervention features detailed tracking of spending and borrowing, budgeting, and introspection about consumption choices. This intervention reduces online borrowing and delinquency charges, mainly driven by a reduction in entertainment-related spending and borrowing. In contrast, financial literacy interventions improve test scores but only marginally affect borrowing. Our results suggest that cultivating self-regulation and budgeting skills can improve borrowing behavior on e-commerce platforms.