Inequality in South Africa: what does a composite index of well-being reveal?

References

• Accelerated and Shared Growth Initiative (ASGISA). (2006). Media briefing by Deputy President Phumzile Mlambo-Ngcuka. Retrieved from https://www.sahistory.org.za/sites/default/files/asgibackground.pdf
   Google Scholar
• Alaimo, L. S., & Solivetti, L. M. (2019). Territorial determinants of the brexit vote. Social Indicators Research, 144(2), 647-667
   Web of Science ®Google Scholar
• Arellano, M., & Bover, O. (1995). Another look at the instrumental variable estimation of error-components models. Journal of Econometrics, 68, 29–51.
   Web of Science ®Google Scholar
• Asongu, S. (2014). African development: Beyond income convergence. South African Journal of Economics, 82(3), 334–353.
   Web of Science ®Google Scholar
• Barrington-Leigh, C., & Escande, A. (2018). Measuring progress and well-being: A comparative Review of indicators. Social Indicators Research, 135(3), 893–925.
   Web of Science ®Google Scholar
• Becchetti, L., Massari, R., & Naticchioni, P. (2014). The drivers of happiness inequality: Suggestions for promoting social cohesion. Oxford Economic Papers, 66(2), 419–442.
   Web of Science ®Google Scholar
• Beck, W., Van der Maesen, B., & Walker, A. (eds) (1997). The social quality of Europe. The Hague, Netherlands: Kluwer Law International.
   Google Scholar
• Blanchflower, D. G., & Oswald, A. J. (2004). Well-being over time in Britain and the USA. Journal of Public Economics, 88, 1359–1386.
   Web of Science ®Google Scholar
• Bookwalter, J., & Dalenburg, D. (2004). Subjective well-being and household factors in South Africa. Social Indicators Research, 65, 333–353.
   Web of Science ®Google Scholar
• Buch, T., Hamann, S., Niebuhr, A., & Rossen, A. (2014). What makes cities attractive? The Determinants of Urban Labour Migration in Germany. Urban Studies, 51(9), 1960–1978.
   Web of Science ®Google Scholar
• Burger, M. J., Morrison, P. S., Hendriks, M., & Hoogerbrugge, M. M. (2020). Urban-rural happiness differentials across the world. In World Happiness Report 2020, pp. 66–93, United Nations.
   Google Scholar
• Cheung, F., & Lucas, R. E. (2016). Income inequality is associated with stronger social comparison effects: The effect of relative income on life satisfaction. Journal of Personality and Social Psychology, 110(2), 332–341.
   PubMed Web of Science ®Google Scholar
• Clark, A. E., & D’Ambrosio, C. (2014). Attitudes to income inequality: Experimental and survey evidence. IZA Discussion Paper, No.8136, 1–78.
   Google Scholar
• Clark, A. E., Flèche, S., & Senik, C. (2012). The great happiness moderation. IZA Discussion Paper, No.6761, 1–53.
   Google Scholar
• Clark, A. E., Frijters, P., & Shields, M. (2007). Relative income, happiness and utility: An Explanation for the Easterlin Paradox and Other Puzzles. IZA Discussion Paper, No, 2840.
   Google Scholar
• Deaton, A. (2013). The great escape. Health, Wealth and The origins of inequality. Oxford: Princeton University Press, Oxford.
   Google Scholar
• Deaton, A., & Grosh, M. (2000). Consumption, in designing household survey questionnaires for developing countries: Lessons from 15 years of the living standards measurement study. M. Grosh & P. Glewwe (Eds.). Washington, DC: The World Bank.
   Google Scholar
• Decancq, K., & Lugo, M. A. (2013). Weights in multidimensional indices of well-being: An overview. Econometric Reviews, 32(1), 7–34.
   Web of Science ®Google Scholar
• Department of Environmental Affairs (DEA). (2018). South Africa’s third national communication under the United Nations framework convention on climate change. Republic of South Africa, Pretoria.
   Google Scholar
• Di Nardo, J., Fortin, N. M., & Lemieux, T. (1996). Labor market institutions and the distribution of wages, 1973–1992: A semiparametric approach. Econometrica, 64(5), 1001–1044.
   Web of Science ®Google Scholar
• Easterlin, R. A. (1974). Does economic growth improve the human lot? Some empirical evidence. In R. David & M. Reder (Eds.), Nations and households in Economic Growth: Essays in honor of Moses Abramovitz (pp. 89–125). New York: Academic Press.
   Google Scholar
• Farris, F. A. (2010). The Gini Index and Measures of Inequality. The Mathematical Association of America, monthly 117. Retrieved from https://pdfs.semanticscholar.org/e8fe/e29ac17bd9c77b42a8d9d7fc32b6e36a3122.pdf
   Google Scholar
• Fattore, M. (2017). Synthesis of indicators: The Non-aggregative approach. In F. Maggino (Ed.), Complexity in society: From Indicators Construction to their Synthesis (pp. 193–212). Cham: Springer.
   Google Scholar
• Ferrari, S. L. P., & Cribari-Neto, F. (2004). Beta regression for modelling rates and proportions. Journal of Applied Statistics, 31(7), 799–815.
   Web of Science ®Google Scholar
• Ferrer-i-Carbonell, A., & Frijters, P. (2004). How important is methodology for the estimates of the determinants of happiness? Economic Journal, 114, 641–659.
   Web of Science ®Google Scholar
• Firpo, S., Fortin, N. M., & Lemieux, T. (2009). Unconditional quantile regressions. Econometrica, 77(3), 953–973.
   Web of Science ®Google Scholar
• Fortin, N., Lemieux, T., & Firpo, S. (2012). Decomposition methods in economics. Handbook of Labor Economics, 4, 1–102.
   Google Scholar
• Fredricks, F., & Yu, D. (2017). The effect of affirmative action on the reduction of employment discrimination, 1997–2005. Economic Research Southern Africa Working Paper 681.
   Google Scholar
• Freudenberg, M. (2003). Composite Indicators of Country Performance: A Critical Assessment. OECD Science, Technology and Industry Working Papers 2003/16, OECD Publishing.
   Google Scholar
• Frey, B. S., & Stutzer, A. (2000). Happiness. Economy, and Institutions. The Economic Journal, 119(466), 918–938.
   Google Scholar
• Good Governance Africa. (2019). Government Performance Index. Retrieved from https://cisp.cachefly.net/assets/articles/attachments/78248ggagpi2019final25april2019.pdf
   Google Scholar
• Greco, S., Ishizaka, A., Tasiou, M., & Torrisi, G. (2019). On the methodological framework of composite indices: A review of the issues of weighting, aggregation, and robustness. Social Indicators Research, 141(1), 61–94.
   Web of Science ®Google Scholar
• Greenhaus, J. H., Collins, K. M., & Shaw, J. D. (2003). The relation between work-family balance and quality of life. Journal of Vocational Behavior, 63(3), 510–531.
   Web of Science ®Google Scholar
• Groh, A. P., von Liechtenstein, H., & Lieser, K. (2010). The European venture capital and private Equity country attractiveness indices. Journal of Corporate Finance, 16(2), 205–224.
   Web of Science ®Google Scholar
• Hagerty, M. R., & Land, K. C. (2012). Issues in composite index construction. In K. C. Land (Ed.), The well-being of America’s children: Developing and improving the child and youth well-being index (pp. 143–160). New York: Springer.
   Google Scholar
• Helliwell, J. F., Huang, H., & Wang, S. (2016). The distribution of world happiness, in World Happiness Report 2016, pp. 8–49, United Nations.
   Google Scholar
• Helliwell, J. F., Layard, R., & Sachs, J. (eds). (2015). World Happiness Report 2015. New York, NY: Sustainable Development Solutions Network.
   Google Scholar
• Higgs, N. T. (2007). Measuring and understanding the well-being of South Africans: Everyday quality of life in South Africa. Social Indicators Research, 81(2), 331–356.
   Web of Science ®Google Scholar
• Hinks, T., & Gruen, C. (2007). What is the structure of South African happiness equations? Evidence from quality of life surveys. Social Indicators Research, 82, 311–336.
   Web of Science ®Google Scholar
• Huxley, P., Evans, S., Madge, S., Webber, M., Burchardt, T., & McDaid, D. (2012). Development of a social inclusion index to capture subjective and objective life domains (phase II): psychometric development study. NIHR health Technology Assessment programme. Health Technology Assessment, 16(1), 1–243.
   Web of Science ®Google Scholar
• International Bank for Reconstruction and Development/The World Bank. (2018). Overcoming poverty and inequality in South Africa. An Assessment of Drivers, Constraints and Opportunities. Retrieved from http://www.statssa.gov.za/wp-content/themes/umkhanyakude/documents/SouthAfricaovertyandInequalityAssessmentReport2018.pdf
   Google Scholar
• Jordá, V., Trueba, C., & Sarabia, J. M. (2015). Evolution of global inequality in human well-being: A sensitivity analysis. International Journal of Computational Economics and Econometrics, 5(1), 108–125.
   Web of Science ®Google Scholar
• Kalmijn, W., & Veenhoven, R. (2005). Measuring inequality of happiness in nations: In search for proper statistics. Journal of Happiness Studies, 6, 357–396.
   Google Scholar
• Kendall, M. G., & Stuart, A. (1977). The advanced Theory of statistics: Distribution Theory. New York, NY: MacMillan.
   Google Scholar
• Kingdon, G. G., & Knight, J. (2007). Community, comparisons and subjective well-being in a divided society. Journal of Economic Behavior & Organization, 64, 69–90.
   Web of Science ®Google Scholar
• Kollamparambil, U. (2019). Happiness, happiness inequality and income dynamics in South Africa. Journal of Happiness Studies, 21(1), 201-222.
   Web of Science ®Google Scholar
• Land, K. (2000). Social indicators and quality of life. In E. F. Borgatta & V. R. Montgomery (Eds.), Encyclopaedia of sociology (pp. 532–533). New York: Macmillan.
   Google Scholar
• Land, K. C. (2014). History of social indicators and its evolution. In A. C. Michalos (Ed.), Encyclopedia of quality of life and well-being research. Dordrecht: Springer.
   Google Scholar
• Lundberg, J., & Waldenstrom, D. (2018). Wealth inequality in Sweden: What can we learn from capitalized income tax data? Review of Income and Wealth, 64(3), 517–541.
   Web of Science ®Google Scholar
• Main, G., Montserrat, C., Andresen, S., Bradshaw, J., & Lee, B. J. (2017). Inequality, material well-being, and subjective well-being: Exploring associations for children across 15 diverse countries. Children and Youth Services Review, 97, 3-13.
   Web of Science ®Google Scholar
• Makhunga, A. C. (2008). Black economic empowerment and its impact on wealth creation in the New South Africa. A research project submitted on to the Gordon Institute of Business Science, University of Pretoria, in partial fulfilment of the requirements for the degree of Master of Business Administration. The University of Pretoria.
   Google Scholar
• Manuel, J. C., Salinas-Jiménez, J., & Salinas-Jiménez, M. M. (2017). Exploring factors affecting the level of happiness across countries: A conditional robust nonparametric frontier analysis. European Journal of Operational Research, 256, 663–672.
   Web of Science ®Google Scholar
• Marsh, H. W., Huppert, F. A., Donald, J. N., Horwood, M. S., & Sahdra, B. K. (2020). The well-being profile (WB-Pro): creating a theoretically based multidimensional measure of well-being to advance theory, research, policy, and practice. Psychological Assessment, 32(3), 294–313.
   PubMed Web of Science ®Google Scholar
• Mazziotta, M., & Pareto, A. (2017). Synthesis of indicators: The composite indicators approach. In F. Maggino (Ed.), Complexity in society: From Indicators Construction to their synthesis (pp. 159–191). Cham: Springer.
   Google Scholar
• Mazziotta, M., & Pareto, A. (2018). Measuring well-being over time: The adjusted mazziotta-Pareto index versus other non-compensatory indices. Social Indicators Research, 136(3), 967–976.
   Web of Science ®Google Scholar
• McLeod, D. (2018). Professionalising South African minibus taxi industry. Tramarrs Consultancy Ltd. Retrieved from https://www.academia.edu/37316492/PROFESSIONALISINGSOUTHAFRICANMINIBUSTAXIINDUSTRY
   Google Scholar
• Medcalfe, S. (2018). Economic Well-Being in U.S. Metropolitan Statistical areas. Social Indicators Research, 139, 1147–1167.
   Web of Science ®Google Scholar
• Mikucka, M., Sarracino, F., & Dubrow, J. K. (2017). When does economic growth improve life satisfaction? Multilevel analysis of the roles of social trust and income inequality in 46 countries, 1981–2012. World Development, 93, 447–459.
   Web of Science ®Google Scholar
• Møller, V., & Saris, W. E. (2001). The relationship between subjective well-being and domain satisfactions in South Africa. Social Indicators Research, 55(1), 97–114.
   Web of Science ®Google Scholar
• Munda, G., & Nardo, M. (2009). Noncompensatory/nonlinear composite indicators for ranking countries: A defensible setting. Applied Economics, 41(12), 1513–1523.
   Web of Science ®Google Scholar
• National Income Dynamics Study 2008–2017. (2018). Waves 1–4 [dataset]. Southern Africa Labour and Development Research Unit. Cape Town: Southern Africa Labour and Development Research Unit [producer]. Cape Town: DataFirst [distributor]. Pretoria: Department of Planning, Monitoring and Evaluation [commissioner].
   Google Scholar
• National Income Dynamics Study. (2016). NIDS Panel User Manual. Edited by Michelle Chinhema, Timothy Brophy, Michael Brown, Murray Leibbrandt, Cecil Mlatsheni and Ingrid Woolard. Retrieved from http://www.nids.uct.ac.za/images/documents/wave4/20170227-NIDS-W4PanelUserManual-V1.1.pdf
   Google Scholar
• National Planning Commission. (2012). National Development Plan. Retrieved from http://www.poa.gov.za/news/Documents/NPC20National20Development20Plan20Vision20203020-lo-res.pdf
   Google Scholar
• Nhlapo, M. S., Anderson, B. A., & Wentzel, M. (2017). Trends in Voting in South Africa 2003-2014. University of Michigan Population Studies Center Research Report, No.17-881.
   Google Scholar
• OECD. (2008). Handbook on Constructing Composite Indicators. Methodology and User Guide. http://www.oecd.org/els/soc/handbookonconstructingcompositeindicatorsmethodologyanduserguide.htm.
   Google Scholar
• OECD. (2013a). Trust in government, policy effectiveness, and the governance agenda. In Government at a glance 2013. Paris: OECD Publishing. https://www.oecd-ilibrary.org/docserver/govglance-2013-6-en.pdf?expires=1556232425&id=id&accname=guest&checksum=10CE0326D305569308EF042036C62B6F.
   Google Scholar
• OECD. (2013b). OECD guidelines on Measuring subjective well-being. Paris: OECD Publishing.
   Google Scholar
• OECD. (2018). OECD Economic outlook, Volume 2018, Issue 1: Preliminary version. Paris: OECD Publishing.
   Google Scholar
• OECD/ILO. (2018). How immigrants contribute to South Africa’s economy. Paris: OECD Publishing.
   Google Scholar
• Olinto, P., & Uematsu, H. (2017). The state of the poor: Where are the poor and where are they poorest? Poverty Reduction and Equity Department, World Bank. Retrieved from https://www.worldbank.org/content/dam/Worldbank/document/StateofthepoorpaperApril17.pdf
   Google Scholar
• Ott, J. C. (2011). Government and happiness in 130 nations: Good governance fosters higher level and more equality of happiness. Social Indicators Research, 102(1), 3–22.
   PubMed Web of Science ®Google Scholar
• Papalexandris, N., & Kramar, R. (1997). Flexible working patterns: Towards reconciliation of family and work. Employee Relations, 19(6), 581–595.
   Google Scholar
• Peterson, L. (2013). Measuring the inequality of well-being: The myth of “going beyond GDP”. A research project submitted in partial fulfilment of the requirements for the degree Master of arts. Budapest, Hungary: Central European University.
   Google Scholar
• Poppitz, P. (2017). Can subjective data improve inequality measurement? A multidimensional index of economic inequality. ECINEQ Working Paper 2017/446.
   Google Scholar
• Puntscher, S., Hauser, C., Walde, J., & Tappeiner, G. (2015). The impact of social capital on subjective well-being: A regional perspective. Journal of Happiness Studies, 16, 1231–1246.
   Web of Science ®Google Scholar
• Rahman, T., Mittelhammer, R. C., & Wandschneider, P. R. (2011). Measuring quality of life across countries: A multiple indicators and multiple causes approach. The Journal of Socio-Economics, 40, 43–52.
   Google Scholar
• Reconstruction and Development Plan (RDP). (1994). Government gazette notice No. 1954 of 1994. Retrieved from https://www.gov.za/sites/default/files/governmentgazetteid16085.pdf
   Google Scholar
• Ritter, R. S., Preston, J. L., & Hernandez, I. (2014). Happy tweets: Christians are happier, more socially connected, and less analytical than atheists on twitter. Social Psychological & Personality Science, 5, 243–249.
   Web of Science ®Google Scholar
• Saisana, M., & Tarantola, S. (2002). State-of-the-art report on current methodologies and practices for composite indicator development, EUR 20408 EN Report, European Commission, JRC, Ispra, Italy.
   Google Scholar
• Sen, A. K. (1993). Capability and well-being. In M. Nussbaum & A. K. Sen (Eds.), The quality of life, chapter 5, page 1-6. Oxford: Claredon Press (UNU-WIDER).
   Google Scholar
• South African Social Security Agency (SASSA). (2018). Annual report 2017/18. RP236/2018 ISBN: 978-0-621-46378-1.
   Google Scholar
• Statistics South Africa. (2015). Living conditions of households in South Africa. An analysis of household expenditure and income data using the LCS 2014/2015. Statistical release P0310. South Africa: StatsSA.
   Google Scholar
• Stevenson, B., & Wolfers, J. (2008). Happiness inequality in the United States. Journal of Legal Studies, 37, S33–S79.
   Web of Science ®Google Scholar
• Stiglitz, J. E. (2017). The Measurement of Economic Performance and Social Progress. Presentation. International Economic Association World Congress, Mexico City, 19 June 2017.
   Google Scholar
• Stiglitz, J. E., Sen, A., & Fitoussi, J. (2009). Report by the Commission on the Measurement of Economic Performance and Social Progress. Retrieved from https://www.economie.gouv.fr/files/finances/presse/dossiers_de_presse/090914mesure_perf_eco_progres_social/synthese_ang.pdf
   Google Scholar
• Tabachnick, B. G., & Fidell, L. S. (2007). Using multivariate statistics (5th ed.). Boston, MA: Allyn & Bacon/Pearson Education.
   Google Scholar
• United Nations Development Program (UNDP). (2010). Human Development report. The real wealth of nations: Pathways to human development. New York, NY: Palgrave Macmillan.
   Google Scholar
• U. S. Energy Information Administration (USEIA). (2017). South Africa overview. USA, Washington, DC. Retrieved from https://www.eia.gov/beta/international/analysis.php?iso=ZAF
   Google Scholar
• Westaway, M. S. (2006). A longitudinal investigation of satisfaction with personal and environmental quality of life in an informal South African housing settlement, Doornkop, soweto. Habitat International, 30, 175–189.
   Web of Science ®Google Scholar
• Westaway, M. S., Olorunju, S. A. S., & Rai, L. J. (2007). Which personal quality of life domains affect the happiness of older South Africans? Quality of Life Research, 16, 1425–1438.
   PubMed Web of Science ®Google Scholar
• Wilkinson, R. G., & Pickett, K. E. (2009). Income inequality and social dysfunction. Annual Review of Sociology, 35, 493–511.
   Web of Science ®Google Scholar
• Yang, J., Liu, K., & Zhang, Y. (2019). Happiness inequality in China. Journal of Happiness Studies, 20,2747-2771
   Web of Science ®Google Scholar