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Social safety nets and productive outcomes: evidence and implications for Bangladesh. Principal Investigator Dr. Ismat Ara Begum Department of Agricultural Economics BAU, Mymensingh-2202. Draft Results Prepared for Presentation at NFPCSP-FAO Workshop 3-4 July, 2013; Dhaka, Bangladesh.
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Social safety nets and productive outcomes: evidence and implications for Bangladesh Principal Investigator Dr. Ismat Ara Begum Department of Agricultural Economics BAU, Mymensingh-2202 Draft Results Prepared for Presentation at NFPCSP-FAO Workshop 3-4 July, 2013; Dhaka, Bangladesh
Introduction • Social safety net programs (SSNPs) are non-contributory transfer programs designed & implemented for the poor & the vulnerable groups • These groups are always a concern to the Bangladesh govt. • One of the main agenda of govt. is reduction of poverty. • Like many other developing countries, SSNPs can play a vital role to reduce poverty in Bangladesh. • Safety net spending is around 15% of the Bangladesh govt. expenditure and 24.57 % HHs received benefit from SSNPs in 2010
31.5 % of households in the country live in poverty • So, it remains unclear whether SSNPs only prevent entry into poverty or promoting exit from poverty or both • Studies investigated ONLY targeting, delivery mechanism, operational performance, alternative design etc., of SSNPs • However, evidence about the productive outcome impacts at household and community levels is scarce • This research will contribute to understand – • Whether selected SSNPs are generating productive outcomes & are contributing to households’ exit from poverty and food insecurity • What constraints or enabling factors are mediating these outcomes
Objectives • To document potential productive impacts of selected public safety nets at the household and community levels and the possible incentive framework behind those results at the two levels • To identify successful examples of government and NGO safety net interventions which foster productive outcomes • To draw implications for the design and implementation of SSN in Bangladesh and for complementarities among government agencies interventions
Goal Food Security Poverty reduction Credit accessibility Risk coping Preventing school drop-out • Household Level • Labor allocation (farm vs off farm, adults vs children) • Asset accumulation/protection • Change in use of inputs and techniques in crop production • Consumption/food security • Human capital accumulation • Investments • Risk coping strategies • Community Level • Goods and labour markets • Multiplier effects in local economy • Creation of community level assets/ infrastructure • Gender inequalities Impact Mechanism • Alleviation of liquidity constraints • Certainty & predictability of income • Promoting child education • Optimal intrahousehold resource allocation Pathways • Income effect • Productivity effect • Purchasing power effect Intervention Poor and Vulnerable People Social Safety net Programs Cash/Kind /Training
Household level Hypothesis: SSN interventions either cash or kind (conditional, unconditional, public works) may facilitate significant changes in income generating activities, labour allocation, accumulation of productive assets & productive investments of beneficiary household than non-beneficiary households. • Research Questions • What are the productive outcomes of selected public safety nets at the household level? • Methodology • For estimating impact we used propensity score matching (PSM) • We used HIES 2010 as a single cross section for identifying the treatment & control groups
Local Economy Level Hypothesis The community will benefit economically from social safety nets interventions through local goods & labour markets and multiplier effects • Research Question • What are the productive outcomes of SSNP at the community level? • Local goods (buying-selling activities, prices etc.) • Labour markets (new employment, employ. diversification, wages etc) • Multiplier effects (investment, employment, economic growth) • Methodology • HIES community dataset, FGD (30) and KII(20)
Study Phasing The study is designed to conduct into three phases • Phase 1 → Literature review & assess the productive impacts of selected SSNs at household level in Bangladesh (HIES data and Impact results) • Phase 2→ presents the impact at community level and recent evidence and documents on the productive outcomes of the safety nets in Bangladesh and other countries (Field survey, literature review,) • Phase 3 → Deals with the issues of enhancing the productive outcomes of the SSNPs (Impact results, SSN-IMPACT matrix & FGDs and KIIs results)
Phase 1: Literature review, estimating productive outcomes at household level • For estimating productive outcomes we considered - • Interventions with an explicit income-generation component • Old age allowance • Allowances for the widowed, destitute and deserted women • Agriculture rehabilitation • A combination of • Cash for work, VGD, food for work & 100 days scheme • Interventions with no explicit income-generation component • Stipend for primary students • Stipend for secondary and higher secondary/female students
Table1 : Number of beneficiary households of the selected SSNPs in HIES 2010
Table2: Measurable productive outcome indicators at household level
Methodology (2) • For estimating impact we used propensity score matching (PSM) • We used HIES 2010 as a single cross section for identifying the treatment & control groups • Mathematically, average impact of program could be expressed as follows (Rubin 1974, Ravallion 2008): • YiC→outcome for household i when it is not exposed to the safety net program • YiT→ outcome for household i when it is exposed to the program • Impact of the program I= YiT- YiC
Impact of Old Age Allowance on productive outcomes • Sample size was 4325 including 485 treated households. • Various indicators were chosen in the areas of labor allocation, income generating activities, investment and shock coping strategies. • All indicators produced insignificant average treatment effect on the treated (ATT) based on Nearest Neighbor Matching (NNM). • OAA is making positive contribution to labor allocation to non-farm activities and helping to investment more in agricultural assets. Access to credit may also be rising due to OAA. • The results are not statistically significant, it is not possible to make firm conclusions.
Table3 : Impact of Old Age Allowance on productive outcomes in Bangladesh In Bangladesh OAA receivers are one of the most income vulnerable groups and the amount received is extremely inadequate. This may reflect in the results.
Impact of Agriculture Rehabilitation Program on productive outcomes • Analysis is based on 4286 households of which 446 are beneficiaries of ARP. • ATT was significant for income generating activities (farm and non-farm), labor allocation (farm and non-farm self-employment), and investment (agricultural assets, inputs). • Farm activities increased by 0.37 units per household due to intervention. At the same time non-farm activity declined by 0.72 units. • One of the areas of reduction of labor unit is day laborer in non-farm sector. This indicates that farmers may save time by involving in higher paid farming than day laborer activities in non-farm sector. • Access to credit is reducing for the safety net and they might be depleting some assets during shock (results are not statistically significant for credit and asset sold due to shock variables).
Table 4: Impact of Agriculture Rehabilitation Program on productive outcomes ARP is a promising means of safety net for the marginal and small farmers. This type of safety net for farming communities could contribute more to productive outcomes.
Impact of AWDD on productive outcomes • The sample size was 4043 households of which 203 are beneficiaries of AWDD. • The beneficiaries in this program worked less hours, but involved more in non-farm activities due to program. • AWDD is making positive contribution to labor allocation in non-farm activities & self employment in non-farm sectors. • AWDD is helping to spend more in food and health. Access to credit may also be rising due to AWDD. • As these results are not statistically significant, it is not possible to make firm conclusions.
Table 5: Impact of AWDD on productive outcomes in Bangladesh, 2010
Impact of Primary school stipend on productive outcomes • Analysis is based on 4284 households of which 444 are beneficiaries of SPE. • The ATT was significant for non-farm income generating activities, labor allocation in non-farm wage labor, and annual non-food expenses. • Thus safety net in primary education program is playing very little role on short term impact on productive outcome. • We haven't examined here the impact on enrollment, dropout, attendance etc. because they are well documented in the literature confirming positive roles. • So there is no doubt that the program has been playing useful role in human capital development and that may be the reason for significant impact on non-farm activities.
Table 6: Impact of Primary school stipend on productive outcomes in Bangladesh, 2010
Impact of SSHE Program on productive outcomes • Analysis is based on 4016 households of which 176 are beneficiaries of SSHE. • The ATT was significant only for non-farm self-employment and investment in agricultural asset. • Non-farm self-employment increased and at the same time value of agricultural assets decreased. • Health expenditure is significant at 10 percent level and is rising due to program. • Thus safety net in secondary education program is playing very little role on short term impact on productive outcome.
Table7 : Impact of SSHE Program on productive outcomes in Bangladesh
Impact of combined program • Analysis is based on 3881 households of which 41 are beneficiaries of combined program • A combination of • Cash for work, VGD, food for work & 100 days Employment scheme • The ATT was not significant for any of the indicators.
Table8 : Impact of combined SSNPs on productive outcomes in Bangladesh The combined program has only 41 beneficiary households in the sample and so one must consider the result with caution.
Impact of all selected SSNPs on productive outcomes • Analysis is based on 5635 households of which 1795 are beneficiaries of all selected SSNPs. • ATT was significant for income generating activities (farm), labor allocation (farm self-employment), and investment (agricultural inputs). • Selected safety net programs are promising means for the vulnerable groups. • Access to credit is reducing for the safety net.
Table9 : Impact of all selected SSNPs on productive outcomes in Bangladesh
In conclusion, • We have found that OAA and AWDD are making positive contribution to some productive outcomes but as these results are not found statistically significant in our study, therefore it is not possible to make firm conclusions. • Safety net in primary and secondary education program are also playing very little role on short term impact on productive outcome. • Analysis suggests that ARP is a promising means of safety net for the marginal and small farmers. ATT of ARP produced significant effects on income generating activities (farm and non-farm), labor allocation (farm and non-farm self-employment), and investment (agricultural assets, inputs)
Phase 2: FGD Findings:Utilization of SSNP supports & Household Income • Consumption and health were main heads on which beneficiaries spent major share of their received SSNP supports followed by household items, school cost, agricultural inputs, savings and investment. • About 50% of the beneficiaries of OAA spent their full receipt on purchase of medicine. • SNP supports were also spent on repayment of credit. • A very few of the beneficiaries were found to spend their SSNP supports on investment purposes. • Purchasing poultry birds & goats; agricultural inputs; housing improvements and human capital (school fees) were major heads of investment by the SSNP beneficiaries.
Household Income • About 87, 5 and 8 percent of FGD participants stated that their household income was increased, decreased and no changed respectively. • High price of daily essentials compelled the participants to work hard for more hours. • Increased wage rate gives them more earning from same working hours. In addition, engagement of part time works by the women and children of the households also helped them to raise their household income.
Labour Markets • Many of the male and female beneficiaries were found to allocate their labour from farm to non-farm activities. • Many female beneficiaries of AWDD had to hire out of labour in non-farm activities, particularly for repairing/ reconstructing of their living houses. • Non-farm labour wages increased higher than farm wages both for men and women
Goods Markets • Changes in selling of farm/non-farm products to the local/village markets were observed by the most of the participant beneficiaries • Non-beneficiary FGD participants opined that SSN supports are offering very few new market opportunities for all people in the locality. • All of the beneficiary and non-beneficiary participants claimed that price of daily essentials increased very much. • Almost all of the beneficiary and non-beneficiary participants argued that SSN supports did not affect general price level at all in the study areas.
Coping mechanisms and multiplier effects • The FGD participants were experienced several shocks last year such as price hikes, illness or accident of the earning members and death of income earners. • Consumption reduction, sales of household durables, employing children, borrowing from neighbours were major coping mechanisms during shock. • Almost all of the beneficiaries preferred for SSN supports as risk resilience and coping. • All of the beneficiary and non-beneficiary participants thought that the community is benefited from SSN supports. • Construction and repair of roads, dike, and bridge with SSN supports are found in rural areas. On the contrary, no such evidence was observed in urban areas.
Gender Inequality • Most of the beneficiary and non-beneficiary were found to take decision jointly. • In few cases male were found to dominate in decision making. They thought that women have no intellectual ability and experience.
Recommendations and adjustment • In conclusion, in most of the cases we did not find any direct causality between SSNPs and productive outcome . • Specific SSNPs designed for particular group of affected/ needy/vulnerable people. • However, OAA was preferred by majority of the FGD participants. Because, it is available for both male and female. • All the beneficiaries & non-beneficiaries urged to expand the existing SSNPs covering more people with higher amount. • Biasness, nepotism and bribing to be provided in availing SSNs are major problem as mentioned by most of the non-beneficiaries.
Phase 2: Enhancing the productive outcomes of the SSN Research Questions What are the successful examples of government & NGOs safety nets interventions which foster productive outcomes? What are the recommendations for adjustment and actions? What would be the alternative coordination/ integration mechanism at the local and central level? • For RQ (1) • International as well as regional programs similar to interventions has been reviewed • Particularly we aim to identify productive roles of widely cited safety net programs. • Program-impact matrix on the process of developed
Determination of Relative Strength and weakness of SSPs • Out of 30 studies, 19 studies covering 25 SSNs in South Asia & around the world and rest 11 Studies covering 12 SSNs in Bangladesh. • Entire studies were conducted over last 20 years. • Each study covered at least a single SSNP, However some studies covered several SSNPs. • Each of the studies revealed one to several productive outcome indicators to measure the direct and indirect impact of SSNPs. • Reviewing all of the productive outcome indicators of all studies, most common 8 outcomes at household level, those directly affect by SSNPs were chosen to determine the relative strength and weakness of SSPs in our study.
Program-wise Impact of SSNPs in South Asia (Excludes Bangladesh)
Program-wise Impact of SSNPs in the World (Excludes South Asia)
Strength & weakness • Relative strength or weakness of a particular SSN were categories according to the numbers of outcomes (out of 8 indicator outcomes) positively affected by that SSN. • Strong (*****) to weak (*) were calculated based upon the following scale • 0 > 10 = *; • 11 to 24% =** • 25 to 49 = ***; • 50 to 74 = ****; • 75 to 100= ***** • The concept of this rate of evidence or scale is adopted from Harold Alderman and Ruslan Yemtsov (2012), and Grosh et al. (2008). • However, This is, of course, highly subjective and relative, but this is precisely our aim here to identify the successful example of SSNPs.
TABLE: PRODUCTIVE OUTCOMES OF SSNPS: STRENGTH AND WEAKNESSES OF WORLD WIDE PROGRAMS