Skip to main content
Top
Published in: Applied Health Economics and Health Policy 2/2017

01-04-2017 | Original Research Article

Sustaining Gains in Health Programs: Technical Efficiency and its Determinants in Malaria Programs in Sub-Saharan Africa

Author: Esso-Hanam Atake

Published in: Applied Health Economics and Health Policy | Issue 2/2017

Login to get access

Abstract

Background

Since the year 2000, Africa has made significant progress in the fight against malaria. Between 2000 and 2015, the incidence and death from malaria fell by 42 and 66%, respectively. However, the African region still accounts for most global cases of malaria. In 2015, the region was home to 89% of malaria cases and 91% of malaria death.

Objective

This study aimed to evaluate efficiency of policies against malaria in 30 malaria-endemic Sub-Saharan African (SSA) countries, from the perspective of sustaining gains.

Methods

The data came from World Malaria Report 2013. Data were analyzed using the double bootstrap method. We first estimated bootstrapped efficiency scores. Then, bootstrapped truncated regression was used to determine factors associated with malaria program efficiency.

Results

This study showed that most malaria programs in SSA are technically inefficient. We also found that aid from international institutions and public expenditures on malaria programs do not significantly affect the efficiency of malaria programs. However, in an enhanced governance context, international aid and public expenditure impact positively on the efficiency of malaria programs. Moreover, intermittent preventive treatment for pregnant women is associated with a positive effect on the efficiency. Surprisingly, the free care policies—artemisinin-based combinations for under five-year-old children in the public facilities, rapid diagnostic tests, and distribution of insecticide-treated bed nets and long-lasting insecticide-impregnated nets—does not significantly affect the efficiency of malaria programs.

Conclusion

Financing alone does not ensure efficiency of malaria programs. Good governance and the targeting of the most vulnerable segments of the population are necessary to reduce malaria deaths and improve efficiency of malaria programs in SSA.
Literature
14.
go back to reference Aigner D, Lovell CK, Schmidt P. Formulation and estimation of stochastic frontier production function models. J Econom. 1977;6:21–37.CrossRef Aigner D, Lovell CK, Schmidt P. Formulation and estimation of stochastic frontier production function models. J Econom. 1977;6:21–37.CrossRef
15.
go back to reference Charnes A, Cooper WW, Rhodes E. Measuring the efficiency of decision making units. Eur J Oper Res. 1978;2:429–44.CrossRef Charnes A, Cooper WW, Rhodes E. Measuring the efficiency of decision making units. Eur J Oper Res. 1978;2:429–44.CrossRef
16.
go back to reference Farrell MJ. The measurement of productive efficiency. J R Stat Soc. 1957;120:253–90. Farrell MJ. The measurement of productive efficiency. J R Stat Soc. 1957;120:253–90.
17.
go back to reference Meeusen W, Van den Broeck J. Efficiency estimation from Cobb-Douglas production functions with composed error. Int Econ Rev. 1977;18:435–44.CrossRef Meeusen W, Van den Broeck J. Efficiency estimation from Cobb-Douglas production functions with composed error. Int Econ Rev. 1977;18:435–44.CrossRef
18.
go back to reference Besstremyannaya G. The impact of Japanese hospital financing reform on hospital efficiency: a difference-in-difference approach. Jpn Econ Rev. 2013;64:337–62.CrossRef Besstremyannaya G. The impact of Japanese hospital financing reform on hospital efficiency: a difference-in-difference approach. Jpn Econ Rev. 2013;64:337–62.CrossRef
19.
20.
go back to reference Fizel JL, Nunnikhoven TS. Technical efficiency of for-profit and non-profit nursing homes. Manag Decis Econ. 1992;13:429–39.CrossRef Fizel JL, Nunnikhoven TS. Technical efficiency of for-profit and non-profit nursing homes. Manag Decis Econ. 1992;13:429–39.CrossRef
21.
go back to reference Hollingsworth B. The measurement of efficiency and productivity of health care delivery. Health Econ. 2008;17:1107–28.CrossRefPubMed Hollingsworth B. The measurement of efficiency and productivity of health care delivery. Health Econ. 2008;17:1107–28.CrossRefPubMed
22.
go back to reference Kooreman P. Nursing home care in The Netherlands: a nonparametric efficiency analysis. J Health Econ. 1994;13:301–16.CrossRefPubMed Kooreman P. Nursing home care in The Netherlands: a nonparametric efficiency analysis. J Health Econ. 1994;13:301–16.CrossRefPubMed
23.
go back to reference Simar L, Wilson PW. Sensitivity analysis of efficiency scores: how to bootstrap in nonparametric frontier models. Manage Sci. 1998;44:49–61.CrossRef Simar L, Wilson PW. Sensitivity analysis of efficiency scores: how to bootstrap in nonparametric frontier models. Manage Sci. 1998;44:49–61.CrossRef
24.
go back to reference Simar L, Wilson PW. A general methodology for bootstrapping in non-parametric frontier models. J Appl Stat. 2000;27:779–802.CrossRef Simar L, Wilson PW. A general methodology for bootstrapping in non-parametric frontier models. J Appl Stat. 2000;27:779–802.CrossRef
25.
go back to reference Grosskopf S. Statistical inference and nonparametric efficiency: a selective survey. J Prod Anal. 1996;7:161–76.CrossRef Grosskopf S. Statistical inference and nonparametric efficiency: a selective survey. J Prod Anal. 1996;7:161–76.CrossRef
26.
go back to reference Simar L, Wilson PW. Estimation and inference in two-stage, semi-parametric models of production processes. J Econometrics. 2007;136:31–64.CrossRef Simar L, Wilson PW. Estimation and inference in two-stage, semi-parametric models of production processes. J Econometrics. 2007;136:31–64.CrossRef
28.
go back to reference Coelli T. A multi-stage methodology for the solution of orientated DEA models. Oper Res Lett. 1998;23:143–9.CrossRef Coelli T. A multi-stage methodology for the solution of orientated DEA models. Oper Res Lett. 1998;23:143–9.CrossRef
30.
go back to reference Alexander WRJ, Haug AA, Jaforullah M. A two-stage double-bootstrap data envelopment analysis of efficiency differences of New Zealand secondary schools. J Prod Anal. 2010;34:99–110.CrossRef Alexander WRJ, Haug AA, Jaforullah M. A two-stage double-bootstrap data envelopment analysis of efficiency differences of New Zealand secondary schools. J Prod Anal. 2010;34:99–110.CrossRef
31.
go back to reference Lépine A, Vassall A, Chandrashekar S. The determinants of technical efficiency of a large-scale HIV prevention project: application of the DEA double bootstrap using panel data from the Indian Avahan. Cost Eff Resour Alloc. 2015;13:1.CrossRef Lépine A, Vassall A, Chandrashekar S. The determinants of technical efficiency of a large-scale HIV prevention project: application of the DEA double bootstrap using panel data from the Indian Avahan. Cost Eff Resour Alloc. 2015;13:1.CrossRef
32.
go back to reference Chavasse D, Lo-Phan L, Lavigne M. Insecticide-treated net projects: a handbook for managers. Malaria Consortium; 1999. Chavasse D, Lo-Phan L, Lavigne M. Insecticide-treated net projects: a handbook for managers. Malaria Consortium; 1999.
33.
go back to reference Zandu A, Malengreau M, Wery M. Methods and expenses for protection against mosquitoes in households in Kinshasa, Zaire. Ann Soc Belg Med Tr. 1991;71:259–66. Zandu A, Malengreau M, Wery M. Methods and expenses for protection against mosquitoes in households in Kinshasa, Zaire. Ann Soc Belg Med Tr. 1991;71:259–66.
35.
go back to reference Andrews KG, Lynch M, Eckert E, Gutman J. Missed opportunities to deliver intermittent preventive treatment for malaria to pregnant women 2003–2013: a systematic analysis of 58 household surveys in sub-Saharan Africa. Malar J. 2015;14:1.CrossRef Andrews KG, Lynch M, Eckert E, Gutman J. Missed opportunities to deliver intermittent preventive treatment for malaria to pregnant women 2003–2013: a systematic analysis of 58 household surveys in sub-Saharan Africa. Malar J. 2015;14:1.CrossRef
38.
go back to reference Bruxvoort K, Kalolella A, Nchimbi H, et al. Getting antimalarials on target: impact of national roll-out of malaria rapid diagnostic tests on health facility treatment in three regions of Tanzania. Trop Med Int Health. 2013;18:1269–82.CrossRefPubMedPubMedCentral Bruxvoort K, Kalolella A, Nchimbi H, et al. Getting antimalarials on target: impact of national roll-out of malaria rapid diagnostic tests on health facility treatment in three regions of Tanzania. Trop Med Int Health. 2013;18:1269–82.CrossRefPubMedPubMedCentral
39.
go back to reference Hanson K. Public and private roles in malaria control: the contributions of economic analysis. Am J Trop Med Hyg. 2004;71:168–73.PubMed Hanson K. Public and private roles in malaria control: the contributions of economic analysis. Am J Trop Med Hyg. 2004;71:168–73.PubMed
43.
go back to reference Lewin AY, Morey RC, Cook TJ. Evaluating the administrative efficiency of courts. Omega. 1982;10:401–11.CrossRef Lewin AY, Morey RC, Cook TJ. Evaluating the administrative efficiency of courts. Omega. 1982;10:401–11.CrossRef
44.
go back to reference Eisele TP, Larsen D, Anglewicz A, et al. Malaria prevention in pregnancy, birthweight, and neonatal mortality: a meta-analysis of 32 national cross-sectional datasets in Africa. Lancet Infect Dis. 2012;12:942–9.CrossRefPubMed Eisele TP, Larsen D, Anglewicz A, et al. Malaria prevention in pregnancy, birthweight, and neonatal mortality: a meta-analysis of 32 national cross-sectional datasets in Africa. Lancet Infect Dis. 2012;12:942–9.CrossRefPubMed
47.
go back to reference Mancuso P, Valdmanis VG. Care appropriateness and health productivity evolution: a non-parametric analysis of the italian regional health systems. Appl Health Econ Health Policy. 2016;14:595–607.CrossRefPubMed Mancuso P, Valdmanis VG. Care appropriateness and health productivity evolution: a non-parametric analysis of the italian regional health systems. Appl Health Econ Health Policy. 2016;14:595–607.CrossRefPubMed
49.
go back to reference Adler N, Liebert V, Yazhemsky E. Benchmarking airports from a managerial perspective. Omega. 2013;41:442–58.CrossRef Adler N, Liebert V, Yazhemsky E. Benchmarking airports from a managerial perspective. Omega. 2013;41:442–58.CrossRef
50.
go back to reference Gitto S, Mancuso P. Bootstrapping the Malmquist indexes for Italian airports. Int J Prod Econ. 2012;135:403–11.CrossRef Gitto S, Mancuso P. Bootstrapping the Malmquist indexes for Italian airports. Int J Prod Econ. 2012;135:403–11.CrossRef
51.
go back to reference Bulajić M, Jeremić V, Knežević S, Žarkić-Joksimović N. Statistički Pristup Merenju Efikasnosti Banaka. Ekonomska istraživanja. 2013;26:95–104. Bulajić M, Jeremić V, Knežević S, Žarkić-Joksimović N. Statistički Pristup Merenju Efikasnosti Banaka. Ekonomska istraživanja. 2013;26:95–104.
53.
go back to reference Msellem M, Mårtensson A, Rotllant G, et al. Influence of rapid malaria diagnostic tests on treatment and health outcome in fever patients, zanzibar—a crossover validation study. PLoS Med. 2009;6:e1000070.CrossRefPubMedPubMedCentral Msellem M, Mårtensson A, Rotllant G, et al. Influence of rapid malaria diagnostic tests on treatment and health outcome in fever patients, zanzibar—a crossover validation study. PLoS Med. 2009;6:e1000070.CrossRefPubMedPubMedCentral
54.
go back to reference Asiimwe C, Kyabayinze DJ, Kyalisiima Z, et al. Early experiences on the feasibility, acceptability, and use of malaria rapid diagnostic tests at peripheral health centres in Uganda-insights into some barriers and facilitators. Implement Sci. 2012;7:1.CrossRef Asiimwe C, Kyabayinze DJ, Kyalisiima Z, et al. Early experiences on the feasibility, acceptability, and use of malaria rapid diagnostic tests at peripheral health centres in Uganda-insights into some barriers and facilitators. Implement Sci. 2012;7:1.CrossRef
55.
go back to reference Chandler CI, Jones C, Boniface G, et al. Guidelines and mindlines: why do clinical staff over-diagnose malaria in Tanzania? A qualitative study. Malar J. 2008;7:53.CrossRefPubMedPubMedCentral Chandler CI, Jones C, Boniface G, et al. Guidelines and mindlines: why do clinical staff over-diagnose malaria in Tanzania? A qualitative study. Malar J. 2008;7:53.CrossRefPubMedPubMedCentral
56.
go back to reference Chandler CI, Whitty CJ, Ansah EK. How can malaria rapid diagnostic tests achieve their potential? A qualitative study of a trial at health facilities in Ghana. Malar J. 2010;9:95.CrossRefPubMedPubMedCentral Chandler CI, Whitty CJ, Ansah EK. How can malaria rapid diagnostic tests achieve their potential? A qualitative study of a trial at health facilities in Ghana. Malar J. 2010;9:95.CrossRefPubMedPubMedCentral
57.
go back to reference Ezeoke OP, Ezumah NN, Chandler CC, et al. Exploring health providers’ and community perceptions and experiences with malaria tests in South-East Nigeria: a critical step towards appropriate treatment. Malar J. 2012;11:1–10.CrossRef Ezeoke OP, Ezumah NN, Chandler CC, et al. Exploring health providers’ and community perceptions and experiences with malaria tests in South-East Nigeria: a critical step towards appropriate treatment. Malar J. 2012;11:1–10.CrossRef
58.
go back to reference Ruizendaal E, Dierickx S, Grietens KP, et al. Success or failure of critical steps in community case management of malaria with rapid diagnostic tests: a systematic review. Malar J. 2014;13:229.CrossRefPubMedPubMedCentral Ruizendaal E, Dierickx S, Grietens KP, et al. Success or failure of critical steps in community case management of malaria with rapid diagnostic tests: a systematic review. Malar J. 2014;13:229.CrossRefPubMedPubMedCentral
59.
go back to reference Van Eijk AM, Hill J, Larsen DA, et al. Coverage of intermittent preventive treatment and insecticide-treated nets for the control of malaria during pregnancy in sub-Saharan Africa: a synthesis and meta-analysis of national survey data, 2009–11. Lancet Infect Dis. 2013;13:1029–42.CrossRefPubMed Van Eijk AM, Hill J, Larsen DA, et al. Coverage of intermittent preventive treatment and insecticide-treated nets for the control of malaria during pregnancy in sub-Saharan Africa: a synthesis and meta-analysis of national survey data, 2009–11. Lancet Infect Dis. 2013;13:1029–42.CrossRefPubMed
60.
go back to reference Berkessa T, Oljira D, Tesfa B. Insecticide treated nets use and its determinants among settlers of Southwest Ethiopia. BMC Public Health. 2016;16:1. Berkessa T, Oljira D, Tesfa B. Insecticide treated nets use and its determinants among settlers of Southwest Ethiopia. BMC Public Health. 2016;16:1.
61.
go back to reference Stevens ER, Aldridge A, Degbey Y, et al. Evaluation of the 2011 long-lasting, insecticide-treated net distribution for universal coverage in Togo. Malar J. 2013;12:1.CrossRef Stevens ER, Aldridge A, Degbey Y, et al. Evaluation of the 2011 long-lasting, insecticide-treated net distribution for universal coverage in Togo. Malar J. 2013;12:1.CrossRef
62.
go back to reference Welch K, Fuster M. Barriers in access to insecticide-treated bednets for malaria prevention: an analysis of Cambodian DHS data. J Vector Borne Dis. 2012;49:1.PubMed Welch K, Fuster M. Barriers in access to insecticide-treated bednets for malaria prevention: an analysis of Cambodian DHS data. J Vector Borne Dis. 2012;49:1.PubMed
63.
go back to reference Maslove DM, Mnyusiwalla A, Mills EJ, et al. Barriers to the effective treatment and prevention of malaria in Africa: a systematic review of qualitative studies. BMC Int Health Hum Rights. 2009;9:1–10.CrossRef Maslove DM, Mnyusiwalla A, Mills EJ, et al. Barriers to the effective treatment and prevention of malaria in Africa: a systematic review of qualitative studies. BMC Int Health Hum Rights. 2009;9:1–10.CrossRef
64.
go back to reference Chatio S, Aborigo R, Adongo PB, et al. Adherence and uptake of artemisinin-based combination treatments for uncomplicated malaria: a qualitative study in northern Ghana. PLoS One. 2015;10:e0116856.CrossRefPubMedPubMedCentral Chatio S, Aborigo R, Adongo PB, et al. Adherence and uptake of artemisinin-based combination treatments for uncomplicated malaria: a qualitative study in northern Ghana. PLoS One. 2015;10:e0116856.CrossRefPubMedPubMedCentral
65.
go back to reference Kaufmann D, Kraay A, Mastruzzi M. Governance matters III: governance indicators for 1996, 1998, 2000, and 2002. World Bank Econ Rev. 2004;18:253–87.CrossRef Kaufmann D, Kraay A, Mastruzzi M. Governance matters III: governance indicators for 1996, 1998, 2000, and 2002. World Bank Econ Rev. 2004;18:253–87.CrossRef
68.
go back to reference Mills A, Lubell Y, Hanson K. Malaria eradication: the economic, financial and institutional challenge. Malar J. 2008;7:1.CrossRef Mills A, Lubell Y, Hanson K. Malaria eradication: the economic, financial and institutional challenge. Malar J. 2008;7:1.CrossRef
Metadata
Title
Sustaining Gains in Health Programs: Technical Efficiency and its Determinants in Malaria Programs in Sub-Saharan Africa
Author
Esso-Hanam Atake
Publication date
01-04-2017
Publisher
Springer International Publishing
Published in
Applied Health Economics and Health Policy / Issue 2/2017
Print ISSN: 1175-5652
Electronic ISSN: 1179-1896
DOI
https://doi.org/10.1007/s40258-016-0294-6

Other articles of this Issue 2/2017

Applied Health Economics and Health Policy 2/2017 Go to the issue