{"title":"Sectoral exposure and its impact on bank risk: Evidence from India","authors":"Mohammad Zeeshan , Manish K. Singh","doi":"10.1016/j.econmod.2025.107228","DOIUrl":null,"url":null,"abstract":"<div><div>This study investigates how banks’ sectoral loan exposures affect their risk profiles. We introduce two market-derived measures: <em>Aggregate diversification</em>, which gauges vulnerability to sector-specific shocks, and <em>Differential specialization</em>, indicating how much a bank’s sectoral focus diverges from industry average. Analyzing data from 2006 to 2022 for Indian commercial banks, we find that greater aggregate diversification significantly reduces bank risk, while higher differential specialization increases it. Specifically, a one standard deviation increase in <em>Aggregate diversification</em> improves bank stability by 3.4%, whereas a comparable increase in <em>Differential specialization</em> reduces stability by 7.2%. The stabilizing effect of diversification stems from reduced stock volatility, lower financing costs, and enhanced market valuations. Specialization conversely correlates with higher non-performing loans and diminished shareholder value. These results emphasize the importance of employing high-frequency return data to measure risk and underscore the sectoral context and institutional capacity in shaping the risk-return trade-offs between diversification and specialization.</div></div>","PeriodicalId":48419,"journal":{"name":"Economic Modelling","volume":"151 ","pages":"Article 107228"},"PeriodicalIF":4.7000,"publicationDate":"2025-07-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Economic Modelling","FirstCategoryId":"96","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0264999325002238","RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ECONOMICS","Score":null,"Total":0}
引用次数: 0
Abstract
This study investigates how banks’ sectoral loan exposures affect their risk profiles. We introduce two market-derived measures: Aggregate diversification, which gauges vulnerability to sector-specific shocks, and Differential specialization, indicating how much a bank’s sectoral focus diverges from industry average. Analyzing data from 2006 to 2022 for Indian commercial banks, we find that greater aggregate diversification significantly reduces bank risk, while higher differential specialization increases it. Specifically, a one standard deviation increase in Aggregate diversification improves bank stability by 3.4%, whereas a comparable increase in Differential specialization reduces stability by 7.2%. The stabilizing effect of diversification stems from reduced stock volatility, lower financing costs, and enhanced market valuations. Specialization conversely correlates with higher non-performing loans and diminished shareholder value. These results emphasize the importance of employing high-frequency return data to measure risk and underscore the sectoral context and institutional capacity in shaping the risk-return trade-offs between diversification and specialization.
期刊介绍:
Economic Modelling fills a major gap in the economics literature, providing a single source of both theoretical and applied papers on economic modelling. The journal prime objective is to provide an international review of the state-of-the-art in economic modelling. Economic Modelling publishes the complete versions of many large-scale models of industrially advanced economies which have been developed for policy analysis. Examples are the Bank of England Model and the US Federal Reserve Board Model which had hitherto been unpublished. As individual models are revised and updated, the journal publishes subsequent papers dealing with these revisions, so keeping its readers as up to date as possible.