SlideShare a Scribd company logo
1 of 44
Download to read offline
Motivation
Empirical analyses
Discussion and Conclusion
Community-based health insurance in Rwanda:
An eļ¬€ective measure against child labour?
Renate Strobl
Department of Health Economics, University of Basel
13 September 2013
Swiss Health Economic Workshop, Lucerne
Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
Motivation
Empirical analyses
Discussion and Conclusion
Outline
1 Motivation
Children as insurance asset
Formal health insurance
2 Empirical analyses
Empirical strategy
Estimation results
Robustness check
3 Discussion and Conclusion
Discussion of results
Policy implications
Limitations and Outlook
Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
Motivation
Empirical analyses
Discussion and Conclusion
Children as insurance asset
Formal health insurance
Outline
1 Motivation
Children as insurance asset
Formal health insurance
2 Empirical analyses
Empirical strategy
Estimation results
Robustness check
3 Discussion and Conclusion
Discussion of results
Policy implications
Limitations and Outlook
Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
Motivation
Empirical analyses
Discussion and Conclusion
Children as insurance asset
Formal health insurance
Informal risk coping strategies
Options:
1 Drawing on savings
2 Selling assets
3 Borrowing from the extended family
4 Children as insurance asset:
School de-enrolment (ā†’ economizing educational
expenditures)
Child labour (ā†’ generating income; replacing family members
in household production)
Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
Motivation
Empirical analyses
Discussion and Conclusion
Children as insurance asset
Formal health insurance
Children as insurance asset
Ex post risk coping strategy:
Income shock ā‡’ consumption smoothing
agricultural crop shocks (Beegle et al., 2006, Jakoby and
Skouļ¬as, 1997)
parental health shocks (Bazen and Salmon, 2010, de Janvry et
al., 2006)
economic crisis (Thomas et al., 2004)
Ex ante risk coping strategy:
Income risk ā‡’ precautionary savings
child time allocation is aļ¬€ected even if shocks do not realize
Fitzsimons (2007), Kazianga (2012)
Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
Motivation
Empirical analyses
Discussion and Conclusion
Children as insurance asset
Formal health insurance
Children as insurance asset
Ex post risk coping strategy:
Income shock ā‡’ consumption smoothing
agricultural crop shocks (Beegle et al., 2006, Jakoby and
Skouļ¬as, 1997)
parental health shocks (Bazen and Salmon, 2010, de Janvry et
al., 2006)
economic crisis (Thomas et al., 2004)
Ex ante risk coping strategy:
Income risk ā‡’ precautionary savings
child time allocation is aļ¬€ected even if shocks do not realize
Fitzsimons (2007), Kazianga (2012)
Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
Motivation
Empirical analyses
Discussion and Conclusion
Children as insurance asset
Formal health insurance
Children as insurance asset
Signiļ¬cant long-term costs:
Child labour is associated with
worsened health (Oā€™Donnell et al., 2005)
lower educational attainment (Beegle et al., 2008, Zabaleta,
2011)
lower cognitive achievements (Akabayashi & Psacharopoulos,
1999, Heady, 2003)
Withdrawals from school reduce probability to return to school
(de Janvry et al., 2006)
ā‡’ lower human capital accumulation
ā‡’ lower future earnings, productivity, well-being;
perpetuated poverty
Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
Motivation
Empirical analyses
Discussion and Conclusion
Children as insurance asset
Formal health insurance
Children as insurance asset
Signiļ¬cant long-term costs:
Child labour is associated with
worsened health (Oā€™Donnell et al., 2005)
lower educational attainment (Beegle et al., 2008, Zabaleta,
2011)
lower cognitive achievements (Akabayashi & Psacharopoulos,
1999, Heady, 2003)
Withdrawals from school reduce probability to return to school
(de Janvry et al., 2006)
ā‡’ lower human capital accumulation
ā‡’ lower future earnings, productivity, well-being;
perpetuated poverty
Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
Motivation
Empirical analyses
Discussion and Conclusion
Children as insurance asset
Formal health insurance
Outline
1 Motivation
Children as insurance asset
Formal health insurance
2 Empirical analyses
Empirical strategy
Estimation results
Robustness check
3 Discussion and Conclusion
Discussion of results
Policy implications
Limitations and Outlook
Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
Motivation
Empirical analyses
Discussion and Conclusion
Children as insurance asset
Formal health insurance
Literature
Formal health insurance ā‡’ Informal risk coping strategies:
Dekker and Wilms (2009):
insured households sell assets less frequently and borrow less
money to ļ¬nance medical treatment (Uganda)
Wagstaļ¬€ and Pradhan (2005):
insured households have higher educational expenditures
(Vietnam)
Guarcello et al. (2010):
children of insured households are less likely to work and more
likely to go to school (Guatemala)
Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
Motivation
Empirical analyses
Discussion and Conclusion
Children as insurance asset
Formal health insurance
Community-based health insurance in Rwanda
History:
1999: pilot test in 3 districts, provided by so-called Mutuelles
from 2003 on: progressively scaled up to a national system
population coverage rate: 7% (2003), 44% (2005), 73%
(2006), 91% (2010)
Aļ¬ƒliation conditions (time of survey):
enrolment at household level
annual premium: 2,500-11,500 RWF per household
(3.80-17.40 USD)
co-payments: 100-150 RWF (0.15-0.22 USD) per visit at
health center; 10% of hospital fee at district hospital
Beneļ¬t Packages:
Minimum Package: all services provided at local health center
Complementary Package: limited services provided at district
hospitals
Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
Motivation
Empirical analyses
Discussion and Conclusion
Children as insurance asset
Formal health insurance
Community-based health insurance in Rwanda
History:
1999: pilot test in 3 districts, provided by so-called Mutuelles
from 2003 on: progressively scaled up to a national system
population coverage rate: 7% (2003), 44% (2005), 73%
(2006), 91% (2010)
Aļ¬ƒliation conditions (time of survey):
enrolment at household level
annual premium: 2,500-11,500 RWF per household
(3.80-17.40 USD)
co-payments: 100-150 RWF (0.15-0.22 USD) per visit at
health center; 10% of hospital fee at district hospital
Beneļ¬t Packages:
Minimum Package: all services provided at local health center
Complementary Package: limited services provided at district
hospitals
Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
Motivation
Empirical analyses
Discussion and Conclusion
Children as insurance asset
Formal health insurance
Community-based health insurance in Rwanda
History:
1999: pilot test in 3 districts, provided by so-called Mutuelles
from 2003 on: progressively scaled up to a national system
population coverage rate: 7% (2003), 44% (2005), 73%
(2006), 91% (2010)
Aļ¬ƒliation conditions (time of survey):
enrolment at household level
annual premium: 2,500-11,500 RWF per household
(3.80-17.40 USD)
co-payments: 100-150 RWF (0.15-0.22 USD) per visit at
health center; 10% of hospital fee at district hospital
Beneļ¬t Packages:
Minimum Package: all services provided at local health center
Complementary Package: limited services provided at district
hospitals
Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
Motivation
Empirical analyses
Discussion and Conclusion
Empirical strategy
Estimation results
Robustness check
Outline
1 Motivation
Children as insurance asset
Formal health insurance
2 Empirical analyses
Empirical strategy
Estimation results
Robustness check
3 Discussion and Conclusion
Discussion of results
Policy implications
Limitations and Outlook
Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
Motivation
Empirical analyses
Discussion and Conclusion
Empirical strategy
Estimation results
Robustness check
Data
Data set:
Household Living Conditions Survey (EICV2) 2005/06
cross-sectional, nationally representative
socio-economic data of 6,900 households and 34,785
individuals
community-level data for 440 communities (only for rural part
of Rwanda)
Final sample:
restriction on rural regions of Rwanda
exclusion of households insured in health insurance schemes
other than Mutuelles (RAMA, MMI, private schemes)
households with children from 7-15 years
household head older than 15 years
ā‡’ 5,811 children living in 3,154 households
ā‡’ 43,4 % of households insured by Mutuelles
Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
Motivation
Empirical analyses
Discussion and Conclusion
Empirical strategy
Estimation results
Robustness check
Two outcome variables
1 Hours worked:
children age 7 - 15 (minimum working age in Rwanda: 16
years)
total hours worked in the last 7 days (employment and
household chores)
2 Education Gap:
Education Gap =
max{0, Expected Education āˆ’Actual Education}
with Expected Education =
0 if age 7
ageāˆ’7 if 8 age 15
captures any delays (e.g. due to late entry, class repetitions) as
well as premature drop-outs
Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
Motivation
Empirical analyses
Discussion and Conclusion
Empirical strategy
Estimation results
Robustness check
Hours worked
Figure 1: Average weekly hours worked, by gender and health insurance status
Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
Motivation
Empirical analyses
Discussion and Conclusion
Empirical strategy
Estimation results
Robustness check
Education Gap
Figure 2: Average Education Gap, by gender and health insurance status
Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
Motivation
Empirical analyses
Discussion and Conclusion
Empirical strategy
Estimation results
Robustness check
Estimation equation
Estimation Equation:
Hijk = Ī²0l +Ī²1Xijk +Ī²2Mutuelleijk +Ī·l +Īµijk
Hijk : Hours worked or Education Gap
Mutuelleijk : Mutuelle enrolment (dummy)
Xijk : Child, household, community characteristics
Ī·l : District dummies
ā‡’ Problem: possible endogeneity of Mutuelle enrolment
Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
Motivation
Empirical analyses
Discussion and Conclusion
Empirical strategy
Estimation results
Robustness check
Estimation equation
Estimation Equation:
Hijk = Ī²0l +Ī²1Xijk +Ī²2Mutuelleijk +Ī·l +Īµijk
Hijk : Hours worked or Education Gap
Mutuelleijk : Mutuelle enrolment (dummy)
Xijk : Child, household, community characteristics
Ī·l : District dummies
ā‡’ Problem: possible endogeneity of Mutuelle enrolment
Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
Motivation
Empirical analyses
Discussion and Conclusion
Empirical strategy
Estimation results
Robustness check
Test of endogeneity
Two instrumental variables (IV)
1 Community Mutuelle enrolment rate = Ei āˆ’Di
Ni āˆ’1
Ei = Number of enrolled households in community
Di = Dummy if household is enrolled
Ni = Total number of households in community
2 Satisfaction of household with quality of services provided at
district hospital (dummy)
Test on relevance and overidentifying restrictions
ā‡’ IV validated
Test of endogeneity
ā‡’ Mutuelle enrolment can be treated as exogenous
ā‡’ Simple count data regression models
Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
Motivation
Empirical analyses
Discussion and Conclusion
Empirical strategy
Estimation results
Robustness check
Test of endogeneity
Two instrumental variables (IV)
1 Community Mutuelle enrolment rate = Ei āˆ’Di
Ni āˆ’1
Ei = Number of enrolled households in community
Di = Dummy if household is enrolled
Ni = Total number of households in community
2 Satisfaction of household with quality of services provided at
district hospital (dummy)
Test on relevance and overidentifying restrictions
ā‡’ IV validated
Test of endogeneity
ā‡’ Mutuelle enrolment can be treated as exogenous
ā‡’ Simple count data regression models
Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
Motivation
Empirical analyses
Discussion and Conclusion
Empirical strategy
Estimation results
Robustness check
Test of endogeneity
Two instrumental variables (IV)
1 Community Mutuelle enrolment rate = Ei āˆ’Di
Ni āˆ’1
Ei = Number of enrolled households in community
Di = Dummy if household is enrolled
Ni = Total number of households in community
2 Satisfaction of household with quality of services provided at
district hospital (dummy)
Test on relevance and overidentifying restrictions
ā‡’ IV validated
Test of endogeneity
ā‡’ Mutuelle enrolment can be treated as exogenous
ā‡’ Simple count data regression models
Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
Motivation
Empirical analyses
Discussion and Conclusion
Empirical strategy
Estimation results
Robustness check
Outline
1 Motivation
Children as insurance asset
Formal health insurance
2 Empirical analyses
Empirical strategy
Estimation results
Robustness check
3 Discussion and Conclusion
Discussion of results
Policy implications
Limitations and Outlook
Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
Motivation
Empirical analyses
Discussion and Conclusion
Empirical strategy
Estimation results
Robustness check
Estimation results: Mutuelle eļ¬€ect
Table 1: Count data regression estimates: Average marginal eļ¬€ect of Mutuelle enrolment
Hours worked Education Gap
(ZINB) (Poisson)
n AME (SE) AME (SE)
All 5,811 -1.058** (0.475) -0.120*** (0.035)
Boys 2,880 -1.491*** (0.573) -0.085* (0.049)
Girls 2,931 -0.311 (0.616) -0.168*** (0.045)
Standard errors corrected for clustering at the community level;
*p < 0.10, **p < 0.05, ***p < 0.01;
Control variables: child: sex, age, number of older children in household; household:
sex, age, education of head, household size, land owned in acres, distance to primary
and secondary school; community: proportion of households with landownings less 2
acres, dummies indicating presence of health center, primary school, market, public
telephone.
Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
Motivation
Empirical analyses
Discussion and Conclusion
Empirical strategy
Estimation results
Robustness check
Outline
1 Motivation
Children as insurance asset
Formal health insurance
2 Empirical analyses
Empirical strategy
Estimation results
Robustness check
3 Discussion and Conclusion
Discussion of results
Policy implications
Limitations and Outlook
Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
Motivation
Empirical analyses
Discussion and Conclusion
Empirical strategy
Estimation results
Robustness check
Propensity score matching
Table 2: Propensity score matching: Average treatment eļ¬€ect of Mutuelle enrolment
Hours worked per child Education Gap per child
n ATT (SE) Ī“ ATT (SE) Ī“
Radius 3,263 -1.216** (0.437) 1.4 -0.148** (0.059) 1.2
Kernel 3,263 -1.751** (0.673) 1.0 -0.107 (0.070) -
Standard errors attained by bootstrapping (50 replications);
*p < 0.10, **p < 0.05, ***p < 0.01;
Caliper width for radius matching: 0.01; bandwidth for Kernel matching: 0.06;
Ī“: Sensitivity parameter of Rosenbaum bounds sensitivity analysis;
Covariates: sex, age and education of the head, dummy indicating chronical health problems
of household members, household size, number of children under 7, number of children in age
7-15, land owned in acres, dummy indicating if the household is houseowner, dummies for
consumption quintiles, distance to the nearest health center, district dummies.
Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
Motivation
Empirical analyses
Discussion and Conclusion
Discussion of results
Policy implications
Limitations and Outlook
Outline
1 Motivation
Children as insurance asset
Formal health insurance
2 Empirical analyses
Empirical strategy
Estimation results
Robustness check
3 Discussion and Conclusion
Discussion of results
Policy implications
Limitations and Outlook
Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
Motivation
Empirical analyses
Discussion and Conclusion
Discussion of results
Policy implications
Limitations and Outlook
Discussion of results
Substantial impact of mutual health insurance on schooling
outcomes:
remarkably, as Mutuelles cover only a part of total economic
cost of illness:
do not compensate for lost earnings
co-payments have to be eļ¬€ected
compared to decrease of child working time of 1 hour per week:
suggests that impact on schooling not only via time-liberating
eļ¬€ect
Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
Motivation
Empirical analyses
Discussion and Conclusion
Discussion of results
Policy implications
Limitations and Outlook
Discussion of results
Substantial impact of mutual health insurance on schooling
outcomes:
remarkably, as Mutuelles cover only a part of total economic
cost of illness:
do not compensate for lost earnings
co-payments have to be eļ¬€ected
compared to decrease of child working time of 1 hour per week:
suggests that impact on schooling not only via time-liberating
eļ¬€ect
Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
Motivation
Empirical analyses
Discussion and Conclusion
Discussion of results
Policy implications
Limitations and Outlook
Possible impact channels
Formal health insurance ā‡’ Child labour and schooling:
1 Mutuelles protect Rwandan households eļ¬ƒciently against
high OOP payments (Lu et al., 2012, Saksena et al. 2011,
Shimeles, 2010)
ex ante: reduced need to build up a buļ¬€er stock
ex post: facilitated consumption smoothing
2 Mutuelle members use modern health care more likely
(Lu et al., 2012, Saksena et al. 2011, Shimeles, 2010)
faster recovery / better overall health status
less income losses and treatment costs
less time absent in school, better learning performance
Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
Motivation
Empirical analyses
Discussion and Conclusion
Discussion of results
Policy implications
Limitations and Outlook
Possible impact channels
Formal health insurance ā‡’ Child labour and schooling:
1 Mutuelles protect Rwandan households eļ¬ƒciently against
high OOP payments (Lu et al., 2012, Saksena et al. 2011,
Shimeles, 2010)
ex ante: reduced need to build up a buļ¬€er stock
ex post: facilitated consumption smoothing
2 Mutuelle members use modern health care more likely
(Lu et al., 2012, Saksena et al. 2011, Shimeles, 2010)
faster recovery / better overall health status
less income losses and treatment costs
less time absent in school, better learning performance
Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
Motivation
Empirical analyses
Discussion and Conclusion
Discussion of results
Policy implications
Limitations and Outlook
Outline
1 Motivation
Children as insurance asset
Formal health insurance
2 Empirical analyses
Empirical strategy
Estimation results
Robustness check
3 Discussion and Conclusion
Discussion of results
Policy implications
Limitations and Outlook
Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
Motivation
Empirical analyses
Discussion and Conclusion
Discussion of results
Policy implications
Limitations and Outlook
Policy implications
Formal health insurance:
Indirect beneļ¬ts so far unrecognized:
crowding out of ineļ¬ƒcient risk coping strategies (child labour
and school de-enrolment)
higher human capital accumulation
should be taken into account in cost-eļ¬ƒciency analyses of such
policy interventions
Useful and necessary complement to explicit child labour
countermeasures (bans, compulsory schooling):
eliminating child labour without undermining householdā€™s
ability to cope with risk
Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
Motivation
Empirical analyses
Discussion and Conclusion
Discussion of results
Policy implications
Limitations and Outlook
Policy implications
Formal health insurance:
Indirect beneļ¬ts so far unrecognized:
crowding out of ineļ¬ƒcient risk coping strategies (child labour
and school de-enrolment)
higher human capital accumulation
should be taken into account in cost-eļ¬ƒciency analyses of such
policy interventions
Useful and necessary complement to explicit child labour
countermeasures (bans, compulsory schooling):
eliminating child labour without undermining householdā€™s
ability to cope with risk
Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
Motivation
Empirical analyses
Discussion and Conclusion
Discussion of results
Policy implications
Limitations and Outlook
Outline
1 Motivation
Children as insurance asset
Formal health insurance
2 Empirical analyses
Empirical strategy
Estimation results
Robustness check
3 Discussion and Conclusion
Discussion of results
Policy implications
Limitations and Outlook
Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
Motivation
Empirical analyses
Discussion and Conclusion
Discussion of results
Policy implications
Limitations and Outlook
Limitations and Outlook
Cross-sectional data set:
Unobserved heterogeneity and biasing eļ¬€ect on estimates
cannot be deļ¬nitely ruled out
however, solid evidence on robustness of results by using two
diļ¬€erent evaluation methods
Impossible to disentangle impact channels of health
insurance (ex post, ex ante, health-related eļ¬€ects)
might be important to choose optimal policy intervention
(e.g. if ex post consumption smoothing is main driver of results
ā†’ could also be reached with provision of credits)
Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
Motivation
Empirical analyses
Discussion and Conclusion
Discussion of results
Policy implications
Limitations and Outlook
Limitations and Outlook
Cross-sectional data set:
Unobserved heterogeneity and biasing eļ¬€ect on estimates
cannot be deļ¬nitely ruled out
however, solid evidence on robustness of results by using two
diļ¬€erent evaluation methods
Impossible to disentangle impact channels of health
insurance (ex post, ex ante, health-related eļ¬€ects)
might be important to choose optimal policy intervention
(e.g. if ex post consumption smoothing is main driver of results
ā†’ could also be reached with provision of credits)
Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
Motivation
Empirical analyses
Discussion and Conclusion
Discussion of results
Policy implications
Limitations and Outlook
Thank you very much for your attention!
Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
Appendix References
References I
Akabayashi, H., Psacharopoulos, G. (1999). The trade-oļ¬€
between child labour and human capital formation: A
Tanzanian case study. The Journal of Development Studies,
35(5), 120-140.
Beegle, K., Dehejia, R., Gatti, R. (2006). Child labor and
agricultural shocks. Journal of Development Economics, 81,
80-96.
Beegle, K., Dehejia, R., Gatti, R., Krutikova, S. (2008). The
consequences of child labor: Evidence from longitudinal data in
rural Tanzania. Policy Research Working Paper No. 4677.
Washington, DC.: World Bank.
Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
Appendix References
References II
de Janvry, A., Financ, F., Sadoulet, E., Vakis, R. (2006). Can
conditional cash transfer programs serve as safety nets in
keeping children at school and from working when exposed to
shocks? Journal of Development Economics, 79, 349-373.
Dekker, M., Wilms, A. (2009). Health insurance and other
risk-coping strategies in Uganda: The case of Microcare
Insurance Ltd. World Development, 38(3), 369-378.
Fitzsimons, E. (2007). The eļ¬€ects of risk on education in
Indonesia. Economic Development and Cultural Change, 56(1),
1-25.
Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
Appendix References
References III
Guarcello, L., Mealli, F., Rosati, F.C. (2010). Household
vulnerability and child labor: The eļ¬€ect of shocks, credit
rationing, and insurance. Journal of Population Economics, 23,
169-198.
Heady, C. (2003). The eļ¬€ect of child labor on learning
achievements. World Development, 31(2), 385-398.
Jacoby, H.G., Skouļ¬as, E. (1997). Risk, ļ¬nancial markets and
human capital in a developing country. Review of Economic
Studies, 64, 311-335.
Kazianga, H. (2012). Income risk and household schooling
decisions in Burkina Faso. World Development, 40(8),
1647-1662.
Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
Appendix References
References IV
Lu, C., Chin,B., Lewandowski, J.L., Basinga, P., Hirschhorn,
L.R., Hill, K., Murray, M., Binagwaho, A. (2012). Towards
universal health coverage: An evaluation of Rwanda Mutuelles
in its ļ¬rst eight years. PloS ONE, 7(6), e39282.
Oā€™Donnell, O., Rosati, F.C., van Doorslaer, E. (2005). Health
eļ¬€ects of child work: Evidence from rural Vietnam. Journal of
Population Economics, 18, 437-467.
Saksena, P., Antunes, F.A., Xu, K.Musango, L., Carrin, G.
(2011). Mutual health insurance in Rwanda: Evidence on
access to care and ļ¬nancial risk protection. Health Policy, 99,
203-209.
Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
Appendix References
References V
Shimeles, A. (2010). Community based health insurance
schemes in Africa: The case of Rwanda. African Development
Bank Group Working Paper Series. Working Paper No. 120.
Tunis: African Development Bank.
Wagstaļ¬€, A., Pradhan, M. (2005). Health insurance impacts
on health and nonmedical consumption in a developing country.
World Bank Policy Research Working Paper 3563. Washington,
DC.: World Bank.
Zabaleta, M.B. (2011). The impact of child labor on schooling
outcomes in Nicaragua. Economics of Education Review, 30,
1527-1539.
Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?

More Related Content

What's hot

Heterogenous Impacts of Malawiā€™s Cash Transfer Programme by characteristics o...
Heterogenous Impacts of Malawiā€™s Cash Transfer Programme by characteristics o...Heterogenous Impacts of Malawiā€™s Cash Transfer Programme by characteristics o...
Heterogenous Impacts of Malawiā€™s Cash Transfer Programme by characteristics o...UNICEF Office of Research - Innocenti
Ā 
RPD Bites (January 2020)
RPD Bites (January 2020)RPD Bites (January 2020)
RPD Bites (January 2020)Yayasan MENDAKI
Ā 
UNU WIDER Conf Killburn
UNU WIDER Conf KillburnUNU WIDER Conf Killburn
UNU WIDER Conf KillburnGean Spektor
Ā 
Child injury
Child injuryChild injury
Child injuryabdi hassen
Ā 
Sebba o higgins-educational outcomes of children in care_4_nov2014
Sebba o higgins-educational outcomes of children in care_4_nov2014Sebba o higgins-educational outcomes of children in care_4_nov2014
Sebba o higgins-educational outcomes of children in care_4_nov2014Young Lives Oxford
Ā 
20171022 How can HealthLiteracy be used to support reaching the SDGs by Prof....
20171022 How can HealthLiteracy be used to support reaching the SDGs by Prof....20171022 How can HealthLiteracy be used to support reaching the SDGs by Prof....
20171022 How can HealthLiteracy be used to support reaching the SDGs by Prof....R.O.C.Ministry of Health and Welfare
Ā 
Childcare Reform in Moldova Achievements and Challenges
Childcare Reform in Moldova Achievements and ChallengesChildcare Reform in Moldova Achievements and Challenges
Childcare Reform in Moldova Achievements and ChallengesMEASURE Evaluation
Ā 
The influence on childhood circumtances on adult health2014
The influence on childhood circumtances on adult health2014The influence on childhood circumtances on adult health2014
The influence on childhood circumtances on adult health2014Gulbin Erdem
Ā 
DGH Lecture Series: Amy Hagopian
DGH Lecture Series: Amy HagopianDGH Lecture Series: Amy Hagopian
DGH Lecture Series: Amy HagopianUWGlobalHealth
Ā 

What's hot (11)

Heterogenous Impacts of Malawiā€™s Cash Transfer Programme by characteristics o...
Heterogenous Impacts of Malawiā€™s Cash Transfer Programme by characteristics o...Heterogenous Impacts of Malawiā€™s Cash Transfer Programme by characteristics o...
Heterogenous Impacts of Malawiā€™s Cash Transfer Programme by characteristics o...
Ā 
RPD Bites (January 2020)
RPD Bites (January 2020)RPD Bites (January 2020)
RPD Bites (January 2020)
Ā 
English esif
English esif English esif
English esif
Ā 
UNU WIDER Conf Killburn
UNU WIDER Conf KillburnUNU WIDER Conf Killburn
UNU WIDER Conf Killburn
Ā 
Child injury
Child injuryChild injury
Child injury
Ā 
Sebba o higgins-educational outcomes of children in care_4_nov2014
Sebba o higgins-educational outcomes of children in care_4_nov2014Sebba o higgins-educational outcomes of children in care_4_nov2014
Sebba o higgins-educational outcomes of children in care_4_nov2014
Ā 
20171022 How can HealthLiteracy be used to support reaching the SDGs by Prof....
20171022 How can HealthLiteracy be used to support reaching the SDGs by Prof....20171022 How can HealthLiteracy be used to support reaching the SDGs by Prof....
20171022 How can HealthLiteracy be used to support reaching the SDGs by Prof....
Ā 
Childcare Reform in Moldova Achievements and Challenges
Childcare Reform in Moldova Achievements and ChallengesChildcare Reform in Moldova Achievements and Challenges
Childcare Reform in Moldova Achievements and Challenges
Ā 
The influence on childhood circumtances on adult health2014
The influence on childhood circumtances on adult health2014The influence on childhood circumtances on adult health2014
The influence on childhood circumtances on adult health2014
Ā 
DGH Lecture Series: Amy Hagopian
DGH Lecture Series: Amy HagopianDGH Lecture Series: Amy Hagopian
DGH Lecture Series: Amy Hagopian
Ā 
YST Health Presentation to FSPA 10/04/13
YST Health Presentation to FSPA 10/04/13YST Health Presentation to FSPA 10/04/13
YST Health Presentation to FSPA 10/04/13
Ā 

Similar to Parallel_Session_2_Talk_6_Strobl

iHV regional conf: Emeritus Professor Dame Sarah Cowley - Health Visiting as ...
iHV regional conf: Emeritus Professor Dame Sarah Cowley - Health Visiting as ...iHV regional conf: Emeritus Professor Dame Sarah Cowley - Health Visiting as ...
iHV regional conf: Emeritus Professor Dame Sarah Cowley - Health Visiting as ...Julie Cooper
Ā 
iHV regional conf: Emeritus Professor Dame Sarah Cowley - Health Visiting as ...
iHV regional conf: Emeritus Professor Dame Sarah Cowley - Health Visiting as ...iHV regional conf: Emeritus Professor Dame Sarah Cowley - Health Visiting as ...
iHV regional conf: Emeritus Professor Dame Sarah Cowley - Health Visiting as ...Julie Cooper
Ā 
Targeted Evaluation of Five Programs Supporting Orphans and Vulnerable Childr...
Targeted Evaluation of Five Programs Supporting Orphans and Vulnerable Childr...Targeted Evaluation of Five Programs Supporting Orphans and Vulnerable Childr...
Targeted Evaluation of Five Programs Supporting Orphans and Vulnerable Childr...MEASURE Evaluation
Ā 
Impacts of Cash Transfers on Adolescents' & Young Women's Well-Being Globally...
Impacts of Cash Transfers on Adolescents' & Young Women's Well-Being Globally...Impacts of Cash Transfers on Adolescents' & Young Women's Well-Being Globally...
Impacts of Cash Transfers on Adolescents' & Young Women's Well-Being Globally...The Transfer Project
Ā 
ECCD in Emergencies
ECCD in EmergenciesECCD in Emergencies
ECCD in Emergenciesbaa15
Ā 
UNICEF Innocenti: Fiscal Policy & Equity in Uganda + Equity in education fina...
UNICEF Innocenti: Fiscal Policy & Equity in Uganda + Equity in education fina...UNICEF Innocenti: Fiscal Policy & Equity in Uganda + Equity in education fina...
UNICEF Innocenti: Fiscal Policy & Equity in Uganda + Equity in education fina...UNICEF Office of Research - Innocenti
Ā 
EvidenceBasePromotionPrevention_EPA2016_Madrid
EvidenceBasePromotionPrevention_EPA2016_MadridEvidenceBasePromotionPrevention_EPA2016_Madrid
EvidenceBasePromotionPrevention_EPA2016_MadridKristian Wahlbeck
Ā 
Michael Marmot: "Tackling societal challenges:Solutions from DRIVERS for heal...
Michael Marmot: "Tackling societal challenges:Solutions from DRIVERS for heal...Michael Marmot: "Tackling societal challenges:Solutions from DRIVERS for heal...
Michael Marmot: "Tackling societal challenges:Solutions from DRIVERS for heal...DRIVERS
Ā 
!!Power point TTP Butajira.pptx
!!Power point TTP Butajira.pptx!!Power point TTP Butajira.pptx
!!Power point TTP Butajira.pptxGetahunAlega
Ā 
Presentation_Multisectoral Partnerships and Innovations for Early Childhood D...
Presentation_Multisectoral Partnerships and Innovations for Early Childhood D...Presentation_Multisectoral Partnerships and Innovations for Early Childhood D...
Presentation_Multisectoral Partnerships and Innovations for Early Childhood D...CORE Group
Ā 
LDI Research Seminar 2_11_11 Stability of Children's Insurance Coverage and I...
LDI Research Seminar 2_11_11 Stability of Children's Insurance Coverage and I...LDI Research Seminar 2_11_11 Stability of Children's Insurance Coverage and I...
LDI Research Seminar 2_11_11 Stability of Children's Insurance Coverage and I...Leonard Davis Institute of Health Economics
Ā 
Doing better with children with a disability in family services and out of ho...
Doing better with children with a disability in family services and out of ho...Doing better with children with a disability in family services and out of ho...
Doing better with children with a disability in family services and out of ho...BASPCAN
Ā 
Improved Nutrition through Integrated Basic Social Services & Social Cash Tra...
Improved Nutrition through Integrated Basic Social Services & Social Cash Tra...Improved Nutrition through Integrated Basic Social Services & Social Cash Tra...
Improved Nutrition through Integrated Basic Social Services & Social Cash Tra...The Transfer Project
Ā 
Gender and Unconditional Cash Transfers in Africa
Gender and Unconditional Cash Transfers in AfricaGender and Unconditional Cash Transfers in Africa
Gender and Unconditional Cash Transfers in AfricaMichelle Mills
Ā 
Child Poverty Research Day: Reducing Economic Poverty - Lucia Ferrone, 'Socia...
Child Poverty Research Day: Reducing Economic Poverty - Lucia Ferrone, 'Socia...Child Poverty Research Day: Reducing Economic Poverty - Lucia Ferrone, 'Socia...
Child Poverty Research Day: Reducing Economic Poverty - Lucia Ferrone, 'Socia...The Impact Initiative
Ā 
Social Determinants of Health and Sustainable Human Development
Social Determinants of Health and Sustainable Human Development Social Determinants of Health and Sustainable Human Development
Social Determinants of Health and Sustainable Human Development UNDP Eurasia
Ā 
Nationalhealthprogrammes 130905012943-
Nationalhealthprogrammes 130905012943-Nationalhealthprogrammes 130905012943-
Nationalhealthprogrammes 130905012943-Raj Akhani
Ā 
National health programmes related to child health and welfare
National health programmes related to child health and welfareNational health programmes related to child health and welfare
National health programmes related to child health and welfareUniversity of Hyderabad
Ā 

Similar to Parallel_Session_2_Talk_6_Strobl (20)

iHV regional conf: Emeritus Professor Dame Sarah Cowley - Health Visiting as ...
iHV regional conf: Emeritus Professor Dame Sarah Cowley - Health Visiting as ...iHV regional conf: Emeritus Professor Dame Sarah Cowley - Health Visiting as ...
iHV regional conf: Emeritus Professor Dame Sarah Cowley - Health Visiting as ...
Ā 
iHV regional conf: Emeritus Professor Dame Sarah Cowley - Health Visiting as ...
iHV regional conf: Emeritus Professor Dame Sarah Cowley - Health Visiting as ...iHV regional conf: Emeritus Professor Dame Sarah Cowley - Health Visiting as ...
iHV regional conf: Emeritus Professor Dame Sarah Cowley - Health Visiting as ...
Ā 
Targeted Evaluation of Five Programs Supporting Orphans and Vulnerable Childr...
Targeted Evaluation of Five Programs Supporting Orphans and Vulnerable Childr...Targeted Evaluation of Five Programs Supporting Orphans and Vulnerable Childr...
Targeted Evaluation of Five Programs Supporting Orphans and Vulnerable Childr...
Ā 
Impacts of Cash Transfers on Adolescents' & Young Women's Well-Being Globally...
Impacts of Cash Transfers on Adolescents' & Young Women's Well-Being Globally...Impacts of Cash Transfers on Adolescents' & Young Women's Well-Being Globally...
Impacts of Cash Transfers on Adolescents' & Young Women's Well-Being Globally...
Ā 
ECCD in Emergencies
ECCD in EmergenciesECCD in Emergencies
ECCD in Emergencies
Ā 
UNICEF Innocenti: Fiscal Policy & Equity in Uganda + Equity in education fina...
UNICEF Innocenti: Fiscal Policy & Equity in Uganda + Equity in education fina...UNICEF Innocenti: Fiscal Policy & Equity in Uganda + Equity in education fina...
UNICEF Innocenti: Fiscal Policy & Equity in Uganda + Equity in education fina...
Ā 
EvidenceBasePromotionPrevention_EPA2016_Madrid
EvidenceBasePromotionPrevention_EPA2016_MadridEvidenceBasePromotionPrevention_EPA2016_Madrid
EvidenceBasePromotionPrevention_EPA2016_Madrid
Ā 
Michael Marmot: "Tackling societal challenges:Solutions from DRIVERS for heal...
Michael Marmot: "Tackling societal challenges:Solutions from DRIVERS for heal...Michael Marmot: "Tackling societal challenges:Solutions from DRIVERS for heal...
Michael Marmot: "Tackling societal challenges:Solutions from DRIVERS for heal...
Ā 
!!Power point TTP Butajira.pptx
!!Power point TTP Butajira.pptx!!Power point TTP Butajira.pptx
!!Power point TTP Butajira.pptx
Ā 
Presentation_Multisectoral Partnerships and Innovations for Early Childhood D...
Presentation_Multisectoral Partnerships and Innovations for Early Childhood D...Presentation_Multisectoral Partnerships and Innovations for Early Childhood D...
Presentation_Multisectoral Partnerships and Innovations for Early Childhood D...
Ā 
LDI Research Seminar 2_11_11 Stability of Children's Insurance Coverage and I...
LDI Research Seminar 2_11_11 Stability of Children's Insurance Coverage and I...LDI Research Seminar 2_11_11 Stability of Children's Insurance Coverage and I...
LDI Research Seminar 2_11_11 Stability of Children's Insurance Coverage and I...
Ā 
The role of social protection in improving child wellbeing and care in Africa
The role of social protection in improving child wellbeing and care in AfricaThe role of social protection in improving child wellbeing and care in Africa
The role of social protection in improving child wellbeing and care in Africa
Ā 
Doing better with children with a disability in family services and out of ho...
Doing better with children with a disability in family services and out of ho...Doing better with children with a disability in family services and out of ho...
Doing better with children with a disability in family services and out of ho...
Ā 
Improved Nutrition through Integrated Basic Social Services & Social Cash Tra...
Improved Nutrition through Integrated Basic Social Services & Social Cash Tra...Improved Nutrition through Integrated Basic Social Services & Social Cash Tra...
Improved Nutrition through Integrated Basic Social Services & Social Cash Tra...
Ā 
Gender and Unconditional Cash Transfers in Africa
Gender and Unconditional Cash Transfers in AfricaGender and Unconditional Cash Transfers in Africa
Gender and Unconditional Cash Transfers in Africa
Ā 
Child Poverty Research Day: Reducing Economic Poverty - Lucia Ferrone, 'Socia...
Child Poverty Research Day: Reducing Economic Poverty - Lucia Ferrone, 'Socia...Child Poverty Research Day: Reducing Economic Poverty - Lucia Ferrone, 'Socia...
Child Poverty Research Day: Reducing Economic Poverty - Lucia Ferrone, 'Socia...
Ā 
Social Determinants of Health and Sustainable Human Development
Social Determinants of Health and Sustainable Human Development Social Determinants of Health and Sustainable Human Development
Social Determinants of Health and Sustainable Human Development
Ā 
Nationalhealthprogrammes 130905012943-
Nationalhealthprogrammes 130905012943-Nationalhealthprogrammes 130905012943-
Nationalhealthprogrammes 130905012943-
Ā 
National health programmes related to child health and welfare
National health programmes related to child health and welfareNational health programmes related to child health and welfare
National health programmes related to child health and welfare
Ā 
Porter 2 a_education2
Porter 2 a_education2Porter 2 a_education2
Porter 2 a_education2
Ā 

More from CSS-Institute

Parallel_Session_2_Talk_5_Huber
Parallel_Session_2_Talk_5_HuberParallel_Session_2_Talk_5_Huber
Parallel_Session_2_Talk_5_HuberCSS-Institute
Ā 
Parallel_Session_2_Talk_3_Wieser
Parallel_Session_2_Talk_3_WieserParallel_Session_2_Talk_3_Wieser
Parallel_Session_2_Talk_3_WieserCSS-Institute
Ā 
Parallel_Session_2_Talk_2_Ingenhaag
Parallel_Session_2_Talk_2_IngenhaagParallel_Session_2_Talk_2_Ingenhaag
Parallel_Session_2_Talk_2_IngenhaagCSS-Institute
Ā 
Parallel_Session_2_Talk_1_Schleiniger
Parallel_Session_2_Talk_1_SchleinigerParallel_Session_2_Talk_1_Schleiniger
Parallel_Session_2_Talk_1_SchleinigerCSS-Institute
Ā 
Parallel_Session_1_Talk_5_Tondelli
Parallel_Session_1_Talk_5_TondelliParallel_Session_1_Talk_5_Tondelli
Parallel_Session_1_Talk_5_TondelliCSS-Institute
Ā 
Parallel_Session_1_Talk_1_Colombier
Parallel_Session_1_Talk_1_ColombierParallel_Session_1_Talk_1_Colombier
Parallel_Session_1_Talk_1_ColombierCSS-Institute
Ā 
Plenary_Talk_1_Meyer
Plenary_Talk_1_MeyerPlenary_Talk_1_Meyer
Plenary_Talk_1_MeyerCSS-Institute
Ā 
Plenary_Talk_1_Zweifel
Plenary_Talk_1_ZweifelPlenary_Talk_1_Zweifel
Plenary_Talk_1_ZweifelCSS-Institute
Ā 
Parallel_Session_1_Talk_2_Widmer
Parallel_Session_1_Talk_2_WidmerParallel_Session_1_Talk_2_Widmer
Parallel_Session_1_Talk_2_WidmerCSS-Institute
Ā 
0_1_Program_SHEW_2013
0_1_Program_SHEW_20130_1_Program_SHEW_2013
0_1_Program_SHEW_2013CSS-Institute
Ā 
Parallel_Session_2_Talk_4_Spika
Parallel_Session_2_Talk_4_SpikaParallel_Session_2_Talk_4_Spika
Parallel_Session_2_Talk_4_SpikaCSS-Institute
Ā 
Parallel_Session_1_Talk_4_vonWyl
Parallel_Session_1_Talk_4_vonWylParallel_Session_1_Talk_4_vonWyl
Parallel_Session_1_Talk_4_vonWylCSS-Institute
Ā 
Parallel_Session_1_Talk_3_Beck
Parallel_Session_1_Talk_3_BeckParallel_Session_1_Talk_3_Beck
Parallel_Session_1_Talk_3_BeckCSS-Institute
Ā 

More from CSS-Institute (13)

Parallel_Session_2_Talk_5_Huber
Parallel_Session_2_Talk_5_HuberParallel_Session_2_Talk_5_Huber
Parallel_Session_2_Talk_5_Huber
Ā 
Parallel_Session_2_Talk_3_Wieser
Parallel_Session_2_Talk_3_WieserParallel_Session_2_Talk_3_Wieser
Parallel_Session_2_Talk_3_Wieser
Ā 
Parallel_Session_2_Talk_2_Ingenhaag
Parallel_Session_2_Talk_2_IngenhaagParallel_Session_2_Talk_2_Ingenhaag
Parallel_Session_2_Talk_2_Ingenhaag
Ā 
Parallel_Session_2_Talk_1_Schleiniger
Parallel_Session_2_Talk_1_SchleinigerParallel_Session_2_Talk_1_Schleiniger
Parallel_Session_2_Talk_1_Schleiniger
Ā 
Parallel_Session_1_Talk_5_Tondelli
Parallel_Session_1_Talk_5_TondelliParallel_Session_1_Talk_5_Tondelli
Parallel_Session_1_Talk_5_Tondelli
Ā 
Parallel_Session_1_Talk_1_Colombier
Parallel_Session_1_Talk_1_ColombierParallel_Session_1_Talk_1_Colombier
Parallel_Session_1_Talk_1_Colombier
Ā 
Plenary_Talk_1_Meyer
Plenary_Talk_1_MeyerPlenary_Talk_1_Meyer
Plenary_Talk_1_Meyer
Ā 
Plenary_Talk_1_Zweifel
Plenary_Talk_1_ZweifelPlenary_Talk_1_Zweifel
Plenary_Talk_1_Zweifel
Ā 
Parallel_Session_1_Talk_2_Widmer
Parallel_Session_1_Talk_2_WidmerParallel_Session_1_Talk_2_Widmer
Parallel_Session_1_Talk_2_Widmer
Ā 
0_1_Program_SHEW_2013
0_1_Program_SHEW_20130_1_Program_SHEW_2013
0_1_Program_SHEW_2013
Ā 
Parallel_Session_2_Talk_4_Spika
Parallel_Session_2_Talk_4_SpikaParallel_Session_2_Talk_4_Spika
Parallel_Session_2_Talk_4_Spika
Ā 
Parallel_Session_1_Talk_4_vonWyl
Parallel_Session_1_Talk_4_vonWylParallel_Session_1_Talk_4_vonWyl
Parallel_Session_1_Talk_4_vonWyl
Ā 
Parallel_Session_1_Talk_3_Beck
Parallel_Session_1_Talk_3_BeckParallel_Session_1_Talk_3_Beck
Parallel_Session_1_Talk_3_Beck
Ā 

Recently uploaded

Booking open Available Pune Call Girls Shivane 6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Shivane  6297143586 Call Hot Indian Gi...Booking open Available Pune Call Girls Shivane  6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Shivane 6297143586 Call Hot Indian Gi...Call Girls in Nagpur High Profile
Ā 
03_Emmanuel Ndiaye_Degroof Petercam.pptx
03_Emmanuel Ndiaye_Degroof Petercam.pptx03_Emmanuel Ndiaye_Degroof Petercam.pptx
03_Emmanuel Ndiaye_Degroof Petercam.pptxFinTech Belgium
Ā 
Call Girls Koregaon Park Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Koregaon Park Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Koregaon Park Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Koregaon Park Call Me 7737669865 Budget Friendly No Advance Bookingroncy bisnoi
Ā 
OAT_RI_Ep19 WeighingTheRisks_Apr24_TheYellowMetal.pptx
OAT_RI_Ep19 WeighingTheRisks_Apr24_TheYellowMetal.pptxOAT_RI_Ep19 WeighingTheRisks_Apr24_TheYellowMetal.pptx
OAT_RI_Ep19 WeighingTheRisks_Apr24_TheYellowMetal.pptxhiddenlevers
Ā 
02_Fabio Colombo_Accenture_MeetupDora&Cybersecurity.pptx
02_Fabio Colombo_Accenture_MeetupDora&Cybersecurity.pptx02_Fabio Colombo_Accenture_MeetupDora&Cybersecurity.pptx
02_Fabio Colombo_Accenture_MeetupDora&Cybersecurity.pptxFinTech Belgium
Ā 
Quarter 4- Module 3 Principles of Marketing
Quarter 4- Module 3 Principles of MarketingQuarter 4- Module 3 Principles of Marketing
Quarter 4- Module 3 Principles of MarketingMaristelaRamos12
Ā 
The Economic History of the U.S. Lecture 30.pdf
The Economic History of the U.S. Lecture 30.pdfThe Economic History of the U.S. Lecture 30.pdf
The Economic History of the U.S. Lecture 30.pdfGale Pooley
Ā 
VIP Kolkata Call Girl Jodhpur Park šŸ‘‰ 8250192130 Available With Room
VIP Kolkata Call Girl Jodhpur Park šŸ‘‰ 8250192130  Available With RoomVIP Kolkata Call Girl Jodhpur Park šŸ‘‰ 8250192130  Available With Room
VIP Kolkata Call Girl Jodhpur Park šŸ‘‰ 8250192130 Available With Roomdivyansh0kumar0
Ā 
05_Annelore Lenoir_Docbyte_MeetupDora&Cybersecurity.pptx
05_Annelore Lenoir_Docbyte_MeetupDora&Cybersecurity.pptx05_Annelore Lenoir_Docbyte_MeetupDora&Cybersecurity.pptx
05_Annelore Lenoir_Docbyte_MeetupDora&Cybersecurity.pptxFinTech Belgium
Ā 
00_Main ppt_MeetupDORA&CyberSecurity.pptx
00_Main ppt_MeetupDORA&CyberSecurity.pptx00_Main ppt_MeetupDORA&CyberSecurity.pptx
00_Main ppt_MeetupDORA&CyberSecurity.pptxFinTech Belgium
Ā 
20240429 Calibre April 2024 Investor Presentation.pdf
20240429 Calibre April 2024 Investor Presentation.pdf20240429 Calibre April 2024 Investor Presentation.pdf
20240429 Calibre April 2024 Investor Presentation.pdfAdnet Communications
Ā 
Solution Manual for Financial Accounting, 11th Edition by Robert Libby, Patri...
Solution Manual for Financial Accounting, 11th Edition by Robert Libby, Patri...Solution Manual for Financial Accounting, 11th Edition by Robert Libby, Patri...
Solution Manual for Financial Accounting, 11th Edition by Robert Libby, Patri...ssifa0344
Ā 
TEST BANK For Corporate Finance, 13th Edition By Stephen Ross, Randolph Weste...
TEST BANK For Corporate Finance, 13th Edition By Stephen Ross, Randolph Weste...TEST BANK For Corporate Finance, 13th Edition By Stephen Ross, Randolph Weste...
TEST BANK For Corporate Finance, 13th Edition By Stephen Ross, Randolph Weste...ssifa0344
Ā 
20240417-Calibre-April-2024-Investor-Presentation.pdf
20240417-Calibre-April-2024-Investor-Presentation.pdf20240417-Calibre-April-2024-Investor-Presentation.pdf
20240417-Calibre-April-2024-Investor-Presentation.pdfAdnet Communications
Ā 
06_Joeri Van Speybroek_Dell_MeetupDora&Cybersecurity.pdf
06_Joeri Van Speybroek_Dell_MeetupDora&Cybersecurity.pdf06_Joeri Van Speybroek_Dell_MeetupDora&Cybersecurity.pdf
06_Joeri Van Speybroek_Dell_MeetupDora&Cybersecurity.pdfFinTech Belgium
Ā 
Instant Issue Debit Cards - School Designs
Instant Issue Debit Cards - School DesignsInstant Issue Debit Cards - School Designs
Instant Issue Debit Cards - School Designsegoetzinger
Ā 
Q3 2024 Earnings Conference Call and Webcast Slides
Q3 2024 Earnings Conference Call and Webcast SlidesQ3 2024 Earnings Conference Call and Webcast Slides
Q3 2024 Earnings Conference Call and Webcast SlidesMarketing847413
Ā 
VIP Call Girls Service Dilsukhnagar Hyderabad Call +91-8250192130
VIP Call Girls Service Dilsukhnagar Hyderabad Call +91-8250192130VIP Call Girls Service Dilsukhnagar Hyderabad Call +91-8250192130
VIP Call Girls Service Dilsukhnagar Hyderabad Call +91-8250192130Suhani Kapoor
Ā 
High Class Call Girls Nagpur Grishma Call 7001035870 Meet With Nagpur Escorts
High Class Call Girls Nagpur Grishma Call 7001035870 Meet With Nagpur EscortsHigh Class Call Girls Nagpur Grishma Call 7001035870 Meet With Nagpur Escorts
High Class Call Girls Nagpur Grishma Call 7001035870 Meet With Nagpur Escortsranjana rawat
Ā 

Recently uploaded (20)

Booking open Available Pune Call Girls Shivane 6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Shivane  6297143586 Call Hot Indian Gi...Booking open Available Pune Call Girls Shivane  6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Shivane 6297143586 Call Hot Indian Gi...
Ā 
03_Emmanuel Ndiaye_Degroof Petercam.pptx
03_Emmanuel Ndiaye_Degroof Petercam.pptx03_Emmanuel Ndiaye_Degroof Petercam.pptx
03_Emmanuel Ndiaye_Degroof Petercam.pptx
Ā 
Call Girls Koregaon Park Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Koregaon Park Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Koregaon Park Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Koregaon Park Call Me 7737669865 Budget Friendly No Advance Booking
Ā 
OAT_RI_Ep19 WeighingTheRisks_Apr24_TheYellowMetal.pptx
OAT_RI_Ep19 WeighingTheRisks_Apr24_TheYellowMetal.pptxOAT_RI_Ep19 WeighingTheRisks_Apr24_TheYellowMetal.pptx
OAT_RI_Ep19 WeighingTheRisks_Apr24_TheYellowMetal.pptx
Ā 
Commercial Bank Economic Capsule - April 2024
Commercial Bank Economic Capsule - April 2024Commercial Bank Economic Capsule - April 2024
Commercial Bank Economic Capsule - April 2024
Ā 
02_Fabio Colombo_Accenture_MeetupDora&Cybersecurity.pptx
02_Fabio Colombo_Accenture_MeetupDora&Cybersecurity.pptx02_Fabio Colombo_Accenture_MeetupDora&Cybersecurity.pptx
02_Fabio Colombo_Accenture_MeetupDora&Cybersecurity.pptx
Ā 
Quarter 4- Module 3 Principles of Marketing
Quarter 4- Module 3 Principles of MarketingQuarter 4- Module 3 Principles of Marketing
Quarter 4- Module 3 Principles of Marketing
Ā 
The Economic History of the U.S. Lecture 30.pdf
The Economic History of the U.S. Lecture 30.pdfThe Economic History of the U.S. Lecture 30.pdf
The Economic History of the U.S. Lecture 30.pdf
Ā 
VIP Kolkata Call Girl Jodhpur Park šŸ‘‰ 8250192130 Available With Room
VIP Kolkata Call Girl Jodhpur Park šŸ‘‰ 8250192130  Available With RoomVIP Kolkata Call Girl Jodhpur Park šŸ‘‰ 8250192130  Available With Room
VIP Kolkata Call Girl Jodhpur Park šŸ‘‰ 8250192130 Available With Room
Ā 
05_Annelore Lenoir_Docbyte_MeetupDora&Cybersecurity.pptx
05_Annelore Lenoir_Docbyte_MeetupDora&Cybersecurity.pptx05_Annelore Lenoir_Docbyte_MeetupDora&Cybersecurity.pptx
05_Annelore Lenoir_Docbyte_MeetupDora&Cybersecurity.pptx
Ā 
00_Main ppt_MeetupDORA&CyberSecurity.pptx
00_Main ppt_MeetupDORA&CyberSecurity.pptx00_Main ppt_MeetupDORA&CyberSecurity.pptx
00_Main ppt_MeetupDORA&CyberSecurity.pptx
Ā 
20240429 Calibre April 2024 Investor Presentation.pdf
20240429 Calibre April 2024 Investor Presentation.pdf20240429 Calibre April 2024 Investor Presentation.pdf
20240429 Calibre April 2024 Investor Presentation.pdf
Ā 
Solution Manual for Financial Accounting, 11th Edition by Robert Libby, Patri...
Solution Manual for Financial Accounting, 11th Edition by Robert Libby, Patri...Solution Manual for Financial Accounting, 11th Edition by Robert Libby, Patri...
Solution Manual for Financial Accounting, 11th Edition by Robert Libby, Patri...
Ā 
TEST BANK For Corporate Finance, 13th Edition By Stephen Ross, Randolph Weste...
TEST BANK For Corporate Finance, 13th Edition By Stephen Ross, Randolph Weste...TEST BANK For Corporate Finance, 13th Edition By Stephen Ross, Randolph Weste...
TEST BANK For Corporate Finance, 13th Edition By Stephen Ross, Randolph Weste...
Ā 
20240417-Calibre-April-2024-Investor-Presentation.pdf
20240417-Calibre-April-2024-Investor-Presentation.pdf20240417-Calibre-April-2024-Investor-Presentation.pdf
20240417-Calibre-April-2024-Investor-Presentation.pdf
Ā 
06_Joeri Van Speybroek_Dell_MeetupDora&Cybersecurity.pdf
06_Joeri Van Speybroek_Dell_MeetupDora&Cybersecurity.pdf06_Joeri Van Speybroek_Dell_MeetupDora&Cybersecurity.pdf
06_Joeri Van Speybroek_Dell_MeetupDora&Cybersecurity.pdf
Ā 
Instant Issue Debit Cards - School Designs
Instant Issue Debit Cards - School DesignsInstant Issue Debit Cards - School Designs
Instant Issue Debit Cards - School Designs
Ā 
Q3 2024 Earnings Conference Call and Webcast Slides
Q3 2024 Earnings Conference Call and Webcast SlidesQ3 2024 Earnings Conference Call and Webcast Slides
Q3 2024 Earnings Conference Call and Webcast Slides
Ā 
VIP Call Girls Service Dilsukhnagar Hyderabad Call +91-8250192130
VIP Call Girls Service Dilsukhnagar Hyderabad Call +91-8250192130VIP Call Girls Service Dilsukhnagar Hyderabad Call +91-8250192130
VIP Call Girls Service Dilsukhnagar Hyderabad Call +91-8250192130
Ā 
High Class Call Girls Nagpur Grishma Call 7001035870 Meet With Nagpur Escorts
High Class Call Girls Nagpur Grishma Call 7001035870 Meet With Nagpur EscortsHigh Class Call Girls Nagpur Grishma Call 7001035870 Meet With Nagpur Escorts
High Class Call Girls Nagpur Grishma Call 7001035870 Meet With Nagpur Escorts
Ā 

Parallel_Session_2_Talk_6_Strobl

  • 1. Motivation Empirical analyses Discussion and Conclusion Community-based health insurance in Rwanda: An eļ¬€ective measure against child labour? Renate Strobl Department of Health Economics, University of Basel 13 September 2013 Swiss Health Economic Workshop, Lucerne Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
  • 2. Motivation Empirical analyses Discussion and Conclusion Outline 1 Motivation Children as insurance asset Formal health insurance 2 Empirical analyses Empirical strategy Estimation results Robustness check 3 Discussion and Conclusion Discussion of results Policy implications Limitations and Outlook Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
  • 3. Motivation Empirical analyses Discussion and Conclusion Children as insurance asset Formal health insurance Outline 1 Motivation Children as insurance asset Formal health insurance 2 Empirical analyses Empirical strategy Estimation results Robustness check 3 Discussion and Conclusion Discussion of results Policy implications Limitations and Outlook Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
  • 4. Motivation Empirical analyses Discussion and Conclusion Children as insurance asset Formal health insurance Informal risk coping strategies Options: 1 Drawing on savings 2 Selling assets 3 Borrowing from the extended family 4 Children as insurance asset: School de-enrolment (ā†’ economizing educational expenditures) Child labour (ā†’ generating income; replacing family members in household production) Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
  • 5. Motivation Empirical analyses Discussion and Conclusion Children as insurance asset Formal health insurance Children as insurance asset Ex post risk coping strategy: Income shock ā‡’ consumption smoothing agricultural crop shocks (Beegle et al., 2006, Jakoby and Skouļ¬as, 1997) parental health shocks (Bazen and Salmon, 2010, de Janvry et al., 2006) economic crisis (Thomas et al., 2004) Ex ante risk coping strategy: Income risk ā‡’ precautionary savings child time allocation is aļ¬€ected even if shocks do not realize Fitzsimons (2007), Kazianga (2012) Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
  • 6. Motivation Empirical analyses Discussion and Conclusion Children as insurance asset Formal health insurance Children as insurance asset Ex post risk coping strategy: Income shock ā‡’ consumption smoothing agricultural crop shocks (Beegle et al., 2006, Jakoby and Skouļ¬as, 1997) parental health shocks (Bazen and Salmon, 2010, de Janvry et al., 2006) economic crisis (Thomas et al., 2004) Ex ante risk coping strategy: Income risk ā‡’ precautionary savings child time allocation is aļ¬€ected even if shocks do not realize Fitzsimons (2007), Kazianga (2012) Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
  • 7. Motivation Empirical analyses Discussion and Conclusion Children as insurance asset Formal health insurance Children as insurance asset Signiļ¬cant long-term costs: Child labour is associated with worsened health (Oā€™Donnell et al., 2005) lower educational attainment (Beegle et al., 2008, Zabaleta, 2011) lower cognitive achievements (Akabayashi & Psacharopoulos, 1999, Heady, 2003) Withdrawals from school reduce probability to return to school (de Janvry et al., 2006) ā‡’ lower human capital accumulation ā‡’ lower future earnings, productivity, well-being; perpetuated poverty Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
  • 8. Motivation Empirical analyses Discussion and Conclusion Children as insurance asset Formal health insurance Children as insurance asset Signiļ¬cant long-term costs: Child labour is associated with worsened health (Oā€™Donnell et al., 2005) lower educational attainment (Beegle et al., 2008, Zabaleta, 2011) lower cognitive achievements (Akabayashi & Psacharopoulos, 1999, Heady, 2003) Withdrawals from school reduce probability to return to school (de Janvry et al., 2006) ā‡’ lower human capital accumulation ā‡’ lower future earnings, productivity, well-being; perpetuated poverty Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
  • 9. Motivation Empirical analyses Discussion and Conclusion Children as insurance asset Formal health insurance Outline 1 Motivation Children as insurance asset Formal health insurance 2 Empirical analyses Empirical strategy Estimation results Robustness check 3 Discussion and Conclusion Discussion of results Policy implications Limitations and Outlook Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
  • 10. Motivation Empirical analyses Discussion and Conclusion Children as insurance asset Formal health insurance Literature Formal health insurance ā‡’ Informal risk coping strategies: Dekker and Wilms (2009): insured households sell assets less frequently and borrow less money to ļ¬nance medical treatment (Uganda) Wagstaļ¬€ and Pradhan (2005): insured households have higher educational expenditures (Vietnam) Guarcello et al. (2010): children of insured households are less likely to work and more likely to go to school (Guatemala) Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
  • 11. Motivation Empirical analyses Discussion and Conclusion Children as insurance asset Formal health insurance Community-based health insurance in Rwanda History: 1999: pilot test in 3 districts, provided by so-called Mutuelles from 2003 on: progressively scaled up to a national system population coverage rate: 7% (2003), 44% (2005), 73% (2006), 91% (2010) Aļ¬ƒliation conditions (time of survey): enrolment at household level annual premium: 2,500-11,500 RWF per household (3.80-17.40 USD) co-payments: 100-150 RWF (0.15-0.22 USD) per visit at health center; 10% of hospital fee at district hospital Beneļ¬t Packages: Minimum Package: all services provided at local health center Complementary Package: limited services provided at district hospitals Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
  • 12. Motivation Empirical analyses Discussion and Conclusion Children as insurance asset Formal health insurance Community-based health insurance in Rwanda History: 1999: pilot test in 3 districts, provided by so-called Mutuelles from 2003 on: progressively scaled up to a national system population coverage rate: 7% (2003), 44% (2005), 73% (2006), 91% (2010) Aļ¬ƒliation conditions (time of survey): enrolment at household level annual premium: 2,500-11,500 RWF per household (3.80-17.40 USD) co-payments: 100-150 RWF (0.15-0.22 USD) per visit at health center; 10% of hospital fee at district hospital Beneļ¬t Packages: Minimum Package: all services provided at local health center Complementary Package: limited services provided at district hospitals Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
  • 13. Motivation Empirical analyses Discussion and Conclusion Children as insurance asset Formal health insurance Community-based health insurance in Rwanda History: 1999: pilot test in 3 districts, provided by so-called Mutuelles from 2003 on: progressively scaled up to a national system population coverage rate: 7% (2003), 44% (2005), 73% (2006), 91% (2010) Aļ¬ƒliation conditions (time of survey): enrolment at household level annual premium: 2,500-11,500 RWF per household (3.80-17.40 USD) co-payments: 100-150 RWF (0.15-0.22 USD) per visit at health center; 10% of hospital fee at district hospital Beneļ¬t Packages: Minimum Package: all services provided at local health center Complementary Package: limited services provided at district hospitals Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
  • 14. Motivation Empirical analyses Discussion and Conclusion Empirical strategy Estimation results Robustness check Outline 1 Motivation Children as insurance asset Formal health insurance 2 Empirical analyses Empirical strategy Estimation results Robustness check 3 Discussion and Conclusion Discussion of results Policy implications Limitations and Outlook Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
  • 15. Motivation Empirical analyses Discussion and Conclusion Empirical strategy Estimation results Robustness check Data Data set: Household Living Conditions Survey (EICV2) 2005/06 cross-sectional, nationally representative socio-economic data of 6,900 households and 34,785 individuals community-level data for 440 communities (only for rural part of Rwanda) Final sample: restriction on rural regions of Rwanda exclusion of households insured in health insurance schemes other than Mutuelles (RAMA, MMI, private schemes) households with children from 7-15 years household head older than 15 years ā‡’ 5,811 children living in 3,154 households ā‡’ 43,4 % of households insured by Mutuelles Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
  • 16. Motivation Empirical analyses Discussion and Conclusion Empirical strategy Estimation results Robustness check Two outcome variables 1 Hours worked: children age 7 - 15 (minimum working age in Rwanda: 16 years) total hours worked in the last 7 days (employment and household chores) 2 Education Gap: Education Gap = max{0, Expected Education āˆ’Actual Education} with Expected Education = 0 if age 7 ageāˆ’7 if 8 age 15 captures any delays (e.g. due to late entry, class repetitions) as well as premature drop-outs Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
  • 17. Motivation Empirical analyses Discussion and Conclusion Empirical strategy Estimation results Robustness check Hours worked Figure 1: Average weekly hours worked, by gender and health insurance status Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
  • 18. Motivation Empirical analyses Discussion and Conclusion Empirical strategy Estimation results Robustness check Education Gap Figure 2: Average Education Gap, by gender and health insurance status Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
  • 19. Motivation Empirical analyses Discussion and Conclusion Empirical strategy Estimation results Robustness check Estimation equation Estimation Equation: Hijk = Ī²0l +Ī²1Xijk +Ī²2Mutuelleijk +Ī·l +Īµijk Hijk : Hours worked or Education Gap Mutuelleijk : Mutuelle enrolment (dummy) Xijk : Child, household, community characteristics Ī·l : District dummies ā‡’ Problem: possible endogeneity of Mutuelle enrolment Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
  • 20. Motivation Empirical analyses Discussion and Conclusion Empirical strategy Estimation results Robustness check Estimation equation Estimation Equation: Hijk = Ī²0l +Ī²1Xijk +Ī²2Mutuelleijk +Ī·l +Īµijk Hijk : Hours worked or Education Gap Mutuelleijk : Mutuelle enrolment (dummy) Xijk : Child, household, community characteristics Ī·l : District dummies ā‡’ Problem: possible endogeneity of Mutuelle enrolment Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
  • 21. Motivation Empirical analyses Discussion and Conclusion Empirical strategy Estimation results Robustness check Test of endogeneity Two instrumental variables (IV) 1 Community Mutuelle enrolment rate = Ei āˆ’Di Ni āˆ’1 Ei = Number of enrolled households in community Di = Dummy if household is enrolled Ni = Total number of households in community 2 Satisfaction of household with quality of services provided at district hospital (dummy) Test on relevance and overidentifying restrictions ā‡’ IV validated Test of endogeneity ā‡’ Mutuelle enrolment can be treated as exogenous ā‡’ Simple count data regression models Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
  • 22. Motivation Empirical analyses Discussion and Conclusion Empirical strategy Estimation results Robustness check Test of endogeneity Two instrumental variables (IV) 1 Community Mutuelle enrolment rate = Ei āˆ’Di Ni āˆ’1 Ei = Number of enrolled households in community Di = Dummy if household is enrolled Ni = Total number of households in community 2 Satisfaction of household with quality of services provided at district hospital (dummy) Test on relevance and overidentifying restrictions ā‡’ IV validated Test of endogeneity ā‡’ Mutuelle enrolment can be treated as exogenous ā‡’ Simple count data regression models Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
  • 23. Motivation Empirical analyses Discussion and Conclusion Empirical strategy Estimation results Robustness check Test of endogeneity Two instrumental variables (IV) 1 Community Mutuelle enrolment rate = Ei āˆ’Di Ni āˆ’1 Ei = Number of enrolled households in community Di = Dummy if household is enrolled Ni = Total number of households in community 2 Satisfaction of household with quality of services provided at district hospital (dummy) Test on relevance and overidentifying restrictions ā‡’ IV validated Test of endogeneity ā‡’ Mutuelle enrolment can be treated as exogenous ā‡’ Simple count data regression models Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
  • 24. Motivation Empirical analyses Discussion and Conclusion Empirical strategy Estimation results Robustness check Outline 1 Motivation Children as insurance asset Formal health insurance 2 Empirical analyses Empirical strategy Estimation results Robustness check 3 Discussion and Conclusion Discussion of results Policy implications Limitations and Outlook Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
  • 25. Motivation Empirical analyses Discussion and Conclusion Empirical strategy Estimation results Robustness check Estimation results: Mutuelle eļ¬€ect Table 1: Count data regression estimates: Average marginal eļ¬€ect of Mutuelle enrolment Hours worked Education Gap (ZINB) (Poisson) n AME (SE) AME (SE) All 5,811 -1.058** (0.475) -0.120*** (0.035) Boys 2,880 -1.491*** (0.573) -0.085* (0.049) Girls 2,931 -0.311 (0.616) -0.168*** (0.045) Standard errors corrected for clustering at the community level; *p < 0.10, **p < 0.05, ***p < 0.01; Control variables: child: sex, age, number of older children in household; household: sex, age, education of head, household size, land owned in acres, distance to primary and secondary school; community: proportion of households with landownings less 2 acres, dummies indicating presence of health center, primary school, market, public telephone. Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
  • 26. Motivation Empirical analyses Discussion and Conclusion Empirical strategy Estimation results Robustness check Outline 1 Motivation Children as insurance asset Formal health insurance 2 Empirical analyses Empirical strategy Estimation results Robustness check 3 Discussion and Conclusion Discussion of results Policy implications Limitations and Outlook Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
  • 27. Motivation Empirical analyses Discussion and Conclusion Empirical strategy Estimation results Robustness check Propensity score matching Table 2: Propensity score matching: Average treatment eļ¬€ect of Mutuelle enrolment Hours worked per child Education Gap per child n ATT (SE) Ī“ ATT (SE) Ī“ Radius 3,263 -1.216** (0.437) 1.4 -0.148** (0.059) 1.2 Kernel 3,263 -1.751** (0.673) 1.0 -0.107 (0.070) - Standard errors attained by bootstrapping (50 replications); *p < 0.10, **p < 0.05, ***p < 0.01; Caliper width for radius matching: 0.01; bandwidth for Kernel matching: 0.06; Ī“: Sensitivity parameter of Rosenbaum bounds sensitivity analysis; Covariates: sex, age and education of the head, dummy indicating chronical health problems of household members, household size, number of children under 7, number of children in age 7-15, land owned in acres, dummy indicating if the household is houseowner, dummies for consumption quintiles, distance to the nearest health center, district dummies. Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
  • 28. Motivation Empirical analyses Discussion and Conclusion Discussion of results Policy implications Limitations and Outlook Outline 1 Motivation Children as insurance asset Formal health insurance 2 Empirical analyses Empirical strategy Estimation results Robustness check 3 Discussion and Conclusion Discussion of results Policy implications Limitations and Outlook Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
  • 29. Motivation Empirical analyses Discussion and Conclusion Discussion of results Policy implications Limitations and Outlook Discussion of results Substantial impact of mutual health insurance on schooling outcomes: remarkably, as Mutuelles cover only a part of total economic cost of illness: do not compensate for lost earnings co-payments have to be eļ¬€ected compared to decrease of child working time of 1 hour per week: suggests that impact on schooling not only via time-liberating eļ¬€ect Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
  • 30. Motivation Empirical analyses Discussion and Conclusion Discussion of results Policy implications Limitations and Outlook Discussion of results Substantial impact of mutual health insurance on schooling outcomes: remarkably, as Mutuelles cover only a part of total economic cost of illness: do not compensate for lost earnings co-payments have to be eļ¬€ected compared to decrease of child working time of 1 hour per week: suggests that impact on schooling not only via time-liberating eļ¬€ect Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
  • 31. Motivation Empirical analyses Discussion and Conclusion Discussion of results Policy implications Limitations and Outlook Possible impact channels Formal health insurance ā‡’ Child labour and schooling: 1 Mutuelles protect Rwandan households eļ¬ƒciently against high OOP payments (Lu et al., 2012, Saksena et al. 2011, Shimeles, 2010) ex ante: reduced need to build up a buļ¬€er stock ex post: facilitated consumption smoothing 2 Mutuelle members use modern health care more likely (Lu et al., 2012, Saksena et al. 2011, Shimeles, 2010) faster recovery / better overall health status less income losses and treatment costs less time absent in school, better learning performance Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
  • 32. Motivation Empirical analyses Discussion and Conclusion Discussion of results Policy implications Limitations and Outlook Possible impact channels Formal health insurance ā‡’ Child labour and schooling: 1 Mutuelles protect Rwandan households eļ¬ƒciently against high OOP payments (Lu et al., 2012, Saksena et al. 2011, Shimeles, 2010) ex ante: reduced need to build up a buļ¬€er stock ex post: facilitated consumption smoothing 2 Mutuelle members use modern health care more likely (Lu et al., 2012, Saksena et al. 2011, Shimeles, 2010) faster recovery / better overall health status less income losses and treatment costs less time absent in school, better learning performance Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
  • 33. Motivation Empirical analyses Discussion and Conclusion Discussion of results Policy implications Limitations and Outlook Outline 1 Motivation Children as insurance asset Formal health insurance 2 Empirical analyses Empirical strategy Estimation results Robustness check 3 Discussion and Conclusion Discussion of results Policy implications Limitations and Outlook Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
  • 34. Motivation Empirical analyses Discussion and Conclusion Discussion of results Policy implications Limitations and Outlook Policy implications Formal health insurance: Indirect beneļ¬ts so far unrecognized: crowding out of ineļ¬ƒcient risk coping strategies (child labour and school de-enrolment) higher human capital accumulation should be taken into account in cost-eļ¬ƒciency analyses of such policy interventions Useful and necessary complement to explicit child labour countermeasures (bans, compulsory schooling): eliminating child labour without undermining householdā€™s ability to cope with risk Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
  • 35. Motivation Empirical analyses Discussion and Conclusion Discussion of results Policy implications Limitations and Outlook Policy implications Formal health insurance: Indirect beneļ¬ts so far unrecognized: crowding out of ineļ¬ƒcient risk coping strategies (child labour and school de-enrolment) higher human capital accumulation should be taken into account in cost-eļ¬ƒciency analyses of such policy interventions Useful and necessary complement to explicit child labour countermeasures (bans, compulsory schooling): eliminating child labour without undermining householdā€™s ability to cope with risk Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
  • 36. Motivation Empirical analyses Discussion and Conclusion Discussion of results Policy implications Limitations and Outlook Outline 1 Motivation Children as insurance asset Formal health insurance 2 Empirical analyses Empirical strategy Estimation results Robustness check 3 Discussion and Conclusion Discussion of results Policy implications Limitations and Outlook Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
  • 37. Motivation Empirical analyses Discussion and Conclusion Discussion of results Policy implications Limitations and Outlook Limitations and Outlook Cross-sectional data set: Unobserved heterogeneity and biasing eļ¬€ect on estimates cannot be deļ¬nitely ruled out however, solid evidence on robustness of results by using two diļ¬€erent evaluation methods Impossible to disentangle impact channels of health insurance (ex post, ex ante, health-related eļ¬€ects) might be important to choose optimal policy intervention (e.g. if ex post consumption smoothing is main driver of results ā†’ could also be reached with provision of credits) Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
  • 38. Motivation Empirical analyses Discussion and Conclusion Discussion of results Policy implications Limitations and Outlook Limitations and Outlook Cross-sectional data set: Unobserved heterogeneity and biasing eļ¬€ect on estimates cannot be deļ¬nitely ruled out however, solid evidence on robustness of results by using two diļ¬€erent evaluation methods Impossible to disentangle impact channels of health insurance (ex post, ex ante, health-related eļ¬€ects) might be important to choose optimal policy intervention (e.g. if ex post consumption smoothing is main driver of results ā†’ could also be reached with provision of credits) Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
  • 39. Motivation Empirical analyses Discussion and Conclusion Discussion of results Policy implications Limitations and Outlook Thank you very much for your attention! Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
  • 40. Appendix References References I Akabayashi, H., Psacharopoulos, G. (1999). The trade-oļ¬€ between child labour and human capital formation: A Tanzanian case study. The Journal of Development Studies, 35(5), 120-140. Beegle, K., Dehejia, R., Gatti, R. (2006). Child labor and agricultural shocks. Journal of Development Economics, 81, 80-96. Beegle, K., Dehejia, R., Gatti, R., Krutikova, S. (2008). The consequences of child labor: Evidence from longitudinal data in rural Tanzania. Policy Research Working Paper No. 4677. Washington, DC.: World Bank. Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
  • 41. Appendix References References II de Janvry, A., Financ, F., Sadoulet, E., Vakis, R. (2006). Can conditional cash transfer programs serve as safety nets in keeping children at school and from working when exposed to shocks? Journal of Development Economics, 79, 349-373. Dekker, M., Wilms, A. (2009). Health insurance and other risk-coping strategies in Uganda: The case of Microcare Insurance Ltd. World Development, 38(3), 369-378. Fitzsimons, E. (2007). The eļ¬€ects of risk on education in Indonesia. Economic Development and Cultural Change, 56(1), 1-25. Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
  • 42. Appendix References References III Guarcello, L., Mealli, F., Rosati, F.C. (2010). Household vulnerability and child labor: The eļ¬€ect of shocks, credit rationing, and insurance. Journal of Population Economics, 23, 169-198. Heady, C. (2003). The eļ¬€ect of child labor on learning achievements. World Development, 31(2), 385-398. Jacoby, H.G., Skouļ¬as, E. (1997). Risk, ļ¬nancial markets and human capital in a developing country. Review of Economic Studies, 64, 311-335. Kazianga, H. (2012). Income risk and household schooling decisions in Burkina Faso. World Development, 40(8), 1647-1662. Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
  • 43. Appendix References References IV Lu, C., Chin,B., Lewandowski, J.L., Basinga, P., Hirschhorn, L.R., Hill, K., Murray, M., Binagwaho, A. (2012). Towards universal health coverage: An evaluation of Rwanda Mutuelles in its ļ¬rst eight years. PloS ONE, 7(6), e39282. Oā€™Donnell, O., Rosati, F.C., van Doorslaer, E. (2005). Health eļ¬€ects of child work: Evidence from rural Vietnam. Journal of Population Economics, 18, 437-467. Saksena, P., Antunes, F.A., Xu, K.Musango, L., Carrin, G. (2011). Mutual health insurance in Rwanda: Evidence on access to care and ļ¬nancial risk protection. Health Policy, 99, 203-209. Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?
  • 44. Appendix References References V Shimeles, A. (2010). Community based health insurance schemes in Africa: The case of Rwanda. African Development Bank Group Working Paper Series. Working Paper No. 120. Tunis: African Development Bank. Wagstaļ¬€, A., Pradhan, M. (2005). Health insurance impacts on health and nonmedical consumption in a developing country. World Bank Policy Research Working Paper 3563. Washington, DC.: World Bank. Zabaleta, M.B. (2011). The impact of child labor on schooling outcomes in Nicaragua. Economics of Education Review, 30, 1527-1539. Renate Strobl CBHI in Rwanda: Eļ¬€ective against child labour?