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Using the P90/P10 Ratio to Measure Inequality Trends with the Current Population Survey:
A View from Inside the Census Bureau Vaults
Richard V. BurkhauserCornell University
Shuaizhang FengShanghai University of Finance and Economics
Stephen P. JenkinsUniversity of Essex
December 17, 2006 Presented at the 2006 International Symposium on Cont
emporary Labor Economics
Xiamen, China
Past Work
“Levels and Long-Term Trends in Earnings Inequality: Overcoming Current Population Survey Censoring Problems Using the GB2 Distribution” JBES
Shuaizhang Feng
Richard V. Burkhauser
J.S. Butler
Outline of the Talk
• Introduction
• The Problem
• Methods
• Results
• Comparing Trends of P90/P10 with Gini Coefficients
• Conclusion
Introduction
• The practice of top coding affects earnings/income inequality trends based on public March Current Population Surveys (CPS).
• Previous researches have been focused primarily on Gini coefficients. (Burkhauser et al., 2004; Feng et al. 2006)
• No similar scrutiny has been given to the impact of censoring on percentile ratios, such as P90/P10.
• Introduction
• The Problem
• Methods
• Results
• Comparing Trends of P90/P10 with Gini Coefficients
• Conclusion
The Problem: Censoring in Public and Internal CPS
• Current Population Survey (CPS) is a large household survey administered by US Census Bureau each month.
• March Supplements of CPS provide income information of US population about the previous year
• Most income inequality measures of US are based on CPS, including official releases.
The Problem: Censoring in Public and Internal CPS
• Public & Internal data files of the Current Population Survey
• Censoring occurs in both version (in the public files: top coding)
• Censoring occurs at each individual levels of income, not the total.
• Censoring (top coding) practices vary with time.
The Problem: Censoring in Public and Internal CPS
• Our aim is the long term trend of earnings/income inequality.
• However, trend based on public data is misleading (topcoding).
(Levy & Murnane, 1992; Burkhauser et al. 2004) • Even numbers based on Internal files are also contamina
ted by censoring.• For Gini, Burkhauser (2004) proposed consistent topcodi
ng, and Feng et al. (2006) proposed parametric modelling of earnings based on GB2.
The Problem: Censoring in Public and Internal CPS
• What about P90/P10?• People have not been worrying about P90/
P10 as total percentage of income values affected by topcoding is typically small (less than 10%).
• But, remember censoring occurs at each individual sources while we are interested in the trend of the total value.
• Introduction
• The Problem
• Methods
• Results
• Comparing Trends of P90/P10 with Gini Coefficients
• Conclusion
Methods
• We are able to access to internal CPS data of U.S. Census Bureau through the New York Census Research Data Center at Cornell University.
• We use the P90/P10 ratios calculated from internal data to assess the impacts of public top coding on inequality trends, and as a baseline to evaluate alternative approaches to correct for this problem
• 7 different P90/P10 series are calculated.
Methods
Public: Public-use March CPS with cell-means since 1995. [based on public data]
Rule of Thumb: Public with topcodes equal to (1.5)*(top code). [based on public data]
Cell-Mean: Public with topcodes with internally measured cell means. [based on internal data, but could be available to public in principal]
Methods
Public Lower: Lower limit of P90/P10 based on public files. {assigning the censoring cutoff point for censored values} [based on public data]
Public Upper: Upper Limit based on public files. {assigning positive infinity for censored values} [based on public data]
Methods
Internal Lower: Lower limit of P90/P10 based on internal files. [based on internal data]
Internal Upper: Upper Limit based on internal files. [based on internal data]
• Introduction
• The Problem
• Methods
• Results
• Comparing Trends of P90/P10 with Gini Coefficients
• Conclusion
Results
We consider three income concepts:
• Wages and Salaries of Full time Full year workers
• Total Labor Earnings of Full time Full year workers
• Size-adjusted Household Income
P90/P10 ratio of labor earnings Full-time, full-year (wage earnings only)
public upper
public lower public
rule of thumb
cell-mean
internal upper
internal lower
1995 5.98 5.80 5.94 5.85 5.86 5.86 5.86
1997 6.30 6.20 6.24 6.20 6.20 6.20 6.20
1999 7.00 6.90 7.00 7.00 7.00 7.00 7.00
2000 6.71 6.44 6.55 6.55 6.55 6.55 6.55
P90/P10 ratio of labor earnings Full time, full year (total labor earnings)
public upper
public lower public
rule of thumb
cell-mean
internal upper
internal lower
1996 5.19 5.17 5.17 5.17 5.17 5.17 5.17
1998 5.38 5.20 5.31 5.23 5.23 5.23 5.23
1999 5.54 5.38 5.54 5.46 5.46 5.46 5.46
P90/P10 ratio of Household Income:
(1975-2000)
6.0
6.5
7.0
7.5
8.0
8.5
9.0
9.5
1975
1976
1977
1978
1979
1980
1981
1982
1983
1984
1985
1986
1987
1988
1989
1990
1991
1992
1993
1994
1995
1996
1997
1998
1999
2000
2001
2002
2003
2004
Public Upper
Public Low er
Internal Upper
Internal Low er
Percentage of Individuals with Household Size-
adjusted Income Censored in the Public File
0.0
1.0
2.0
3.0
4.0
5.0
6.0
1975
1976
1977
1978
1979
1980
1981
1982
1983
1984
1985
1986
1987
1988
1989
1990
1991
1992
1993
1994
1995
1996
1997
1998
1999
2000
2001
2002
2003
2004
All
Below 95th
Below 90th
Below 85th
% of Individuals Below the 90th Percentile with
Censored Household Income by Income Source
0
0.5
1
1.5
2
2.5
1987
1988
1989
1990
1991
1992
1993
1994
1995
1996
1997
1998
1999
2000
2001
2002
2003
2004
All Other Income
Other Labor Earnings
Primary Labor Earnings
• Introduction
• The Problem
• Methods
• Results
• Comparing Trends of P90/P10 with Gini Coefficients
• Conclusion
P90/P10 vs. Gini
• Our preferred P90/P10 series: Cell-mean
• Our preferred Gini series: GB2 with public data
• This is the first time the two are compared with both corrected for the problem of censoring.
Long-Term Inequality Trends P90/P10 vs. Gini (wage earnings only)
0.8
0.85
0.9
0.95
1
1.05
1.1
1.15
1.2
1975
1976
1977
1978
1979
1980
1981
1982
1983
1984
1985
1986
1987
1988
1989
1990
1991
1992
1993
1994
1995
1996
1997
1998
1999
2000
Gini
P90/P10
Long-Term Inequality Trends P90/P10 vs. Gini (total labor earnings)
0.8
0.9
1
1.1
1.2
1.3
1.4
1975
1976
1977
1978
1979
1980
1981
1982
1983
1984
1985
1986
1987
1988
1989
1990
1991
1992
1993
1994
1995
1996
1997
1998
1999
2000
Gini
P90/P10
Long-Term Inequality Trends P90/P10 vs. Gini (household income)
0.8
0.9
1
1.1
1.2
1.3
1.4
1.5
1975
1976
1977
1978
1979
1980
1981
1982
1983
1984
1985
1986
1987
1988
1989
1990
1991
1992
1993
1994
1995
1996
1997
1998
1999
2000
Gini
P90/P10
• Introduction
• The Problem
• Methods
• Results
• Comparing Trends of P90/P10 with Gini Coefficients
• Conclusion
Conclusions
• Top coding affects calculation of P90/P10 ratios, especially for household income.
• With consistent cell means, public-use P90/P10 ratios mirror those using internal data.
• P90/P10 ratios and Gini coefficients have very different long term trends.
Thank you!