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World Bank’s Approach To
 Equity Measurement

                        Paolo Verme
  World Bank and Department of Economics, University of Torino


  “International Experts Conference on Measurement and Policy
 Approaches to Enhance Equity for the New Generations in MENA”
                      Rabat 22-23 May, 2012
Two questions and two puzzles
Q1) Would you like to reduce income inequality?

Q2) Would you like all incomes to be equal?

P1) So, what level of inequality would you like?

P2) Is there an optimal level of inequality?
Inequality and Equity
• Do people think about the Gini index when
  they talk about inequality?

• Or, do they think about equal
  treatment, equal rights, equal
  opportunities, fairness and justice?

• Inequality and inequity are two different
  concepts but easily confused
Definitions
• Inequality (equality) measurement: The quantitative
  measurement of distances between objects
  (incomes, heights or stars). The Gini coefficient was
  originally derived from astrophysics. The question
  asked is what is the combined distance between
  objects?

• Equity (inequity) measurement: The measurement of
  inequality under principles of fairness and social
  justice. The question asked is what is the difference
  between outcomes of people who have equal rights
  and make equal efforts?
The World Bank Approach
• The WB has for long insisted on equity, not inequality

• WDR (2006) Equity and Development, defines equity in
  terms of fairness

• Inequality is not ignored. Poverty studies and Branko
  Milanovic work on world inequality, but few country
  studies focus on inequality per se

• Inequality reduction is not a policy goal

• Equity improvement is the policy goal
Why Equity Matters for Children (WDR, 2006)
Why Equity Matters for Children (WDR, 2006)
Equity Measurement – Recent Advances
 • Inequality of opportunities
    – Roemer (1998)
    – WDR on Equity and Development, 2006
    – Recent World Bank work

 • Relative deprivation
    – Runciman (1966), Yitzhaki (1979)
    – New indexes of relative deprivation
    – Recent World Bank work

 • Perceptions of welfare
    – Happiness literature
    – Household Budget Surveys Vs. World Values Surveys
    – Recent World Bank work
Some recent examples of WB work
  Worldwide
  • Inequality of opportunity, various countries
  • Human Opportunity Index (HOI), LAC and other countries
  • Equitable distribution subsidies, various countries
  • Equitable distribution of social transfers, various
    countries
  • Health equity financing, various countries
  • Labor Opportunities in ECA

  MENA
  • Gender equity in West Bank and Gaza
  • Labor Deprivation in Morocco
  • Perceptions of inequality in Egypt
  • Inequality of opportunities for Children in Egypt
Inequality of opportunity
            (Ferreira, F.)
Literature:
• Rawls (1971) “A theory of justice”
• Sen (1980) “Equality of What?”
• Roemer (1998) “Equality of Opportunity”

Contents:
• Circumstances Vs. Efforts
• Ex-ante Vs. ex-post approach
   – Ex-ante: inequality in the value of opportunity sets across types.
     Values the opportunity set of each individual but does not
     observe efforts
   – Ex-post: inequality among people who exert the same degree of
     efforts. Does not value the opportunity set of each individual
     but observes efforts levels
Inequality of Opportunity
Some Evidence (Ferreira, F.)
Inequality of Opportunity
  Some conclusions (Ferreira F.)
• Inequality of opportunity is possibly the most
  salient inequality concept in terms of its
  normative content: “bad inequality”

• It can be measured with respect to income or
  educational achievement, by ex-ante or ex-
  post approaches

• A review of the recent applied literature
  yields lower bound estimates from 2%
  (Denmark) to 50% (Guatemala)
Human Opportunity Index - LAC
•   The Human Opportunity Index (HOI) measures the percentage of available
    opportunities needed to ensure children’s universal access to basic services and
    their equal allocation.

•   The index ranges from 0 (absolute deprivation) to 100 (universality).

•   The HOI for education includes two indicators: completion of sixth grade on time
    and school attendance for ages 10-14.

•   The HOI for housing includes three indicators: access to water, sanitation, and
    electricity.

•   The HOI for Latin American children has increased in the last decade for all basic
    opportunities

•   Within each dimension (i.e. education and housing), the indicators have the same
    weight. In generating the composite HOI, each dimension has the same weight.

•   Parents education seems to be the most important factor in explaining unequal
    distribution of children’s opportunities
HOI - LAC
                   HOI Education   HOI Housing   HOI
                                    conditions
Argentina               89              88       88
Bolivia                 83              41       62
Brazil                  67              77       72
Chile                   90              93       91
Colombia                78              69       74
CostaRica               79              94       86
DominicaRepublic        77              65       71
Ecuador                 80              69       74
El Salvador             65              46       55
Guatemala               51              50       50
Honduras                62              44       53
Jamaica                 90              55       73
Mexico                  88              75       82
Nicaragua               59              34       46
Panama                  81              57       69
Paraguay                74              59       67
Peru                    83              49       66
Uruguay                 85              85       85
Venezuela               84              89       86
Average                 76              64       70
Inequality in labor markets (Abras et al.)
                                   Contribution of circumstances
                                   (Jobs with 20 hrs+ and tenure)
                          20


                          18


                          16
Dissimilarity Index (%)




                          14


                          12


                          10


                          8


                           6


                           4


                           2


                          0
                                                                        Kyrgyzstan
                                                           Kazakhstan




                                                                                     Latvia




                                                                                                                  Russia
                                                                                                      Lithuania
                                            Slovenia
                                 Croatia




                                           Circumstances                Age                   Education
Inequality in labor markets (Abras et al.)
Relative Contribution to Inequality of circumstances
           (Jobs with 20 hrs+ and tenure)

           Russia

        Lithuania

           Latvia

       Kyrgyzstan

      Kazakhstan

         Slovenia

         Croatia

                    0%              20%         40%             60%         80%              100%



        Gender           Father's education   Parents at communist party   Self-reported minority
Labor deprivation and gender in Morocco
             (Serajuddin and Verme)

                              RLD (All)   RLD (Youth)

When the reference group is
universal
Society                        0.279         0.269
 Decomposed by gender
  Female                       0.202         0.179
  Male                         0.077         0.090
When the reference group is
gender specific
Society                        0.240         0.221
 Male                          0.292         0.291
 Female                        0.137         0.118
% of total subsidy accruing




            0%
                 10%
                       20%
                                30%
                                           40%
                                                 50%
                                                       60%

Denmark
      UK
   Kerala
Indonesia
 Vietnam
   Ghana
    Peru
  Guinea
    Bihar
                             Richest 20%
                             Poorest 20%
                                                             Health subsidies (Wagstaff, A.)
Equity in Health Finance (Wagstaff, A.)

          Progressivity – total payments
   0.25

   0.20

   0.15

   0.10

   0.05

   0.00

  -0.05

  -0.10
Perceptions of inequality (Verme, P.)
    Pro-inequality score in Egypt
                      10
                      9.5
                       9
Mean Pro-inequality




                      8.5
                       8                                             2000
                      7.5                                            2008
                       7
                      6.5
                       6
                      5.5
                       5
                            1   2   3   4   5   6   7   8   9   10
-2.5
                 -1.5
                                -0.5
                                             0.5
                                                       1.5




-3
                          -1



            -2
                                                   1



                                         0
                            morocco
                                  iran
                                egypt
                            moldova
                                china
                            viet nam
                               jordan
                                 peru
                        south korea
                           indonesia
                               canada
                                japan
                           argentina
                        united states
                                spain
                                india
                               turkey
                                                                Perceptions of inequality (Verme, P.)




                                chile
                               mexico
                                                             Change in pro-inequality score (2000-2008)
Inequality of Opportunity for Children
         in Egypt (Velez et al.)
               Opportunity                  2000   Circa 2009 Annual rate     Decomposition *
                                                               of change    Access    Equality of
                                                                                      Opportunity
Complete primary education on time           51       56           0.6       88.0        12.0
Complete secondary education on time         55       60           0.6       81.0        19.0
Complete post-secondary education on time     7       11           0.5       82.0        18.0
School attendance, 9-15                       0       89           0.0        0.0         0.0
Water                                        77       88           1.3       67.0        33.0
Sanitation                                   26       30           0.5       64.0        36.0
Lighting energy source                       98       99           0.1        0.0         0.0
Cooking energy source                        73       98           2.8       64.0        36.0
Non-overcrowding, 0-5                        48       59           1.2       62.0        38.0
Telephone                                    14       71           6.3       78.0        22.0
Assisted birth delivery                      64       84           2.5       74.0        26.0
Post-natal care, 0-5                         19       28           1.1       91.0         9.0
Prenatal care, 0-4                           58       78           2.6       76.0        24.0
Immunization vaccines, 0-4                   87       85          -0.2       12.0        88.0
Non-wasting, 0-4                             88       75          -1.6       79.0        21.0
Non-stunting, 2-17                           69       69           0.0        0.0         0.0
Non-underweight, 0-17                        80       85           0.6       60.0        40.0
Aggregate HOIa16                             57       67           1.2        0.0         0.0
Equity Measurement for Children
        Some Challenges
• The Inequality of opportunity work is generally based on
  HBSs
• HBSs cover 95-98% of the population but typically exclude
  the extremely rich and the extremely poor
• HBSs very rarely measure intra-household distribution of
  resources
• HBSs very rarely question children, only adults
• Head of households may not report accurately
  information on children work, education, disabilities and
  mental status and do not usually report domestic violence
• HBSs do not cover street/homeless/parentless children
• Standard HBSs are not sufficient instruments to assess
  children opportunities
Secular and Recent Facts about
          Inequality
• Poverty decline Vs. inequality increases -
  secular trends

• The poor are joining the middle-class but the
  rich have left everyone else behind

• Then, the 2007-2008 global financial
  crisis, evidence on top 1% of incomes, banks’
  premiums, wall street protests, Arab
  spring, bankrupt governments,…
World Poverty 1981-2008
Headcount index of poverty (% below poverty line)
 70

                      $2 per day
 65


 60
                    $2 per day (less China)
 55


 50


 45                             $1.25 per day

 40


 35
               $ 1.25 per day (less China)
 30


 25


 20
      1981   1984      1987   1990    1993    1996   1999   2002   2005   2008
World Inequality (Milanovic, B.)
Some final questions
• Is income inequality back from the cold?

• Is there an optimal level of income
  inequality?

• Is there an equitable level of income
  inequality?

• Should these questions be asked?

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World Bank’s Approach To Equity Measurement

  • 1. World Bank’s Approach To Equity Measurement Paolo Verme World Bank and Department of Economics, University of Torino “International Experts Conference on Measurement and Policy Approaches to Enhance Equity for the New Generations in MENA” Rabat 22-23 May, 2012
  • 2. Two questions and two puzzles Q1) Would you like to reduce income inequality? Q2) Would you like all incomes to be equal? P1) So, what level of inequality would you like? P2) Is there an optimal level of inequality?
  • 3. Inequality and Equity • Do people think about the Gini index when they talk about inequality? • Or, do they think about equal treatment, equal rights, equal opportunities, fairness and justice? • Inequality and inequity are two different concepts but easily confused
  • 4. Definitions • Inequality (equality) measurement: The quantitative measurement of distances between objects (incomes, heights or stars). The Gini coefficient was originally derived from astrophysics. The question asked is what is the combined distance between objects? • Equity (inequity) measurement: The measurement of inequality under principles of fairness and social justice. The question asked is what is the difference between outcomes of people who have equal rights and make equal efforts?
  • 5. The World Bank Approach • The WB has for long insisted on equity, not inequality • WDR (2006) Equity and Development, defines equity in terms of fairness • Inequality is not ignored. Poverty studies and Branko Milanovic work on world inequality, but few country studies focus on inequality per se • Inequality reduction is not a policy goal • Equity improvement is the policy goal
  • 6. Why Equity Matters for Children (WDR, 2006)
  • 7. Why Equity Matters for Children (WDR, 2006)
  • 8. Equity Measurement – Recent Advances • Inequality of opportunities – Roemer (1998) – WDR on Equity and Development, 2006 – Recent World Bank work • Relative deprivation – Runciman (1966), Yitzhaki (1979) – New indexes of relative deprivation – Recent World Bank work • Perceptions of welfare – Happiness literature – Household Budget Surveys Vs. World Values Surveys – Recent World Bank work
  • 9. Some recent examples of WB work Worldwide • Inequality of opportunity, various countries • Human Opportunity Index (HOI), LAC and other countries • Equitable distribution subsidies, various countries • Equitable distribution of social transfers, various countries • Health equity financing, various countries • Labor Opportunities in ECA MENA • Gender equity in West Bank and Gaza • Labor Deprivation in Morocco • Perceptions of inequality in Egypt • Inequality of opportunities for Children in Egypt
  • 10. Inequality of opportunity (Ferreira, F.) Literature: • Rawls (1971) “A theory of justice” • Sen (1980) “Equality of What?” • Roemer (1998) “Equality of Opportunity” Contents: • Circumstances Vs. Efforts • Ex-ante Vs. ex-post approach – Ex-ante: inequality in the value of opportunity sets across types. Values the opportunity set of each individual but does not observe efforts – Ex-post: inequality among people who exert the same degree of efforts. Does not value the opportunity set of each individual but observes efforts levels
  • 11. Inequality of Opportunity Some Evidence (Ferreira, F.)
  • 12. Inequality of Opportunity Some conclusions (Ferreira F.) • Inequality of opportunity is possibly the most salient inequality concept in terms of its normative content: “bad inequality” • It can be measured with respect to income or educational achievement, by ex-ante or ex- post approaches • A review of the recent applied literature yields lower bound estimates from 2% (Denmark) to 50% (Guatemala)
  • 13. Human Opportunity Index - LAC • The Human Opportunity Index (HOI) measures the percentage of available opportunities needed to ensure children’s universal access to basic services and their equal allocation. • The index ranges from 0 (absolute deprivation) to 100 (universality). • The HOI for education includes two indicators: completion of sixth grade on time and school attendance for ages 10-14. • The HOI for housing includes three indicators: access to water, sanitation, and electricity. • The HOI for Latin American children has increased in the last decade for all basic opportunities • Within each dimension (i.e. education and housing), the indicators have the same weight. In generating the composite HOI, each dimension has the same weight. • Parents education seems to be the most important factor in explaining unequal distribution of children’s opportunities
  • 14. HOI - LAC HOI Education HOI Housing HOI conditions Argentina 89 88 88 Bolivia 83 41 62 Brazil 67 77 72 Chile 90 93 91 Colombia 78 69 74 CostaRica 79 94 86 DominicaRepublic 77 65 71 Ecuador 80 69 74 El Salvador 65 46 55 Guatemala 51 50 50 Honduras 62 44 53 Jamaica 90 55 73 Mexico 88 75 82 Nicaragua 59 34 46 Panama 81 57 69 Paraguay 74 59 67 Peru 83 49 66 Uruguay 85 85 85 Venezuela 84 89 86 Average 76 64 70
  • 15. Inequality in labor markets (Abras et al.) Contribution of circumstances (Jobs with 20 hrs+ and tenure) 20 18 16 Dissimilarity Index (%) 14 12 10 8 6 4 2 0 Kyrgyzstan Kazakhstan Latvia Russia Lithuania Slovenia Croatia Circumstances Age Education
  • 16. Inequality in labor markets (Abras et al.) Relative Contribution to Inequality of circumstances (Jobs with 20 hrs+ and tenure) Russia Lithuania Latvia Kyrgyzstan Kazakhstan Slovenia Croatia 0% 20% 40% 60% 80% 100% Gender Father's education Parents at communist party Self-reported minority
  • 17. Labor deprivation and gender in Morocco (Serajuddin and Verme) RLD (All) RLD (Youth) When the reference group is universal Society 0.279 0.269 Decomposed by gender Female 0.202 0.179 Male 0.077 0.090 When the reference group is gender specific Society 0.240 0.221 Male 0.292 0.291 Female 0.137 0.118
  • 18. % of total subsidy accruing 0% 10% 20% 30% 40% 50% 60% Denmark UK Kerala Indonesia Vietnam Ghana Peru Guinea Bihar Richest 20% Poorest 20% Health subsidies (Wagstaff, A.)
  • 19. Equity in Health Finance (Wagstaff, A.) Progressivity – total payments 0.25 0.20 0.15 0.10 0.05 0.00 -0.05 -0.10
  • 20. Perceptions of inequality (Verme, P.) Pro-inequality score in Egypt 10 9.5 9 Mean Pro-inequality 8.5 8 2000 7.5 2008 7 6.5 6 5.5 5 1 2 3 4 5 6 7 8 9 10
  • 21. -2.5 -1.5 -0.5 0.5 1.5 -3 -1 -2 1 0 morocco iran egypt moldova china viet nam jordan peru south korea indonesia canada japan argentina united states spain india turkey Perceptions of inequality (Verme, P.) chile mexico Change in pro-inequality score (2000-2008)
  • 22. Inequality of Opportunity for Children in Egypt (Velez et al.) Opportunity 2000 Circa 2009 Annual rate Decomposition * of change Access Equality of Opportunity Complete primary education on time 51 56 0.6 88.0 12.0 Complete secondary education on time 55 60 0.6 81.0 19.0 Complete post-secondary education on time 7 11 0.5 82.0 18.0 School attendance, 9-15 0 89 0.0 0.0 0.0 Water 77 88 1.3 67.0 33.0 Sanitation 26 30 0.5 64.0 36.0 Lighting energy source 98 99 0.1 0.0 0.0 Cooking energy source 73 98 2.8 64.0 36.0 Non-overcrowding, 0-5 48 59 1.2 62.0 38.0 Telephone 14 71 6.3 78.0 22.0 Assisted birth delivery 64 84 2.5 74.0 26.0 Post-natal care, 0-5 19 28 1.1 91.0 9.0 Prenatal care, 0-4 58 78 2.6 76.0 24.0 Immunization vaccines, 0-4 87 85 -0.2 12.0 88.0 Non-wasting, 0-4 88 75 -1.6 79.0 21.0 Non-stunting, 2-17 69 69 0.0 0.0 0.0 Non-underweight, 0-17 80 85 0.6 60.0 40.0 Aggregate HOIa16 57 67 1.2 0.0 0.0
  • 23. Equity Measurement for Children Some Challenges • The Inequality of opportunity work is generally based on HBSs • HBSs cover 95-98% of the population but typically exclude the extremely rich and the extremely poor • HBSs very rarely measure intra-household distribution of resources • HBSs very rarely question children, only adults • Head of households may not report accurately information on children work, education, disabilities and mental status and do not usually report domestic violence • HBSs do not cover street/homeless/parentless children • Standard HBSs are not sufficient instruments to assess children opportunities
  • 24. Secular and Recent Facts about Inequality • Poverty decline Vs. inequality increases - secular trends • The poor are joining the middle-class but the rich have left everyone else behind • Then, the 2007-2008 global financial crisis, evidence on top 1% of incomes, banks’ premiums, wall street protests, Arab spring, bankrupt governments,…
  • 25. World Poverty 1981-2008 Headcount index of poverty (% below poverty line) 70 $2 per day 65 60 $2 per day (less China) 55 50 45 $1.25 per day 40 35 $ 1.25 per day (less China) 30 25 20 1981 1984 1987 1990 1993 1996 1999 2002 2005 2008
  • 27. Some final questions • Is income inequality back from the cold? • Is there an optimal level of income inequality? • Is there an equitable level of income inequality? • Should these questions be asked?