Polarization and the Middle Class in China: a Non-Parametric Evaluation Using CHNS and CHIP Data

Khan, Haider and Schettino, Francesco and Gabriele, Alberto (2017): Polarization and the Middle Class in China: a Non-Parametric Evaluation Using CHNS and CHIP Data.

Abstract

The record economic growth of PRC since the 1990s has been accompanied by an increase in both inequalities and polarization. We employ Relative Distribution tools (Handcock and Morris, 1998) on different datasets in order to provide a different and more detailed point of view of the last decades’s Chinese income distribution. The main result (overall effect), consisting in a hollowing out of the lowest deciles with a corresponding movement to the highest ones, confirms the bulk of the previous studies’ outcomes. Anyway, analyzing the “pure distribution” effect (i.e., depurated by the growth one) a typical polarization profile emerged mainly in the last decade. More in detail, the typical hollowing out of the central deciles of the PRC distribution has been indeed accompanied by “fattening” of both tails of income distribution. That, substantially, can be explained with the fact that the (negative) “pure distributional” effect has been, to some extent, mitigated by the impressive GDP growth. In other words, it hided distributive changes (shape effect) that materially occurred in the 1990s and in the 21st century so far. As growth slows, unless countervailing policies are undertaken, polarization will reveal itself more sharply. Given the existing inequalities, increasing polarization would seem to imply that distributional and related conflicts are likely in PRC.

• Item Type: MPRA Paper
• Language: English
• Keywords: Socialism, Polarization, Middle Class, Inequalities, Distribution
• Subjects: C - Mathematical and Quantitative Methods > C1 - Econometric and Statistical Methods and Methodology: General > C14 - Semiparametric and Nonparametric Methods: General; F - International Economics > F6 - Economic Impacts of Globalization > F63 - Economic Development; F - International Economics > F6 - Economic Impacts of Globalization > F68 - Policy; N - Economic History > N3 - Labor and Consumers, Demography, Education, Health, Welfare, Income, Wealth, Religion, and Philanthropy; N - Economic History > N3 - Labor and Consumers, Demography, Education, Health, Welfare, Income, Wealth, Religion, and Philanthropy > N35 - Asia including Middle East

References

AfDB (2011), “The Middle of the Pyramid: Dynamics of the Middle Class in Africa”, Market Brief, 20 April 2011. Alderson, A. S., & Doran, K. (2011). Global Inequality, Within-Nation Inequality, and the Changing Distribution of Income in Seven Transitional and Middle-Income Societies. In C. Suter (Ed.), Inequality Beyond Globalization: Economic Changes, Social Transformations, and the Dynamics of Inequality (pp. 183–200). New Brunswick, NJ: Transaction Publishers. Alderson, A. S., & Doran, K. (2013). How Has Income Inequality Grown? The Reshaping of the Income Distribution in LIS Countries. In J. C. Gornick & M. Jantti (Eds.), Income Inequality: Economic Disparities and the Middle Class in Affluent Countries (pp. 51–74). Stanford, CA: Stanford University Press. Alderson, A. S., Beckfield, J., & Nielsen, F. (2005). Exactly How Has Income Inequality Changed? Patterns of Distributional Change in Core Societies. International Journal of Comparative Sociology, 46 , 405–423. Alichi A, Katenga K and J Solé (2016), Income Polarization in the United States, IMF Working paper, WP16/121 Anderson, G., Linton, O., & Leo, T. W. (2012). A Polarization-Cohesion Perspective on Cross-Country Convergence. Journal of Economic Growth, 17 , 49–69. Araar, A., & Duclos, J.-Y. (2013). User Manual for Stata Package DASP: Version 2.3 [Computer software manual]. (Available at http://dasp.ecn.ulaval.ca/modules/DASP V2.3/DASP MANUAL V2.3.pdf) Bonnefond C and M Clément (2012) An analysis of income polarisation in rural and urban China, Post Communist Economies 24(1):15-37 · March 2012 Borraz, F., Pampillon, N. G., & Rossi, M. (2011). Polarization and the Middle Class, dECON Working Paper No. 20. Montevideo: Universidad de la Republica. Bourguignon, F. (2003). The Growth Elasticity of Poverty Reduction: Explaining Heterogeneity across Countries and Time Periods. In T. S. Eicher & S. J. Turnovsky (Eds.), Inequality and Growth: Theory and Policy Implications (pp. 3–26). Cambridge, MA: The MIT Press. Bourguignon, F. (2004). The Poverty-Growth-Inequality Triangle, Working Paper No. 125. New Delhi: Indian Council for Research on International Economic Relations. Cai L and Ayc Li (2014) Wage determination and distribution in urban China and Vietnam: A comparative analysis. Journal of Comparative Economics (2014), http://dx.doi.org/10.1016/j.jce.2014.02.004 Chakravarty, S. R. (2009). Inequality, Polarization and Poverty: Advances in Distributional Analysis. New York, NY: Springer-Verlag Inc. Chakravarty, S. R. (2015), Inequality, Polarization and Conflict – An Analytical Study, New York NY, Springer Verlag Chakravarty, S. R., and D’Ambrosio, C. (2010). Polarization Orderings of Income Distributions. Review of Income and Wealth, 56 , 47–64. Chakravarty, S. R., and Majumder, A. (2001). Inequality, Polarization and Welfare: Theory and Applications. Australian Economic Papers, 40 , 1–13. Clementi, F., and Schettino, F. (2015), “Declining inequality in Brazil in the 2000s: what is hidden behind? ”, Journal of International Development, 27, 929-52. Clementi, F., Dabalen, A. L., Molini, V., and Schettino, F. (2015), “When the centre cannot hold: patterns of polarization in Nigeria”, Review of Income and Wealth, DOI: 10.1111/roiw.12212. Conti, P. L., Pittau, M. G and Zelli, R. (2006). Metodi non parametrici nell’analisi della distribuzione del reddito: problemi empirici ed aspetti metodologici. Rivista di Politica Economica, 96 , 195–242. Corral P, Molini V and G Oseni (2015), No Condition is Permanent - Middle Class in Nigeria in the Last Decade, Policy Research Working Paper 7214 WB March 2015 Coser, L. (1977) Masters of Sociological Thought (2nd ed.). New York: Harcourt Brace Jovanovich, Inc. 234-237.p234, in http://www.cardiff.ac.uk/socsi/undergraduate/introsoc/weber11.html Deng Chundong (2017), in Interviews with Chinese Marxists, by F.Maringio’, Marx XXI, Bari Duclos, J.-Y., Esteban, J.-M., & Ray, D. (2004). Polarization: Concepts, Measurement, Estimation. Econometrica, 72 , 1737–1772. Esteban, J.-M., & Ray, D. (1994). On the Measurement of Polarization. Econometrica, 62 , 819–851. Esteban, J.-M., & Ray, D. (1999). Conflict and Distribution. Journal of Economic Theory, 87 , 379–415. Esteban, J.-M., & Ray, D. (2011). Linking Conflict to Inequality and Polarization. The American Economic Review, 101 , 1345–1374. Esteban, J.-M., Gradin, C., & Ray, D. (2007). An Extension of a Measure of Polarization, with an Application to the Income Distribution of Five OECD Countries. Journal of Economic Inequality, 5 , 1–19. Foster JE and MC Wolfson, (1992). Polarization and the Decline of the Middle Class: Canada and the US (OPHI Working Paper No. 31). Oxford: University of Oxford. (Available at http://www.ophi.org.uk/working-paper-number-31/; now in Journal of Economic Inequality, 8, 247–273, 2010) Gochoco-Bautista MS, Bautista CC, Maligalig DS and NR Sotocinal (2013) Income Polarization in Asia, Asian Economic Papers 12:2, The Earth Institute at Columbia University and the Massachusetts Institute of Technology doi:10.1162/ASEP_a_00214 Gradin, C. (2000). Polarization by Sub-Populations in Spain, 1973–91. Review of Income and Wealth, 46 , 457–474. Gustafsson B, Li Shi and H Sato (2013) Data for Studying Earnings, the Distribution of Household Income and Poverty in China, IZA DP No. 8244, June 2014 Handcock, M. S. (2011). Relative Distribution Methods. Los Angeles, CA. Version 1.6. Project home page at http://www.stat.ucla.edu/~handcock/RelDist. Handcock, M. S. and Morris, M. (1998). Relative distribution methods. Sociological Methodology 28: 53-97. Handcock, M. S. and Morris, M. (1999). Relative Distribution Methods in the Social Sciences. New York: Springer-Verlag. Henderson, D. J., Parmeter, C., & Russell, R. R. (2008). Modes, Weighted Modes, and Calibrated Modes: Evidence of Clustering Using Modality Tests. Journal of Applied Econometrics, 23 , 607–638. Hout, M (2008). “How Class Works: Objective and Subjective Aspects of Class Since the 1970s.” Pp. 25–64 in Social Class: How Does It Work, edited by A. Lareau and D. Conley. New York: Russell Sage Foundation Jackman, Mary R. and Robert W. Jackman. 1983. Class Awareness in the United States. Berkeley: University of California Press. James, J. and Khan, Haider A. (1993). “The Employment Effects of Income Redistribution,” World Development (March): 817-28. James, J. and Khan, Haider A. (1997). “Technology Choice and Income Distribution” World Development, (February): 153-165. James, J. and Khan, Haider A. (1998). Technological Systems and Development, London: Macmillan. Jenkins, S. P. (1995). Did the Middle Class Shrink During the 1980s? UK Evidence From Kernel Density Estimates. Economic Letters, 49 , 407–413. Jenkins, S. P. (1996). Recent Trends in the UK Income Distribution: What Happened and Why? Oxford Review of Economic Policy, 12 , 29–46. Kakwani, N. (1993). Poverty and Economic Growth with Application to Cote d’Ivoire. Review of Income and Wealth, 39, 121–139. Kanbur, R and X Zhang (2001). "Fifty Years of Regional Inequality in China: A Journey through Revolution, Reform and Openness," CEPR Discussion Papers 2887, C.E.P.R. Discussion Papers. Kenney JF and Keeping ES (1962) Mathematics of statistics, New York, Van Nostrand, 1954 3rd edition. Khan, H. A. (2017), “Asymmetric Globalization in the 21st Century and Global Economic Justice”, Nagorik (Global Citizen),Vil. 1, No. 2, Washington DC, April Khan, H. A. (2010). “China’s Development Strategy and Energy Security”, in Amelia Santos-Paulino and Guanghua Wan ed. The Rise of China and India: Development Strategies and Lessons, Palgrave/Macmillan Khan, H. A. (2007)" A Theory of Deep Democracy and Economic Justice in the Age of Postmodernism", http://econpapers.repec.org/paper/tkyfseres/2007cf468.htm Khan, H. A. (2006) “Value, Social Capabilities, Alienation: The Right to Revolt”, EconPapers, 2006 Khan, H. A. (1998). Technology, Development and Democracy: Limits to National Innovation Systems in the Age of Postmodernism, Aldershot, U.K.: Edward Elgar. Khan, H. A. (2004a), Innovation and Growth in East Asia: The Future of Miracles, Macmillan Khan, H. A. (2004b), Global Markets and Financial Crisis: Asia’s Mangled Miracle, Macmillan/Palgrave. Khan, H. A. (2003), "Creating Social Capabilities in a POLIS", in Tom Misa et als. Eds. Technology and Modernity, The MIT Press. Khan, H. A. (1996). “Beyond Distributive Justice in the McWorld”, Global Justice, Spring/Summer, pp. 30-40. Khan, H. A. (1999a) “Corporate Governance of Family Businesses in Asia: What’s Right and What’s Wrong?” ADBI paper no. 3, Tokyo, 1999. Khan, H. A. (1999b) “ Corporate Governance in Asia: Which Road to Take?” paper presented at 2nd high Level symposium in ADBI, Tokyo Khan, H. A. (1997a), Technology, Energy and Development: The South Korean Transition, Cheltenham: Edward Elgar Khan, H. A. (1997b), African Debt and Sustainable Development, New York: phelps-Stokes Foundation Khan, H. A. (1985) “Choice of Technology in Energy and Textiles Sectors in South Korea,” in A.S. Bhalla ed. Technology and Employment in Industry, 3rd Edition, in Geneva ILO. Khan, H. A., and Thorbecke, E. (1988), Macroeconomic Effects and Diffusion of Alternative Technologies within a Social Accounting Matrix Framework, Aldershot, U.K.: Gower Publishing. ------------- (1989), “Macroeconomic Effects of Technology Choice: Multiplier and Structural Path Analysis,” Journal of Policy Modeling 11, no. 1: 131-59. Lekhi R (2001), Routledge Encyclopedia of International Political Economy: Entries A-F Vol.1 edited by R. J. Barry Jones 2001 London & New York Li Shi, Chuliang L. and Sicular T (2011) Overview: Income Inequality and Poverty in China, 2002-2007, Centre for Human Capital and Productivity. CHCP Working Papers, 2011-10. London, ON: Department of Economics, University of Western Ontario Marx K (1861), Das Kapital - A Critique of Political Economy, pub. Chicago: Charles H. Kerr and Co., 1906 Marx K and Engels F (1848), The Communist Manifesto, London, 1998, Verso pub. Murakami, Y.(1997). An Anti-Classical Political Economic Analysis: A Vision for the Next Century, trans. Kozo Yamamura, Stanford, Ca.: Stanford University Press. OECD (2011), Latin American Economic Outlook 2011: How Middle Class is Latin America?, OECD Publishing Piketty T., Yang L. and Zucman G. (2017) Capital Accumulation, Private Property and Rising Inequality in China, 1978-2015, April, WID.world WORKING PAPER SERIES N° 2017/6, in http://piketty.pse.ens.fr/files/PYZ2017_WIDWP201706.pdf Pittau, M. G., & Zelli, R. (2001). Income Distribution in Italy: A Nonparametric Analysis. Statistical Methods and Applications, 10 , 175–189. Pittau, M. G., & Zelli, R. (2004). Testing for Changing Shapes of Income Distribution: Italian Evidence in the 1990s From Kernel Density Estimates. Empirical Economics, 29 , 415–430. Pittau, M. G., & Zelli, R. (2006). Trends in Income Distribution in Italy: A Non-Parametric and a Semi-Parametric Analysis. Journal of Income Distribution, 15 , 90–118. Pittau, M. G., Zelli, R., & Johnson, P. A. (2010). Mixture Models, Convergence Clubs and Polarization. Review of Income and Wealth, 56 , 102–122. Rodriguez, J. G., and Salas, R. (2003). Extended Bi-Polarization and Inequality Measures. Research on Economic Inequality, 9 , 69–83. Shorrocks AF (1982) Inequality Decomposition by Factor Components, Econometrica, 50 (1982) Shortell T (2016), Weber's Theory of Social Class, http://www.brooklynsoc.org/courses/43.1/weber.html, 29/11/2016 Silber, J., Hanoka, M., & Deutsch, J. (2007). On the Link Between the Concepts of Kurtosis and Bipolarization. Economics Bulletin, 4 , 1–6. Sosnaud B, Brady D and Frenk S (2013), Class in Name Only: Subjective Class Identity, Objective Class Position, and Vote Choice in American Presidential Elections - Author(s): Benjamin S, David Brady and Steven M. Frenk Source: Social Problems, Vol. 60, No. 1 (February 2013), pp. 81-99 Published by: University of California Press on behalf of the Society for the Study of Social Problems Summers LH, (2014), U.S. Economic Prospects: Secular Stagnation, Hysteresis and the Zero Lower Bound, Business Economics, Vol.49 no.2 Taylor, L. (1990), Socially Relevant Policy Modeling, Cambridge, Ma.: The MIT Press UNDP (2016) China National Human Development Report 2016, UNDP Press Wan, G. and Wang C. (2015) Income polarization in China: Trends and changes, China Economic Review 36 (2015) 58–72 Wan, G. and Wang C. (2015), Income Polarization in the People’s Republic of China: Trends and Changes, ADBI Working Paper Series, No. 538 July 2015 Wang, X. and Woo, W.T. (2011) The Size and Distribution of Hidden Household Income in China, Asian Economic Papers, Winter/Spring 2011, Vol. 10, No. 1, Pages: 1-26 Wolfson, M. C. (1994). When Inequalities Diverge. The American Economic Review, 84, 353–358. Zhou, Y and Song, L (2016) Income inequality in China: causes and policy responses, China Economic Journal, 9:2, 186-208, DOI: 10.1080/17538963.2016.1168203 Zhang, X and Kanbur, R. (2001). What Difference Do Polarisation Measures Make? An Application to China. Journal of Development Studies, 37 , 85–98. Zhuang, J. and Li, S. (2016) Understanding Recent Trends in Income Inequality in the People’s Republic of China, ADB Economics Working Paper Series, no.489, July 2016.