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Does income inequality respond asymmetrically to financial development? Evidence from India using asymmetric cointegration and causality tests

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  • Khanday, Ishfaq Nazir
  • Tarique, Md.

Abstract

Using NARDL model and Hatemi-j-asymmetric causality test, this work scrutinizes the asymmetric interactions between income inequality and financial development in India. The empirical findings support the existence of asymmetric structures in the finance-inequality nexus. It is found that negative shocks in financial development ameliorate income inequality while as, positive shocks in financial development exacerbate income inequality in an asymmetric manner. Wald's test and asymmetric cumulative dynamic multipliers used in the study also lend credence to the presence of asymmetric structures in the finance-inequality relationship demonstrating the robustness of our estimates. Furthermore, asymmetric causality tests reveal a unidirectional asymmetric causality between positive shocks in financial development and income inequality. The study divulges need to account for asymmetry in finance–inequality which previous studies neglected. National strategies for financial education, financial inclusion for unbanked segments of the population by expanding financial services network to hitherto unbanked areas, tailoring of financial products and services as per the specific needs of people, reducing interest rates on loans to businesses that qualify as small and medium enterprises must be among the top priorities of policy makers.

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  • Khanday, Ishfaq Nazir & Tarique, Md., 2023. "Does income inequality respond asymmetrically to financial development? Evidence from India using asymmetric cointegration and causality tests," The Journal of Economic Asymmetries, Elsevier, vol. 28(C).
  • Handle: RePEc:eee:joecas:v:28:y:2023:i:c:s1703494923000531
    DOI: 10.1016/j.jeca.2023.e00341
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    1. Thomas Piketty & Li Yang, 2022. "Income and Wealth Inequality in Hong Kong, 1981–2020: The Rise of Pluto-Communism? [Top Wealth Shares in the UK over More than a Century]," The World Bank Economic Review, World Bank, vol. 36(4), pages 803-834.
    2. Alessandra Cepparulo & Juan Carlos Cuestas & Maurizio Intartaglia, 2017. "Financial development, institutions, and poverty alleviation: an empirical analysis," Applied Economics, Taylor & Francis Journals, vol. 49(36), pages 3611-3622, August.
    3. A. Hatemi-J, 2003. "A new method to choose optimal lag order in stable and unstable VAR models," Applied Economics Letters, Taylor & Francis Journals, vol. 10(3), pages 135-137.
    4. Shahbaz, Muhammad & Hoang, Thi Hong Van & Mahalik, Mantu Kumar & Roubaud, David, 2017. "Energy consumption, financial development and economic growth in India: New evidence from a nonlinear and asymmetric analysis," Energy Economics, Elsevier, vol. 63(C), pages 199-212.
    5. Mohsen Bahmani-Oskooee & Ilir Miteza & Altin Tanku, 2020. "Exchange rate changes and money demand in Albania: a nonlinear ARDL analysis," Economic Change and Restructuring, Springer, vol. 53(4), pages 619-633, November.
    6. Kapetanios, George & Shin, Yongcheol & Snell, Andy, 2003. "Testing for a unit root in the nonlinear STAR framework," Journal of Econometrics, Elsevier, vol. 112(2), pages 359-379, February.
    7. Mduduzi Biyase & Carolyn Chisadza, 2023. "Symmetric and asymmetric effects of financial deepening on income inequality in South Africa," Development Southern Africa, Taylor & Francis Journals, vol. 40(5), pages 961-978, September.
    8. La Porta, Rafael & Lopez-de-Silanes, Florencio & Shleifer, Andrei & Vishny, Robert, 1999. "The Quality of Government," The Journal of Law, Economics, and Organization, Oxford University Press, vol. 15(1), pages 222-279, April.
    9. repec:taf:applec:44:y:2012:i:34:p:4527-4538 is not listed on IDEAS
    10. Goñi, Edwin & Humberto López, J. & Servén, Luis, 2011. "Fiscal Redistribution and Income Inequality in Latin America," World Development, Elsevier, vol. 39(9), pages 1558-1569, September.
    11. Kim, Hyoungjong & Rhee, Dong-Eun, 2022. "The effects of asset prices on income inequality: Redistribution policy does matter," Economic Modelling, Elsevier, vol. 113(C).
    12. Banerjee, Abhijit V & Newman, Andrew F, 1993. "Occupational Choice and the Process of Development," Journal of Political Economy, University of Chicago Press, vol. 101(2), pages 274-298, April.
    13. Hatemi-J, Abdulnasser & Mustafa, Alan, 2016. "A MS-Excel Module to Transform an Integrated Variable into Cumulative Partial Sums for Negative and Positive Components with and without Deterministic Trend Parts," MPRA Paper 73813, University Library of Munich, Germany.
    14. M. Hashem Pesaran & Yongcheol Shin & Richard J. Smith, 2001. "Bounds testing approaches to the analysis of level relationships," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 16(3), pages 289-326.
    15. Hartmann, Dominik & Guevara, Miguel R. & Jara-Figueroa, Cristian & Aristarán, Manuel & Hidalgo, César A., 2017. "Linking Economic Complexity, Institutions, and Income Inequality," World Development, Elsevier, vol. 93(C), pages 75-93.
    16. Clarke, George & Xu, Lixin Colin & Zou, Heng-fu, 2003. "Finance and income inequality : test of alternative theories," Policy Research Working Paper Series 2984, The World Bank.
    17. Michael Kumhof & Romain Rancière & Pablo Winant, 2015. "Inequality, Leverage, and Crises," American Economic Review, American Economic Association, vol. 105(3), pages 1217-1245, March.
    18. 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.
    19. Sima Siami-Namini, 2019. "Agriculture and Non-Agriculture Growth, Inflation and Income Inequality in Developed and Developing Countries," International Journal of Economics and Finance, Canadian Center of Science and Education, vol. 11(11), pages 43-51, November.
    20. Madhu Sehrawat & A K Giri, 2015. "Financial development and income inequality in India: an application of ARDL approach," International Journal of Social Economics, Emerald Group Publishing Limited, vol. 42(1), pages 64-81, January.
    21. Abdulnasser Hatemi-J, 2012. "Asymmetric causality tests with an application," Empirical Economics, Springer, vol. 43(1), pages 447-456, August.
    22. Javed Ahmad Bhat & Naresh Kumar Sharma, 2018. "The twin-deficit hypothesis: revisiting Indian economy in a nonlinear framework," Journal of Financial Economic Policy, Emerald Group Publishing Limited, vol. 10(3), pages 386-405, June.
    23. Hossein Jalilian & Colin Kirkpatrick, 2005. "Does Financial Development Contribute to Poverty Reduction?," Journal of Development Studies, Taylor & Francis Journals, vol. 41(4), pages 636-656.
    24. Li, Hongyi & Squire, Lyn & Zou, Heng-fu, 1998. "Explaining International and Intertemporal Variations in Income Inequality," Economic Journal, Royal Economic Society, vol. 108(446), pages 26-43, January.
    25. Mohammad Asif & Haider Hassan Itoo & Javaid Ahmad Dar, 2022. "On the environmental effects of development and non-development expenditure in India: Evidence from an asymmetric ARDL model," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 31(6), pages 835-859, August.
    26. James B. Ang, 2010. "Finance and Inequality: The Case of India," Southern Economic Journal, John Wiley & Sons, vol. 76(3), pages 738-761, January.
    27. Greenwood, Jeremy & Jovanovic, Boyan, 1990. "Financial Development, Growth, and the Distribution of Income," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 1076-1107, October.
    28. Abdulnasser Hatemi-J & Youssef El-Khatib, 2020. "Has the Causal Nexus of Oil Prices and Consumer Prices Been Asymmetric in the US during the Last Fifteen Decades?," World Scientific Book Chapters, in: Stéphane Goutte & Khaled Guesmi (ed.), Risk Factors and Contagion in Commodity Markets and Stocks Markets, chapter 5, pages 121-131, World Scientific Publishing Co. Pte. Ltd..
    29. Madhu Sehrawat & A. K. Giri, 2018. "The impact of financial development, economic growth, income inequality on poverty: evidence from India," Empirical Economics, Springer, vol. 55(4), pages 1585-1602, December.
    30. Daniel Kahneman & Amos Tversky, 2013. "Prospect Theory: An Analysis of Decision Under Risk," World Scientific Book Chapters, in: Leonard C MacLean & William T Ziemba (ed.), HANDBOOK OF THE FUNDAMENTALS OF FINANCIAL DECISION MAKING Part I, chapter 6, pages 99-127, World Scientific Publishing Co. Pte. Ltd..
    31. Cabral, René & García-Díaz, Rocío & Mollick, André Varella, 2016. "Does globalization affect top income inequality?," Journal of Policy Modeling, Elsevier, vol. 38(5), pages 916-940.
    32. Helmut Lütkepohl & Fang Xu, 2012. "The role of the log transformation in forecasting economic variables," Empirical Economics, Springer, vol. 42(3), pages 619-638, June.
    33. Pesaran, H. Hashem & Shin, Yongcheol, 1998. "Generalized impulse response analysis in linear multivariate models," Economics Letters, Elsevier, vol. 58(1), pages 17-29, January.
    34. George R. G. Clarke & Lixin Colin Xu & Heng‐fu Zou, 2006. "Finance and Income Inequality: What Do the Data Tell Us?," Southern Economic Journal, John Wiley & Sons, vol. 72(3), pages 578-596, January.
    35. Nandelenga, Martin Wafula & Oduor, Jacob, 2020. "Asymmetric analysis of finance - Inequality nexus: Evidence from sub-Saharan Africa," The Journal of Economic Asymmetries, Elsevier, vol. 22(C).
    36. Rewilak, Johan, 2013. "Finance is good for the poor but it depends where you live," Journal of Banking & Finance, Elsevier, vol. 37(5), pages 1451-1459.
    37. Sethi, Pradeepta & Bhattacharjee, Sankalpa & Chakrabarti, Debkumar & Tiwari, Chhavi, 2021. "The impact of globalization and financial development on India’s income inequality," Journal of Policy Modeling, Elsevier, vol. 43(3), pages 639-656.
    38. Hrushikesh Mallick & Mantu Kumar Mahalik & Hemachandra Padhan, 2020. "Does globalization exacerbate income inequality in two largest emerging economies? The role of FDI and remittances inflows," International Review of Economics, Springer;Happiness Economics and Interpersonal Relations (HEIRS), vol. 67(4), pages 443-480, December.
    39. Foellmi, Reto & Oechslin, Manuel, 2010. "Market imperfections, wealth inequality, and the distribution of trade gains," Journal of International Economics, Elsevier, vol. 81(1), pages 15-25, May.
    40. Biplab Kumar Guru & Inder Sekhar Yadav, 2019. "Financial development and economic growth: panel evidence from BRICS," Journal of Economics, Finance and Administrative Science, Emerald Group Publishing Limited, vol. 24(47), pages 113-126, February.
    41. Muhammad Shahbaz & Naceur Khraief & Robert L. Czudaj, 2020. "Renewable energy consumption-economic growth nexus in G7 countries: New evidence from a nonlinear ARDL approach," Economics Bulletin, AccessEcon, vol. 40(4), pages 2828-2843.
    42. Montek S. Ahluwalia, 2002. "Economic Reforms in India Since 1991: Has Gradualism Worked?," Journal of Economic Perspectives, American Economic Association, vol. 16(3), pages 67-88, Summer.
    43. Ikizlerli, Deniz & Holmes, Phil & Anderson, Keith, 2019. "The response of different investor types to macroeconomic news," Journal of Multinational Financial Management, Elsevier, vol. 50(C), pages 13-28.
    44. Vanessa S. Tchamyou, 2019. "The Role of Information Sharing in Modulating the Effect of Financial Access on Inequality," Journal of African Business, Taylor & Francis Journals, vol. 20(3), pages 317-338, July.
    45. Ismail, Yusra & Masih, Mansur, 2019. "Is the relationship between inflation and financial development symmetric or asymmetric? new evidence from Sudan based on NARDL," MPRA Paper 94694, University Library of Munich, Germany.
    46. He, Zhifang, 2020. "Dynamic impacts of crude oil price on Chinese investor sentiment: Nonlinear causality and time-varying effect," International Review of Economics & Finance, Elsevier, vol. 66(C), pages 131-153.
    47. Anindya Banerjee & Juan Dolado & Ricardo Mestre, 1998. "Error‐correction Mechanism Tests for Cointegration in a Single‐equation Framework," Journal of Time Series Analysis, Wiley Blackwell, vol. 19(3), pages 267-283, May.
    48. Rashmi Umesh Arora, 2012. "Finance and inequality: a study of Indian states," Applied Economics, Taylor & Francis Journals, vol. 44(34), pages 4527-4538, December.
    49. Cihak, Martin & Demirguc-Kunt, Asli & Feyen, Erik & Levine, Ross, 2013. "Financial Development in 205 Economies, 1960 to 2010," Journal of Financial Perspectives, EY Global FS Institute, vol. 1(2), pages 17-36.
    50. Salvatore Capasso, 2004. "Financial Markets, Development and Economic Growth: Tales of Informational Asymmetries," Journal of Economic Surveys, Wiley Blackwell, vol. 18(3), pages 267-292, July.
    51. Costas Siriopoulos & Maria Skaperda, 2020. "Investing in mutual funds: are you paying for performance or for the ties of the manager?," Bulletin of Applied Economics, Risk Market Journals, vol. 7(2), pages 153-164.
    52. Chee-Hong Law & Siew-Voon Soon, 2020. "The impact of inflation on income inequality: the role of institutional quality," Applied Economics Letters, Taylor & Francis Journals, vol. 27(21), pages 1735-1738, December.
    53. Andrew Berg & Jonathan D. Ostry & Charalambos G. Tsangarides & Yorbol Yakhshilikov, 2018. "Redistribution, inequality, and growth: new evidence," Journal of Economic Growth, Springer, vol. 23(3), pages 259-305, September.
    54. Hao Chen & Duncan O. Hongo & Max William Ssali & Maurice Simiyu Nyaranga & Consolata Wairimu Nderitu, 2020. "The Asymmetric Influence of Financial Development on Economic Growth in Kenya: Evidence From NARDL," SAGE Open, , vol. 10(1), pages 21582440198, February.
    55. Brooks, Chris & Heravi, Saeed M, 1999. "The Effect of (Mis-Specified) GARCH Filters on the Finite Sample Distribution of the BDS Test," Computational Economics, Springer;Society for Computational Economics, vol. 13(2), pages 147-162, April.
    56. Shadman Zafar & Md. Tarique, 2023. "Efficacy of public spending for agricultural development in India: a disaggregate analysis contextualizing subsidies vs investment debate," International Journal of Social Economics, Emerald Group Publishing Limited, vol. 50(7), pages 925-940, February.
    57. Siong Hook Law & Hui Boon Tan, 2009. "The Role Of Financial Development On Income Inequality In Malaysia," Journal of Economic Development, Chung-Ang Unviersity, Department of Economics, vol. 34(2), pages 153-168, December.
    58. Leland, Hayne E & Pyle, David H, 1977. "Informational Asymmetries, Financial Structure, and Financial Intermediation," Journal of Finance, American Finance Association, vol. 32(2), pages 371-387, May.
    59. Chien‐Chiang Lee & Chi‐Chuan Lee & Chih‐Yang Cheng, 2022. "The impact of FDI on income inequality: Evidence from the perspective of financial development," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 27(1), pages 137-157, January.
    60. Clement Olalekan Olaniyi & James Temitope Dada & Nicholas Mbaya Odhiambo & Xuan Vinh Vo, 2023. "Modelling asymmetric structure in the finance-poverty nexus: empirical insights from an emerging market economy," Quality & Quantity: International Journal of Methodology, Springer, vol. 57(1), pages 453-487, February.
    61. Wahid, Abu N.M. & Shahbaz, Muhammad & Shah, Mehmood & Salahuddin, Mohammad, 2012. "Does Financial Sector Development Increase Income Inequality? Some Econometric Evidence from Bangladesh," Indian Economic Review, Department of Economics, Delhi School of Economics, vol. 47(1), pages 89-107.
    62. Jagdish Bhagwati, 2002. "Trade and Poverty in the Poor Countries," American Economic Review, American Economic Association, vol. 92(2), pages 180-183, May.
    63. Thorsten Beck & Asli Demirgüç-Kunt & Ross Levine, 2007. "Finance, inequality and the poor," Journal of Economic Growth, Springer, vol. 12(1), pages 27-49, March.
    64. Francisco J. Oliver-Márquez & Almudena Guarnido-Rueda & Ignacio Amate-Fortes, 2021. "Measuring financial knowledge: a macroeconomic perspective," International Economics and Economic Policy, Springer, vol. 18(1), pages 177-222, February.
    65. Sima Siami-Namini, 2019. "Agriculture and Non-Agriculture Growth, Inflation and Income Inequality in Developed and Developing Countries," International Journal of Economics and Finance, Canadian Center of Science and Education, vol. 11(11), pages 1-43, November.
    66. Barro, Robert J, 2000. "Inequality and Growth in a Panel of Countries," Journal of Economic Growth, Springer, vol. 5(1), pages 5-32, March.
    67. Bumann, Silke & Lensink, Robert, 2016. "Capital account liberalization and income inequality," Journal of International Money and Finance, Elsevier, vol. 61(C), pages 143-162.
    68. Jesús Otero & Jeremy Smith, 2017. "Response surface models for OLS and GLS detrending-based unit-root tests in nonlinear ESTAR models," Stata Journal, StataCorp LP, vol. 17(3), pages 704-722, September.
    69. Yener Altunbaş & John Thornton, 2022. "Does inflation targeting increase income inequality?," Journal of Post Keynesian Economics, Taylor & Francis Journals, vol. 45(4), pages 558-580, October.
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