Topic: The
Equilibrium Effects of Asymmetric Information: Evidence from Consumer Credit
Markets
Speaker: Andres Liberman, Assistant
Professor of Finance, Stern School of Business, New York University
Date: November 8th (Wednesday)
Time: 10:00-11:30am
Location: Building
4, Room 101
Language: English
Abstract:
We combine machine learning techniques
with a large-scale policy change to study the equilibrium effects of
information asymmetries in credit markets. In 2012, Chilean credit bureaus were
forced to stop reporting past defaults for 2.8 million individuals with
relatively low default amounts. These individuals made up 21% of the country’s
adult population and approximately 67% of borrowers in default. Using panel
data of the universe of bank borrowers in Chile and access to the deleted
registry information, we measure exposure to the deletion policy by
constructing cost predictions with and without the deleted data. We then
estimate the effects of exposure to changes in predicted costs using a
difference-in-differences design that compares changes in borrowing over time
for borrowers at different points in the exposure distribution. We find that
deletion reduces predicted costs the most for poorer defaulters with limited
borrowing histories, and raises predicted costs the most for non-defaulters
with similar backgrounds. Borrowing is negatively and monotonically related to
increases in predicted costs, with an elasticity of -0.16. Losers from the
policy outnumber winners, and in aggregate, the effect of deletion was a
sustained reduction in borrowing by 9% relative to baseline. We use our
procedure to simulate the effects of counterfactual deletion policies such as
the elimination of data on gender or additional default records, and show that
both types of deletion reduce overall borrowing with largest drops for lower-income
individuals and women.
About the speaker:
Andres
Liberman joined New York University Stern School of Business as an Assistant
Professor of Finance in June 2013. Professor Liberman's research focuses on
financial intermediation, household finance and corporate finance. His recent
work studies the value that individuals assign to a good credit reputation and
the effects that the manipulation of credit scores may have on credit markets. Professor
Liberman received a B.A. in Industrial Engineering from Universidad de Chile
and an M.Phil. and Ph.D., both in Finance, from Columbia University.