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Lending pro-cyclicality and macroprudential policy: Evidence from Japanese LTV ratios

Journal of Financial Stability 2021 53, 100819 open access
Using unique micro data compiled from the real estate registry in Japan, we examine more than 400,000 loan-to-value (LTV) business loan ratios to draw implications for caps on LTV ratios as a macroprudential policy measure. We find that the LTV ratio exhibits counter-cyclicality, behavior that would have severely impeded the efficacy of a simple LTV cap had it been imposed. We also find that borrowers obtaining high-LTV loans are more risky but grew faster than those with lower LTV loans, which implies that a simple fixed cap on LTV ratios might inhibit growing (albeit risky) firms from borrowing.