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IFPRI Social Protection
Evaluation Work with the
Ministry of Social Solidarity
Sikandra Kurdi
International Food Policy Research Institute
May 7, 2023
Social Protection Research Overview
 Takaful evaluations
oRegression discontinuity evaluations
oFirst round 2017 and second round 2022
oTargeting analysis (ongoing)
oHeterogeneity analysis (ongoing)
 Forsa evaluation (ongoing)
oBaseline in 2022
Supported by USAID Evaluating Impact and Building Capacity Project,
World Bank, and National Policies and Strategy OneCG Initiative
Takaful Impact Evaluations
 Regression Discontinuity
measures the impact even without a
baseline or a control group
 Ideal for rigorous evaluation of large
national program without dedicated
randomized pilot
o Two rounds in 2017 and 2022
 Disadvantage that measures “local
average treatment effect”: the
impact on hhs near the threshold
 Supplemented by qualitative
evaluation in 2018 and
heterogeneity analysis (on-going)
Validation of Regression Discontinuity Methodology
2017 Round 2022 Round
Sample of 5326 households
• Applied for Takaful 2015- June 2017
• PMT score between 3900 and 5100
Second round sample of 6475 households
Applied for Takaful in May 2016 – Dec. 2016
•PMT score between 4437 and 4563
New set of households and narrower regression
discontinuity window in order to maximize
statistical power
2017 Survey Results
70
13
101
0 500 1000 1500
Meat and Poultry
Fruits
Total Food
Household Spending per Month (EGP)
 Total consumption increased by 8.4%; food spending increased by 8.9%
 Increased spending on fruits and poultry
 Increased spending on school costs
0
2
4
6
8
10
12
Egypt
(Takaful)
Brazil Columbia Honduras Mexico
Impact
on
Consumption
(%
increase)
123
211
0 500 1000
Household with primary school age
children
Household with secondary school
age children
Household Spending per Year (EGP)
Average Spending Takaful Impact
2017 Survey Results
 No impact on school attendance or healthcare attendance as conditionalities not yet
 Negative impact on women’s reported decision-making
o Further explored in qualitative evaluation and 2022 round
o Suggests this was a short-term result concentrated in women with less education and
possibly related to decreased in employment for women
 Targeting is good overall, but urban poor less likely to be included than rural poor and there
was a lack of understanding of program conditions
Urban Households in Poorest 40%
Rural Households in Poorest
40%
Heard of Takaful 78% 86%
Applied to Takaful 37% 50%
Takaful Beneficiary 9% 18%
Share of Applicants Accepted 18% 31%
Continue to fund the program and expand coverage
Improve targeting through better outreach particularly in urban areas and
updating PMT formula
Improve communication regarding program design on conditionality and
program length and recertification
Work towards a comprehensive social protection strategy
Increase transparency and communication regarding status of applicants
Explore additional measures to promote women’s decision-making as
giving transfers alone does not change women’s role in the household
Continue to survey and evaluate the program
2017 Policy Recommendations
Ongoing Work: Heterogeneity Analysis
 Use administrative data to measure changes in asset ownership between
original registration and recertification
 Test whether program impacts are stronger for poor households:
𝐴𝑠𝑠𝑒𝑡𝑆𝑐𝑜𝑟𝑒1 − 𝐴𝑠𝑠𝑒𝑡𝑆𝑐𝑜𝑟𝑒0 = 𝛼𝐴𝑠𝑠𝑒𝑡𝑆𝑐𝑜𝑟𝑒0 + 𝛽𝑍
Ongoing Work: Demographic Targeting Analysis
 In 2017 survey results, impacts on consumption are higher for households
with older heads
 ELMPS panel data analysis shows households accumulate assets as they
age so they have high PMT score relative to their consumption
 => For given PMT score, older householders are poorer
 Policy recommendation supports change already made by Takaful to have
separate cut-offs by household head age
Ongoing Work: Forsa evaluation
 New economic inclusion program to graduate beneficiaries of Takaful & Karama
to economic self-reliance
 Two modalities: asset transfer and wage employment
 Pilot program with 50,000 participants in 8 governorates
o 70 % current Takaful beneficiaries
o 30% rejected Takaful applicants
 Randomized Control Trial:
o 160 Treatment sub-villages
o 163 Control sub-villages
o Goals: to measure impacts of Forsa on income and consumption for different
types of households (beneficiaries vs. rejected applicants; female vs. male
participants; high-skilled vs. low-skilled, etc.)
Ongoing Work: Forsa evaluation
 Household survey in January-
February 2022
 Sample 24 eligible households per
village
oExpect most but not all eligible
households in treatment villages to
end up participating in Forsa
 83% of sampled households reported
willingness to enroll in Forsa
 Of which 77% preferred self-
employment track
Current Takaful
beneficiaries
HH types
Rejected Takaful
applicants
Treatment Control
Ongoing Work : Forsa evaluation
 Baseline survey in data provides a detailed description of work skills,
current employment, and time use in targeted households which has been
shared as an input to program design decisions
 Midline telephone survey tentatively planned for late 2023 to measure
program uptake and impacts on employment and household production
Publications
 4 Policy briefs
 Full-reports on Takaful first round, Takaful second round, and Forsa
baseline
 Academic journal article accepted at Economic Development and Cultural
Change on impacts of Takaful on women’s decision-making
 In-progress:
oPolicy brief on Forsa employers survey
oAcademic journal article on Takaful medium-term impacts
oAcademic journal article on demographic heterogeneity in consumption
impacts

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IFPRI Social Protection Research Overview in Egypt

  • 1. IFPRI Social Protection Evaluation Work with the Ministry of Social Solidarity Sikandra Kurdi International Food Policy Research Institute May 7, 2023
  • 2. Social Protection Research Overview  Takaful evaluations oRegression discontinuity evaluations oFirst round 2017 and second round 2022 oTargeting analysis (ongoing) oHeterogeneity analysis (ongoing)  Forsa evaluation (ongoing) oBaseline in 2022 Supported by USAID Evaluating Impact and Building Capacity Project, World Bank, and National Policies and Strategy OneCG Initiative
  • 3. Takaful Impact Evaluations  Regression Discontinuity measures the impact even without a baseline or a control group  Ideal for rigorous evaluation of large national program without dedicated randomized pilot o Two rounds in 2017 and 2022  Disadvantage that measures “local average treatment effect”: the impact on hhs near the threshold  Supplemented by qualitative evaluation in 2018 and heterogeneity analysis (on-going)
  • 4. Validation of Regression Discontinuity Methodology 2017 Round 2022 Round Sample of 5326 households • Applied for Takaful 2015- June 2017 • PMT score between 3900 and 5100 Second round sample of 6475 households Applied for Takaful in May 2016 – Dec. 2016 •PMT score between 4437 and 4563 New set of households and narrower regression discontinuity window in order to maximize statistical power
  • 5. 2017 Survey Results 70 13 101 0 500 1000 1500 Meat and Poultry Fruits Total Food Household Spending per Month (EGP)  Total consumption increased by 8.4%; food spending increased by 8.9%  Increased spending on fruits and poultry  Increased spending on school costs 0 2 4 6 8 10 12 Egypt (Takaful) Brazil Columbia Honduras Mexico Impact on Consumption (% increase) 123 211 0 500 1000 Household with primary school age children Household with secondary school age children Household Spending per Year (EGP) Average Spending Takaful Impact
  • 6. 2017 Survey Results  No impact on school attendance or healthcare attendance as conditionalities not yet  Negative impact on women’s reported decision-making o Further explored in qualitative evaluation and 2022 round o Suggests this was a short-term result concentrated in women with less education and possibly related to decreased in employment for women  Targeting is good overall, but urban poor less likely to be included than rural poor and there was a lack of understanding of program conditions Urban Households in Poorest 40% Rural Households in Poorest 40% Heard of Takaful 78% 86% Applied to Takaful 37% 50% Takaful Beneficiary 9% 18% Share of Applicants Accepted 18% 31%
  • 7. Continue to fund the program and expand coverage Improve targeting through better outreach particularly in urban areas and updating PMT formula Improve communication regarding program design on conditionality and program length and recertification Work towards a comprehensive social protection strategy Increase transparency and communication regarding status of applicants Explore additional measures to promote women’s decision-making as giving transfers alone does not change women’s role in the household Continue to survey and evaluate the program 2017 Policy Recommendations
  • 8. Ongoing Work: Heterogeneity Analysis  Use administrative data to measure changes in asset ownership between original registration and recertification  Test whether program impacts are stronger for poor households: 𝐴𝑠𝑠𝑒𝑡𝑆𝑐𝑜𝑟𝑒1 − 𝐴𝑠𝑠𝑒𝑡𝑆𝑐𝑜𝑟𝑒0 = 𝛼𝐴𝑠𝑠𝑒𝑡𝑆𝑐𝑜𝑟𝑒0 + 𝛽𝑍
  • 9. Ongoing Work: Demographic Targeting Analysis  In 2017 survey results, impacts on consumption are higher for households with older heads  ELMPS panel data analysis shows households accumulate assets as they age so they have high PMT score relative to their consumption  => For given PMT score, older householders are poorer  Policy recommendation supports change already made by Takaful to have separate cut-offs by household head age
  • 10. Ongoing Work: Forsa evaluation  New economic inclusion program to graduate beneficiaries of Takaful & Karama to economic self-reliance  Two modalities: asset transfer and wage employment  Pilot program with 50,000 participants in 8 governorates o 70 % current Takaful beneficiaries o 30% rejected Takaful applicants  Randomized Control Trial: o 160 Treatment sub-villages o 163 Control sub-villages o Goals: to measure impacts of Forsa on income and consumption for different types of households (beneficiaries vs. rejected applicants; female vs. male participants; high-skilled vs. low-skilled, etc.)
  • 11. Ongoing Work: Forsa evaluation  Household survey in January- February 2022  Sample 24 eligible households per village oExpect most but not all eligible households in treatment villages to end up participating in Forsa  83% of sampled households reported willingness to enroll in Forsa  Of which 77% preferred self- employment track Current Takaful beneficiaries HH types Rejected Takaful applicants Treatment Control
  • 12. Ongoing Work : Forsa evaluation  Baseline survey in data provides a detailed description of work skills, current employment, and time use in targeted households which has been shared as an input to program design decisions  Midline telephone survey tentatively planned for late 2023 to measure program uptake and impacts on employment and household production
  • 13. Publications  4 Policy briefs  Full-reports on Takaful first round, Takaful second round, and Forsa baseline  Academic journal article accepted at Economic Development and Cultural Change on impacts of Takaful on women’s decision-making  In-progress: oPolicy brief on Forsa employers survey oAcademic journal article on Takaful medium-term impacts oAcademic journal article on demographic heterogeneity in consumption impacts