Skip to main content
Top
Published in: Social Indicators Research 2/2022

01-12-2021 | Original Research

Population Changes and the Measurement of Inequality

Authors: Lidia Ceriani, Paolo Verme

Published in: Social Indicators Research | Issue 2/2022

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Population changes in countries with little natural growth tend to occur via migration channels and among poorer individuals such as refugees and economic migrants, or richer individuals such as international white collar workers or global entrepreneurs. These migratory flows are increasing in size, they are difficult to capture in censuses and surveys, and they potentially bias the measurement of inequality. This paper provides a formal treatment of the impact of population changes on the measurement of inequality when changes occur to the extremes of an income distribution. It provides the conditions under which inequality is expected to increase or decrease and determines the relative importance of including or excluding selected observations at the top or at the bottom. An application to US data illustrates the mathematical results and shows that including or excluding observations from the extremes can bias the measurement of inequality significantly.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Appendix
Available only for authorised users
Footnotes
2
See also Cowell and Flachaire (2007a) for a general framework that considers extreme observations on both ends of the income distribution.
 
3
PovcalNet is an interactive computational tool that allows to replicate the calculations made by the World Bank’s researchers in estimating the extent of absolute poverty in the world. http://​iresearch.​worldbank.​org/​PovcalNet/​povOnDemand.​aspx.
 
4
Note that the literature on inequality decomposition generally considers the population as fixed but the same simplified formulation of the Gini index can be applied if we consider B as a new group added to the original population, which is what we have been considering in this paper.
 
5
Also relevant to cite is Bourguignon (2018) who expands on this literature showing how to derive analytical expressions for the quantile function and the Lorenz curves when income or population masses change at the top. In particular, he considers the case of correcting the Gini index for under-sampling (missing observations) at the top, which is equivalent to our case of adding individuals at the top. While the author shows that deriving the quantile function and Lorenz curve expression is complex, the paper can be regarded as a general treatment of Gini corrections for top income biases. Our results can therefore be seen as a special case of this particular literature. Adding populations to the extremes can also be be seen as merging populations. One article that studied inequality when two populations are merged is Stark and Yitzhaki (1988).
 
7
Note that these populations are smaller than the official US population size as some groups of people such as prisoners are excluded from the survey.
 
8
These observations were removed because negative incomes often belong to non-poor households (Hlasny et al. 2021). The breakdown by state is as follows: AK (1), AL (5), CA (6), DE (1), FL (3), GA (1), HI (4), IL (2), LA (5), MA (1), MI (4), MN (1), MT (3), ND (3), SD (3), TX (7), VA (1), VT (1), WI (1), WY (5).
 
9
Estimated from Table 1. Annual Estimates of the Resident Population for the United States, Regions, States, and Puerto Rico: April 1, 2010 to July 1, 2018 wired at: https://​www.​census.​gov/​data/​tables/​time-series.
 
11
Note that this percentage is derived from the US data and should not be assumed to be a general law applicable to other countries.
 
12
Available on request.
 
Literature
go back to reference Alvaredo, F. (2011). A note on the relationship between top income shares and the Gini coefficient. Economics Letters, 110(3), 274–277.CrossRef Alvaredo, F. (2011). A note on the relationship between top income shares and the Gini coefficient. Economics Letters, 110(3), 274–277.CrossRef
go back to reference Atkinson, A., & Bourguignon, F. (2000). Introduction: Income distribution and economics. In A. Atkinson and F. Bourguignon (Eds.), Handbook of income distribution, vol. 1, Amsterdam. Elsevier, North-Holland. Atkinson, A., & Bourguignon, F. (2000). Introduction: Income distribution and economics. In A. Atkinson and F. Bourguignon (Eds.), Handbook of income distribution, vol. 1, Amsterdam. Elsevier, North-Holland.
go back to reference Atkinson, A., & Piketty, T. (Eds.). (2007). Top incomes over the twentieth century: A contrast between continental European and English-speaking countries. Oxford University Press. Atkinson, A., & Piketty, T. (Eds.). (2007). Top incomes over the twentieth century: A contrast between continental European and English-speaking countries. Oxford University Press.
go back to reference Atkinson, A., Piketty, T., & Saez, E. (2011). Top incomes in the long run of history. Journal of Economic Literature, 49, 3–71.CrossRef Atkinson, A., Piketty, T., & Saez, E. (2011). Top incomes in the long run of history. Journal of Economic Literature, 49, 3–71.CrossRef
go back to reference Bourguignon, F. (1979). Decomposable income inequality measures. Econometrica, 47, 901–902.CrossRef Bourguignon, F. (1979). Decomposable income inequality measures. Econometrica, 47, 901–902.CrossRef
go back to reference Bourguignon, F. (2018). Simple adjustments of observed distributions for missing income and missing people. The Journal of Economic Inequality, 16(2), 171–188.CrossRef Bourguignon, F. (2018). Simple adjustments of observed distributions for missing income and missing people. The Journal of Economic Inequality, 16(2), 171–188.CrossRef
go back to reference Burkhauser, R., Feng, S., Jenkins, S., & Larrimore, J. (2011). Estimating trends in us income inequality using the current population survey: the importance of controlling for censoring. The Journal of Economic Inequality, 9(3), 393–415.CrossRef Burkhauser, R., Feng, S., Jenkins, S., & Larrimore, J. (2011). Estimating trends in us income inequality using the current population survey: the importance of controlling for censoring. The Journal of Economic Inequality, 9(3), 393–415.CrossRef
go back to reference Burkhauser, R., Feng, S., & Larrimore, J. (2010). Improving imputations of top incomes in the public-use current population survey by using both cell-means and variances. Economics Letters, 108(1), 69–72.CrossRef Burkhauser, R., Feng, S., & Larrimore, J. (2010). Improving imputations of top incomes in the public-use current population survey by using both cell-means and variances. Economics Letters, 108(1), 69–72.CrossRef
go back to reference Ceriani, L., & Verme, P. (2012). The origins of the Gini index: Extracts from variabilità e mutabilità (1912) by corrado Gini. Journal of Economic Inequality, 10(3), 421–443.CrossRef Ceriani, L., & Verme, P. (2012). The origins of the Gini index: Extracts from variabilità e mutabilità (1912) by corrado Gini. Journal of Economic Inequality, 10(3), 421–443.CrossRef
go back to reference Cowell, F., & Flachaire, E. (2007). Income distribution and inequality measurement: The problem of extreme values. Journal of Econometrics, 141(2), 1044–1072.CrossRef Cowell, F., & Flachaire, E. (2007). Income distribution and inequality measurement: The problem of extreme values. Journal of Econometrics, 141(2), 1044–1072.CrossRef
go back to reference Cowell, F., & Victoria-Feser, M.-P. (1996). Poverty measurement with contaminated data: A robust approach. European Economic Review, 40, 1761–1771.CrossRef Cowell, F., & Victoria-Feser, M.-P. (1996). Poverty measurement with contaminated data: A robust approach. European Economic Review, 40, 1761–1771.CrossRef
go back to reference Cowell, F. A. (1980). On the structure of additive inequality measures. Review of Economic Studies, 47, 521–531.CrossRef Cowell, F. A. (1980). On the structure of additive inequality measures. Review of Economic Studies, 47, 521–531.CrossRef
go back to reference Cowell, F. A., & Flachaire, E. (2007). Income distribution and inequality measurement: The problem of extreme values. Journal of Econometrics, 141, 1044–72.CrossRef Cowell, F. A., & Flachaire, E. (2007). Income distribution and inequality measurement: The problem of extreme values. Journal of Econometrics, 141, 1044–72.CrossRef
go back to reference Derrick, B., Toher, D., & White, P. (2017). How to compare the means of two samples that include paired observations and independent observations: A companion to Derrick, Russ, Toher and White (2017). The Quantitative Methods for Psychology, 13(2), 120–126.CrossRef Derrick, B., Toher, D., & White, P. (2017). How to compare the means of two samples that include paired observations and independent observations: A companion to Derrick, Russ, Toher and White (2017). The Quantitative Methods for Psychology, 13(2), 120–126.CrossRef
go back to reference Gigliarano, C., & Muliere, P. (2013). Estimating the lorenz curve and gini index with right censored data: a polya tree approach. Metron, 71, 105–122.CrossRef Gigliarano, C., & Muliere, P. (2013). Estimating the lorenz curve and gini index with right censored data: a polya tree approach. Metron, 71, 105–122.CrossRef
go back to reference Giles, D. E. A. (2004). Calculating a standard error for the Gini coefficient: Some further results. Oxford Bulletin of Economics and Statistics, 66(3), 425–433.CrossRef Giles, D. E. A. (2004). Calculating a standard error for the Gini coefficient: Some further results. Oxford Bulletin of Economics and Statistics, 66(3), 425–433.CrossRef
go back to reference Guo, B., & Yuan, Y. (2017). A comparative review of methods for comparing means using partially paired data. Statistical Methods in Medical Research, 26(3), 1323–1340.CrossRef Guo, B., & Yuan, Y. (2017). A comparative review of methods for comparing means using partially paired data. Statistical Methods in Medical Research, 26(3), 1323–1340.CrossRef
go back to reference Hlasny, V., & Verme, P. (2018). Top incomes and the measurement of inequality in Egypt. World Bank Economic Review, 32(32), 428–455. Hlasny, V., & Verme, P. (2018). Top incomes and the measurement of inequality in Egypt. World Bank Economic Review, 32(32), 428–455.
go back to reference Hlasny, V., & Verme, P. (2021). The impact of top incomes biases on the measurement of inequality in the United States. Oxford Bulletin of Economics and Statistics. (forthcoming). Hlasny, V., & Verme, P. (2021). The impact of top incomes biases on the measurement of inequality in the United States. Oxford Bulletin of Economics and Statistics. (forthcoming).
go back to reference Jenkins, S. (2017). Pareto models, top incomes and recent trends in UK income inequality. Economica, 84, 261–289.CrossRef Jenkins, S. (2017). Pareto models, top incomes and recent trends in UK income inequality. Economica, 84, 261–289.CrossRef
go back to reference Korinek, A., Mistiaen, J. A., & Ravallion, M. (2006). Survey nonresponse and the distribution of income. Journal of Economic Inequality, 4, 33–35.CrossRef Korinek, A., Mistiaen, J. A., & Ravallion, M. (2006). Survey nonresponse and the distribution of income. Journal of Economic Inequality, 4, 33–35.CrossRef
go back to reference Molloy, R., Smith, C. L., & Wozniak, A. K. (2017). Internal migration in the United States. NBER Working Paper (17307). Molloy, R., Smith, C. L., & Wozniak, A. K. (2017). Internal migration in the United States. NBER Working Paper (17307).
go back to reference Morrisson, C., & Murtin, F. (2013). The Kuznets curve of human capital inequality. Journal of Economic Inequality, 11, 283–301.CrossRef Morrisson, C., & Murtin, F. (2013). The Kuznets curve of human capital inequality. Journal of Economic Inequality, 11, 283–301.CrossRef
go back to reference O’Donnell, O., O’Neill, S., Van Ourti, T., & Walsh, B. (2016). conindex: Estimation of concentration indices. Stata Journal, 16(1), 112–138. O’Donnell, O., O’Neill, S., Van Ourti, T., & Walsh, B. (2016). conindex: Estimation of concentration indices. Stata Journal, 16(1), 112–138.
go back to reference Ogwang, T. (2000). A convenient method of computing the Gini index and its standard error. Oxford Bulletin of Economics and Statistics, 62(1), 123–129.CrossRef Ogwang, T. (2000). A convenient method of computing the Gini index and its standard error. Oxford Bulletin of Economics and Statistics, 62(1), 123–129.CrossRef
go back to reference Raffinetti, E., Siletti, E., & Vernizzi, A. (2017). Analyzing the effects of negative and non-negative values on income inequality: Evidence from the Survey of Household Income and Wealth of the Bank of Italy (2012). Social Indicators Research, 133(1), 185–207.CrossRef Raffinetti, E., Siletti, E., & Vernizzi, A. (2017). Analyzing the effects of negative and non-negative values on income inequality: Evidence from the Survey of Household Income and Wealth of the Bank of Italy (2012). Social Indicators Research, 133(1), 185–207.CrossRef
go back to reference Scott, C. D., & Litchfield, J. A. (1994). Inequality, mobility and the determinants of income among the rural poor in Chile, 1968-1986. STICERD Discussion Paper 53, London School of Economics. Scott, C. D., & Litchfield, J. A. (1994). Inequality, mobility and the determinants of income among the rural poor in Chile, 1968-1986. STICERD Discussion Paper 53, London School of Economics.
go back to reference Shorrocks, A. (1984). Inequality decomposition by population subgroups. Econometrica, 52(6), 1369–1385.CrossRef Shorrocks, A. (1984). Inequality decomposition by population subgroups. Econometrica, 52(6), 1369–1385.CrossRef
go back to reference Stark, O., & Yitzhaki, S. (1988). Merging populations, stochastic dominance and lorenz curves. Journal of Population Economics, 1(2), 157–161.CrossRef Stark, O., & Yitzhaki, S. (1988). Merging populations, stochastic dominance and lorenz curves. Journal of Population Economics, 1(2), 157–161.CrossRef
go back to reference Van Kerm, P. (2007). Extreme incomes and the estimation of poverty and inequality indicators from EU-SILC. Working Paper 2007-01, CEPS-Instead IRISS. Van Kerm, P. (2007). Extreme incomes and the estimation of poverty and inequality indicators from EU-SILC. Working Paper 2007-01, CEPS-Instead IRISS.
go back to reference Yitzhaki, S. (1979). Relative deprivation and the Gini coefficient. Quarterly Journal of Economics, XCIII, 321–324. Yitzhaki, S. (1979). Relative deprivation and the Gini coefficient. Quarterly Journal of Economics, XCIII, 321–324.
go back to reference Yitzhaki, S. (1991). Calculating jackknife variance estimators for parameters of the Gini method. Journal of Business and Economic Statistics, 9, 235–239. Yitzhaki, S. (1991). Calculating jackknife variance estimators for parameters of the Gini method. Journal of Business and Economic Statistics, 9, 235–239.
Metadata
Title
Population Changes and the Measurement of Inequality
Authors
Lidia Ceriani
Paolo Verme
Publication date
01-12-2021
Publisher
Springer Netherlands
Published in
Social Indicators Research / Issue 2/2022
Print ISSN: 0303-8300
Electronic ISSN: 1573-0921
DOI
https://doi.org/10.1007/s11205-021-02849-7

Other articles of this Issue 2/2022

Social Indicators Research 2/2022 Go to the issue

Premium Partner