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Disentangling poverty and
                 place of residence
       for family planning strategic planning
                        Karen G. Fleischman Foreit
                        MEASURE Evaluation PRH




Achieving Equity in Family Planning
Equity begins and ends with measurement

 Who shows the disparities?
 How big are the disparities?
 How do we know that our interventions are
  reaching the people with the disparities?
 How do we know if we have made an impact?




Achieving Equity in Family Planning
Who is poor?

 Relative poverty
   • Wealth quintiles, usually derived from
     household assets
 Absolute poverty
   • Defined against some standard of income
     and/or expenditures



Achieving Equity in Family Planning
Urban-rural differences are common

                           30         Rural
                                      Urban
                           25
       % Using Modern FP




                           20
                           15
                           10
                            5
                            0




Achieving Equity in Family Planning
…as are differences by wealth quintile

                           30         Bottom quintile
                                      Top quintile
                           25
       % Using Modern FP




                           20
                           15
                           10
                            5
                            0




Achieving Equity in Family Planning
But residence and wealth go together
                                                                          Kenya 2003
                             30%                                          Urban Rural
       % Interviewed women




                             20%


                             10%


                             0%
                                   Bottom   2nd         3rd         4th         Top
                                                  Wealth Quintile


Achieving Equity in Family Planning
…making it hard to interpret differences
                                                                          Kenya 2003
                             30%                                          Urban Rural
       % Interviewed women




                             20%


                             10%


                             0%
                                   Bottom   2nd         3rd         4th         Top
                                                  Wealth Quintile


Achieving Equity in Family Planning
Methods

    Secondary analysis DHS standard recode files
    Separate urban and rural strata
    Rank by wealth score within strata
    Create residence-specific wealth quintiles
    Analyze outcome indicators by residence-
     specific quintiles



Achieving Equity in Family Planning
Results

 Highly variable residence-specific patterns




Achieving Equity in Family Planning
Wealth and Residence: Ghana 2008

                           30%                                               30%
                                                                                     Urban
 % Using a Modern Method




                                                   % Using a Modern Method
                                                                                     Rural

                           20%                                               20%



                           10%                                               10%


                                        National
                           0%                                                0%
                                 Q1 Q2 Q3 Q4 Q5                                    Q1 Q2 Q3 Q4 Q5



Achieving Equity in Family Planning
Wealth and Residence: Senegal 2005

                           30%                                               30%
                                                                                     Urban
 % Using a Modern Method




                                                   % Using a Modern Method
                                                                                     Rural

                           20%                                               20%



                           10%                                               10%


                                        National
                           0%                                                0%
                                 Q1 Q2 Q3 Q4 Q5                                    Q1 Q2 Q3 Q4 Q5



Achieving Equity in Family Planning
Wealth and Residence: Zambia 2007

                           60%                                               60%
 % Using a Modern Method




                                                   % Using a Modern Method
                           50%                                               50%

                           40%                                               40%

                           30%                                               30%

                           20%                                               20%
                                                                                             Urban
                           10%                                               10%
                                        National                                             Rural
                           0%                                                0%
                                 Q1 Q2 Q3 Q4 Q5                                    Q1 Q2 Q3 Q4 Q5



Achieving Equity in Family Planning
Wealth and Residence: Kenya 2003

                           60%                                               60%
 % Using a Modern Method




                                                   % Using a Modern Method
                           50%                                               50%

                           40%                                               40%

                           30%                                               30%

                           20%                                               20%
                                                                                            Urban
                           10%                                               10%
                                        National                                            Rural
                           0%                                                0%
                                 Q1 Q2 Q3 Q4 Q5                                    Q1 Q2 Q3 Q4 Q5



Achieving Equity in Family Planning
Wealth and Residence: Kenya 2008

                           60%                                               60%
 % Using a Modern Method




                                                   % Using a Modern Method
                           50%                                               50%

                           40%                                               40%

                           30%                                               30%

                           20%                                               20%
                                                                                            Urban
                           10%                                               10%
                                        National                                            Rural
                           0%                                                0%
                                 Q1 Q2 Q3 Q4 Q5                                    Q1 Q2 Q3 Q4 Q5



Achieving Equity in Family Planning
Limitations of assets-based quintiles

Track over-all trends in family planning
  outcomes
X Do not match individual consumption
  measures of poverty




Achieving Equity in Family Planning
Match-up between consumption and
             assets measures of poverty
                                               >1 quintile   +/- 1 quintile     Exact match
                               100%
      % Match w/ consumption




                               80%

                               60%

                               40%

                               20%

                                0%
                                      Bottom          2nd       3rd           4th       Top
                                                      Assets-based Quintile
                                                                               Ecuador 2004 RHS


Achieving Equity in Family Planning
Match-up between consumption and
             assets measures of poverty
                                               >1 quintile   +/- 1 quintile     Exact match
                               100%
      % Match w/ consumption




                               80%

                               60%

                               40%

                               20%

                                0%
                                      Bottom          2nd       3rd           4th        Top
                                                      Assets-based Quintile
                                                                               Ethiopia 2005 DHS
                                                                                     2004/5 HIES

Achieving Equity in Family Planning
Conclusions

 Disaggregate place of residence and relative
  poverty to identify pockets of greatest
  disparities and to assess impact
 Use consumption-based measures of poverty
  to monitor uptake of program interventions
  by the poor




Achieving Equity in Family Planning
Thank you – Merci – Gracias -




                                      © 2007 Felix Masi, Courtesy of Photoshare
Achieving Equity in Family Planning

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Disentangling Poverty and Place of Residence for Family Planning Strategic Planning

  • 1. Disentangling poverty and place of residence for family planning strategic planning Karen G. Fleischman Foreit MEASURE Evaluation PRH Achieving Equity in Family Planning
  • 2. Equity begins and ends with measurement  Who shows the disparities?  How big are the disparities?  How do we know that our interventions are reaching the people with the disparities?  How do we know if we have made an impact? Achieving Equity in Family Planning
  • 3. Who is poor?  Relative poverty • Wealth quintiles, usually derived from household assets  Absolute poverty • Defined against some standard of income and/or expenditures Achieving Equity in Family Planning
  • 4. Urban-rural differences are common 30 Rural Urban 25 % Using Modern FP 20 15 10 5 0 Achieving Equity in Family Planning
  • 5. …as are differences by wealth quintile 30 Bottom quintile Top quintile 25 % Using Modern FP 20 15 10 5 0 Achieving Equity in Family Planning
  • 6. But residence and wealth go together Kenya 2003 30% Urban Rural % Interviewed women 20% 10% 0% Bottom 2nd 3rd 4th Top Wealth Quintile Achieving Equity in Family Planning
  • 7. …making it hard to interpret differences Kenya 2003 30% Urban Rural % Interviewed women 20% 10% 0% Bottom 2nd 3rd 4th Top Wealth Quintile Achieving Equity in Family Planning
  • 8. Methods  Secondary analysis DHS standard recode files  Separate urban and rural strata  Rank by wealth score within strata  Create residence-specific wealth quintiles  Analyze outcome indicators by residence- specific quintiles Achieving Equity in Family Planning
  • 9. Results  Highly variable residence-specific patterns Achieving Equity in Family Planning
  • 10. Wealth and Residence: Ghana 2008 30% 30% Urban % Using a Modern Method % Using a Modern Method Rural 20% 20% 10% 10% National 0% 0% Q1 Q2 Q3 Q4 Q5 Q1 Q2 Q3 Q4 Q5 Achieving Equity in Family Planning
  • 11. Wealth and Residence: Senegal 2005 30% 30% Urban % Using a Modern Method % Using a Modern Method Rural 20% 20% 10% 10% National 0% 0% Q1 Q2 Q3 Q4 Q5 Q1 Q2 Q3 Q4 Q5 Achieving Equity in Family Planning
  • 12. Wealth and Residence: Zambia 2007 60% 60% % Using a Modern Method % Using a Modern Method 50% 50% 40% 40% 30% 30% 20% 20% Urban 10% 10% National Rural 0% 0% Q1 Q2 Q3 Q4 Q5 Q1 Q2 Q3 Q4 Q5 Achieving Equity in Family Planning
  • 13. Wealth and Residence: Kenya 2003 60% 60% % Using a Modern Method % Using a Modern Method 50% 50% 40% 40% 30% 30% 20% 20% Urban 10% 10% National Rural 0% 0% Q1 Q2 Q3 Q4 Q5 Q1 Q2 Q3 Q4 Q5 Achieving Equity in Family Planning
  • 14. Wealth and Residence: Kenya 2008 60% 60% % Using a Modern Method % Using a Modern Method 50% 50% 40% 40% 30% 30% 20% 20% Urban 10% 10% National Rural 0% 0% Q1 Q2 Q3 Q4 Q5 Q1 Q2 Q3 Q4 Q5 Achieving Equity in Family Planning
  • 15. Limitations of assets-based quintiles Track over-all trends in family planning outcomes X Do not match individual consumption measures of poverty Achieving Equity in Family Planning
  • 16. Match-up between consumption and assets measures of poverty >1 quintile +/- 1 quintile Exact match 100% % Match w/ consumption 80% 60% 40% 20% 0% Bottom 2nd 3rd 4th Top Assets-based Quintile Ecuador 2004 RHS Achieving Equity in Family Planning
  • 17. Match-up between consumption and assets measures of poverty >1 quintile +/- 1 quintile Exact match 100% % Match w/ consumption 80% 60% 40% 20% 0% Bottom 2nd 3rd 4th Top Assets-based Quintile Ethiopia 2005 DHS 2004/5 HIES Achieving Equity in Family Planning
  • 18. Conclusions  Disaggregate place of residence and relative poverty to identify pockets of greatest disparities and to assess impact  Use consumption-based measures of poverty to monitor uptake of program interventions by the poor Achieving Equity in Family Planning
  • 19. Thank you – Merci – Gracias - © 2007 Felix Masi, Courtesy of Photoshare Achieving Equity in Family Planning

Editor's Notes

  1. The Ecuador RHS included both household assets and direct measures of consumption – the “gold standard” for comparisons
  2. In this comparison, we infer household consumption by matching items between the DHS and the Household Income and Expenditure Survey. Ethiopia was the worst match we found. We conducted the same analysis for Bangladesh and Malawi. Bangladesh came out very similar to Ecuador, and Malawi came out in the middle.