1. Dr. Sikandra Kurdi
Research Fellow, IFPRI
Findings from Impact
Evaluations of Social
Protection Programs
لبرامج األثر تقييمات نتائج
االجتماعية الحماية
د
.
كردي سيكاندرا
الغذائية السياسات لبحوث الدولي المعهد ، باحث زميل
2. IFPRI Social Protection
Evaluation Work with the
Ministry of Social Solidarity
Sikandra Kurdi
International Food Policy Research Institute
May 7, 2023
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
• 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
• Further explored in qualitative evaluation and 2022 round
• 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. 2022 Survey
• After 5 years, financial impacts of cash have shifted from
consumption to investment and debt repayment
• Reduction in debt by 4000 EGP
• Increase in ownership of drip irrigation, plows, tractors, and livestock
• Significant impacts on school enrollment:
0 20 40 60 80 100 120
Primary
Preparatory
Secondary
Takaful impacts on school enrollment (percent
enrollment)
Non-Takaful Enrollment Estimated Impact
9. 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
10. 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
11. 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
• 30% rejected Takaful applicants
• Randomized Control Trial:
• 160 Treatment sub-villages
• 163 Control sub-villages
• 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.)
12. Ongoing Work: Forsa evaluation
• Household survey in January-February
2022
• Sample 24 eligible households per
village
• Expect 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
13. 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
14. 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:
• Policy brief on Forsa employers survey
• Academic journal article on Takaful medium-term impacts
• Academic journal article on demographic heterogeneity in consumption
impacts