By: |
Miguel Sarmiento (Banco de la República, Colombia and Tilburg University);
Jorge E. Galán (Banco de España) |
Abstract: |
This paper presents a stochastic frontier model with random inefficiency
parameters which captures the influence of risk-taking on bank efficiency and
distinguishes the effects among banks with different characteristics. The
model is fitted to a 10-year sample of Colombian banks. Cost and profit
efficiency are found to be over and underestimated, respectively, when risk
measures are omitted or are not accurately modelled. Moreover, the magnitudes
at which similar levels of risk affect bank efficiency vary with size and
affiliation. In particular, domestic and small Colombian banks benefit more
from being highly capitalised, while large and foreign banks benefit from
higher exposure to credit and market risk. Holding more liquid assets is found
to affect efficiency only at domestic banks. Lastly, we identify some channels
that can explain these differences and provide insights for prudential
regulation. |
Keywords: |
bank efficiency, Bayesian inference, heterogeneity, random parameters, risktaking, stochastic frontier models |
JEL: |
C11 C23 C51 D24 G21 G32 |
Date: |
2015–12 |
URL: |
http://d.repec.org/n?u=RePEc:bde:wpaper:1537&r=ifn |