Optimizing earning quality in bank finance: a theoretical model and empirical investigation in India

Agency theory highlights that debt serves as a tool to monitor managerial behaviour of the borrowing firms. We argue that in a privately negotiated banking system, the monitoring should encompass the earning quality of the firms. Accordingly, the paper develops a theoretical model that shows an inve...

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Main Authors: Ketan Mulchandani, Santanu K. Ganguli, Kalyani Mulchandani
Format: Article
Language:English
Published: Taylor & Francis Group 2025-12-01
Series:Cogent Economics & Finance
Subjects:
Online Access:https://www.tandfonline.com/doi/10.1080/23322039.2025.2455386
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author Ketan Mulchandani
Santanu K. Ganguli
Kalyani Mulchandani
author_facet Ketan Mulchandani
Santanu K. Ganguli
Kalyani Mulchandani
author_sort Ketan Mulchandani
collection DOAJ
description Agency theory highlights that debt serves as a tool to monitor managerial behaviour of the borrowing firms. We argue that in a privately negotiated banking system, the monitoring should encompass the earning quality of the firms. Accordingly, the paper develops a theoretical model that shows an inverted U-shaped relationship between earning quality and bank finance, implying an ‘optimum earning quality’ that maximises the benefit of the monitoring role of bank finance. The empirical results based on a sample of 1511 firm-years support the model and imply that the bankers’ monitoring must be adequate to encompass earning quality to generate benefit to cover cost of the latter at higher level of debt. Shortcoming of supervision means earning quality being compromised that leads to higher credit risk for the bankers. The bankers seem to rely more on collaterals over earning quality for credit risk mitigation. This finding aligns with the objective of the study which highlights a need for incorporating more robust mechanisms to evaluate earning quality of the borrowers. Therefore, the bankers’ monitoring must cover quality of earning of the borrowers more rigorously at higher level of debt.
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institution Kabale University
issn 2332-2039
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publisher Taylor & Francis Group
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spelling doaj-art-c2fa7089c07d4286b2849dbd270420d22025-01-25T06:36:57ZengTaylor & Francis GroupCogent Economics & Finance2332-20392025-12-0113110.1080/23322039.2025.2455386Optimizing earning quality in bank finance: a theoretical model and empirical investigation in IndiaKetan Mulchandani0Santanu K. Ganguli1Kalyani Mulchandani2KJ Somaiya Institute of Management, Somaiya Vidyavihar University, Mumbai, IndiaJaipuria Institute of Management, Noida, IndiaDepartment of Technology Management, Mukesh Patel School of Technology Management and Engineering, Narsee Monjee Institute of Management Studies (NMIMS) University, Deemed to be University, Mumbai, IndiaAgency theory highlights that debt serves as a tool to monitor managerial behaviour of the borrowing firms. We argue that in a privately negotiated banking system, the monitoring should encompass the earning quality of the firms. Accordingly, the paper develops a theoretical model that shows an inverted U-shaped relationship between earning quality and bank finance, implying an ‘optimum earning quality’ that maximises the benefit of the monitoring role of bank finance. The empirical results based on a sample of 1511 firm-years support the model and imply that the bankers’ monitoring must be adequate to encompass earning quality to generate benefit to cover cost of the latter at higher level of debt. Shortcoming of supervision means earning quality being compromised that leads to higher credit risk for the bankers. The bankers seem to rely more on collaterals over earning quality for credit risk mitigation. This finding aligns with the objective of the study which highlights a need for incorporating more robust mechanisms to evaluate earning quality of the borrowers. Therefore, the bankers’ monitoring must cover quality of earning of the borrowers more rigorously at higher level of debt.https://www.tandfonline.com/doi/10.1080/23322039.2025.2455386Agency costearnings qualitybank financebank monitoringearnings quality optimizationEconomics
spellingShingle Ketan Mulchandani
Santanu K. Ganguli
Kalyani Mulchandani
Optimizing earning quality in bank finance: a theoretical model and empirical investigation in India
Cogent Economics & Finance
Agency cost
earnings quality
bank finance
bank monitoring
earnings quality optimization
Economics
title Optimizing earning quality in bank finance: a theoretical model and empirical investigation in India
title_full Optimizing earning quality in bank finance: a theoretical model and empirical investigation in India
title_fullStr Optimizing earning quality in bank finance: a theoretical model and empirical investigation in India
title_full_unstemmed Optimizing earning quality in bank finance: a theoretical model and empirical investigation in India
title_short Optimizing earning quality in bank finance: a theoretical model and empirical investigation in India
title_sort optimizing earning quality in bank finance a theoretical model and empirical investigation in india
topic Agency cost
earnings quality
bank finance
bank monitoring
earnings quality optimization
Economics
url https://www.tandfonline.com/doi/10.1080/23322039.2025.2455386
work_keys_str_mv AT ketanmulchandani optimizingearningqualityinbankfinanceatheoreticalmodelandempiricalinvestigationinindia
AT santanukganguli optimizingearningqualityinbankfinanceatheoreticalmodelandempiricalinvestigationinindia
AT kalyanimulchandani optimizingearningqualityinbankfinanceatheoreticalmodelandempiricalinvestigationinindia