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Which Financial Inclusion Indicators and Dimensions Matter for Income Inequality? A Bayesian Model Averaging Approach

Author

Listed:
  • Rogelio Mercado Jr.
  • Victor Pontines

Abstract

This paper employs Bayesian model averaging (BMA) and uses posterior inclusion probability (PIP) values to evaluate which financial inclusion indicators, dimensions, and other determinants of income inequality should be considered in an empirical specification assessing the relationship between financial inclusion and income inequality, given model uncertainty. The results show that for the low-income country group, financial access and usage indicators and dimensions are the most relevant indicators. Unfortunately, nowhere in our baseline results and in almost all our sensitivity tests do we find PIP values higher than our set threshold value for any of our financial depth indicators and dimension. These results suggest that theoretical models linking financial inclusion and income inequality could well focus on the role of financial access and usage by providing theoretical foundations on the mechanics as to how these two dimensions of financial inclusion impact income inequality.

Suggested Citation

  • Rogelio Mercado Jr. & Victor Pontines, 2022. "Which Financial Inclusion Indicators and Dimensions Matter for Income Inequality? A Bayesian Model Averaging Approach," CAMA Working Papers 2022-67, Centre for Applied Macroeconomic Analysis, Crawford School of Public Policy, The Australian National University.
  • Handle: RePEc:een:camaaa:2022-67
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    References listed on IDEAS

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    1. Ratna Sahay & Martin Cihak & Papa M N'Diaye & Adolfo Barajas & Srobona Mitra & Annette J Kyobe & Yen N Mooi & Seyed Reza Yousefi, 2015. "Financial Inclusion; Can it Meet Multiple Macroeconomic Goals?," IMF Staff Discussion Notes 15/17, International Monetary Fund.
    2. Cyn-Young Park & Rogelio Mercado, 2018. "Financial Inclusion, Poverty, And Income Inequality," The Singapore Economic Review (SER), World Scientific Publishing Co. Pte. Ltd., vol. 63(01), pages 185-206, March.
    3. Oded Galor & Joseph Zeira, 1993. "Income Distribution and Macroeconomics," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 60(1), pages 35-52.
    4. David Martínez Turégano & Alicia García Herrero, 2018. "Financial Inclusion, Rather Than Size, Is The Key To Tackling Income Inequality," The Singapore Economic Review (SER), World Scientific Publishing Co. Pte. Ltd., vol. 63(01), pages 167-184, March.
    5. Mr. Martin Cihak & Ms. Ratna Sahay, 2020. "Finance and Inequality," IMF Staff Discussion Notes 2020/001, International Monetary Fund.
    6. Ms. Ratna Sahay & Mr. Martin Cihak & Mr. Papa M N'Diaye & Mr. Adolfo Barajas & Ms. Srobona Mitra & Ms. Annette J Kyobe & Yen N Mooi & Mr. Seyed Reza Yousefi, 2015. "Financial Inclusion: Can it Meet Multiple Macroeconomic Goals?," IMF Staff Discussion Notes 2015/017, International Monetary Fund.
    7. Martin Feldkircher & Stefan Zeugner, 2009. "Benchmark Priors Revisited: On Adaptive Shrinkage and the Supermodel Effect in Bayesian Model Averaging," IMF Working Papers 2009/202, International Monetary Fund.
    8. Davide Furceri & Jonathan D Ostry, 2019. "Robust determinants of income inequality," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 35(3), pages 490-517.
    9. Honohan, Patrick, 2008. "Cross-country variation in household access to financial services," Journal of Banking & Finance, Elsevier, vol. 32(11), pages 2493-2500, November.
    10. Liang, Feng & Paulo, Rui & Molina, German & Clyde, Merlise A. & Berger, Jim O., 2008. "Mixtures of g Priors for Bayesian Variable Selection," Journal of the American Statistical Association, American Statistical Association, vol. 103, pages 410-423, March.
    11. Noelia Cámara & David Tuesta, 2018. "Measuring financial inclusion: a multidimensional index," IFC Bulletins chapters, in: Bank for International Settlements (ed.), The role of data in supporting financial inclusion policy, volume 47, Bank for International Settlements.
    12. Enrique Moral-Benito, 2015. "Model Averaging In Economics: An Overview," Journal of Economic Surveys, Wiley Blackwell, vol. 29(1), pages 46-75, February.
    13. Mr. Adolfo Barajas & Thorsten Beck & Ms. Era Dabla-Norris & Mr. Seyed Reza Yousefi, 2013. "Too Cold, Too Hot, or Just Right? Assessing Financial Sector Development Across the Globe," IMF Working Papers 2013/081, International Monetary Fund.
    14. Martin Cihak & Ratna Sahay, 2020. "Finance and Inequality," IMF Staff Discussion Notes 20/01, International Monetary Fund.
    15. Paweenawat, Sasiwimon Warunsiri & McNown, Robert, 2014. "The determinants of income inequality in Thailand: A synthetic cohort analysis," Journal of Asian Economics, Elsevier, vol. 31, pages 10-21.
    16. Dabla-Norris, Era & Ji, Yan & Townsend, Robert M. & Filiz Unsal, D., 2021. "Distinguishing constraints on financial inclusion and their impact on GDP, TFP, and the distribution of income," Journal of Monetary Economics, Elsevier, vol. 117(C), pages 1-18.
    17. Goksu Aslan & Ms. Corinne C Delechat & Ms. Monique Newiak & Mr. Fan Yang, 2017. "Inequality in Financial Inclusion and Income Inequality," IMF Working Papers 2017/236, International Monetary Fund.
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    JEL classification:

    • C11 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Bayesian Analysis: General
    • C52 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Evaluation, Validation, and Selection
    • O15 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Economic Development: Human Resources; Human Development; Income Distribution; Migration
    • O16 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Financial Markets; Saving and Capital Investment; Corporate Finance and Governance

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