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Green Versus Non-green Banks: A Differences-In-Differences CAMEL-Based Approach

In: Operational Research Methods in Business, Finance and Economics

Author

Listed:
  • Ioannis Malandrakis

    (Athens University of Economics and Business)

  • Konstantinos Drakos

    (Athens University of Economics and Business)

Abstract

We employ a panel data set of 165 banks (global and non-global) from thirty-eight countries around the world covering the time period 1999–2015, and we examine whether there are any discernible performance differences between green and non-green banks using panel data techniques (the random effects and the multilevel model). The variables of interest are fundamental CAMEL factors. Moreover, we adopt the Differences-In-Differences approach to examine whether green (“treatment” group) and non-green (“control” group) banks exhibit differential behavior, and we use the outbreak of the financial crisis (2008) as the time of intervention. We find that both green and non-green banks are affected by nearly the same bank-specific factors, and that they do not exhibit heterogeneous behavior with respect to several fundamental aspects. Our results show that green banks perform better than their non-green counterparts only in terms of Total Capital ratio and Tier 1 Capital ratio during and after the financial crisis. As for the rest of the CAMEL factors, it seems that both groups exhibit the same behavior, especially in the post-crisis period. Furthermore, it seems that neither country nor region has any significant effect on CAMEL variables values (it is rather a matter of bank characteristics, either green or non-green). We also find that the financial crisis had (a) a positive effect on capital adequacy (excluding leverage ratio, which seems to have remained unaffected), on asset quality (excluding NPLs ratio) and management quality; (b) a negative effect on earnings ability; and (c) a negative impact on liquidity, for both bank types.

Suggested Citation

  • Ioannis Malandrakis & Konstantinos Drakos, 2023. "Green Versus Non-green Banks: A Differences-In-Differences CAMEL-Based Approach," Lecture Notes in Operations Research, in: Constantin Zopounidis & Angeliki Liadaki & Marianna Eskantar (ed.), Operational Research Methods in Business, Finance and Economics, pages 37-80, Springer.
  • Handle: RePEc:spr:lnopch:978-3-031-31241-0_3
    DOI: 10.1007/978-3-031-31241-0_3
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    More about this item

    Keywords

    CAMEL factors; Financial crisis; Green banking; Panel data models; Sustainable finance;
    All these keywords.

    JEL classification:

    • C32 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes; State Space Models
    • C33 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Models with Panel Data; Spatio-temporal Models
    • G01 - Financial Economics - - General - - - Financial Crises
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • G29 - Financial Economics - - Financial Institutions and Services - - - Other
    • Q56 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Environment and Development; Environment and Trade; Sustainability; Environmental Accounts and Accounting; Environmental Equity; Population Growth

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