IDEAS home Printed from https://ideas.repec.org/a/bla/revinw/v67y2021i4p977-1004.html

Evaluation of Anti‐Poverty Programs’ Impact on Joint Disadvantages: Insights From the Philippine Experience

Author

Listed:
  • Suman Seth
  • Melba Verra Tutor

Abstract

Anti‐poverty programs increasingly target multiple outcomes to address current and future poverty. Conventional evaluation exercises, however, estimate programs’ impact on outcomes separately. We present a framework, drawing from the counting approach, that captures the joint distribution of outcomes and allows evaluating program impact on the distribution of multiple outcomes. We apply the framework to analyze the Philippine conditional cash transfer program using an embedded randomized control trial survey. We observe that the program induced targeted behavioral changes by reducing overall noncompliances to conditionalities, but did not necessarily benefit the poorer families experiencing a larger number of simultaneous noncompliances. The overall positive impact is achieved by leaving the neediest behind. Our results show the valuable contribution of considering the joint distribution of outcomes in evaluating poverty alleviation programs.

Suggested Citation

  • Suman Seth & Melba Verra Tutor, 2021. "Evaluation of Anti‐Poverty Programs’ Impact on Joint Disadvantages: Insights From the Philippine Experience," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 67(4), pages 977-1004, December.
  • Handle: RePEc:bla:revinw:v:67:y:2021:i:4:p:977-1004
    DOI: 10.1111/roiw.12504
    as

    Download full text from publisher

    File URL: https://doi.org/10.1111/roiw.12504
    Download Restriction: no

    File URL: https://libkey.io/10.1111/roiw.12504?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Sabina Alkire & Maria Emma Santos, 2010. "Acute Multidimensional Poverty: A New Index for Developing Countries," Human Development Research Papers (2009 to present) HDRP-2010-11, Human Development Report Office (HDRO), United Nations Development Programme (UNDP).
    2. Filmer, Deon & Schady, Norbert, 2011. "Does more cash in conditional cash transfer programs always lead to larger impacts on school attendance?," Journal of Development Economics, Elsevier, vol. 96(1), pages 150-157, September.
    3. Loschmann, Craig & Parsons, Christopher R. & Siegel, Melissa, 2015. "Does Shelter Assistance Reduce Poverty in Afghanistan?," World Development, Elsevier, vol. 74(C), pages 305-322.
    4. Fernandez, Luisa & Olfindo, Rosechin, 2011. "Overview of the Philippines'conditional cash transfer program : the Pantawid Pamilyang Pilipino Program (Pantawid Pamilya)," The Social Policy and Labor Discussion Paper Series 69422, The World Bank.
    5. Francisco Ferreira, 2011. "Poverty is multidimensional. But what are we going to do about it?," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 9(3), pages 493-495, September.
    6. Atkinson, A B, 1987. "On the Measurement of Poverty," Econometrica, Econometric Society, vol. 55(4), pages 749-764, July.
    7. Martin Ravallion, 2011. "On multidimensional indices of poverty," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 9(2), pages 235-248, June.
    8. Sabina Alkire, James E. Foster, Suman Seth, Maria Emma Santos, Jose M. Roche and Paola Ballon, 2015. "Multidimensional Poverty Measurement and Analysis: Chapter 9 - Distribution and Dynamics," OPHI Working Papers ophiwp090_ch9.pdf, Queen Elizabeth House, University of Oxford.
    9. Sabina Alkire, James E. Foster, Suman Seth, Maria Emma Santos, José M. Roche and Paola Ballon, 2015. "Multidimensional Poverty Measurement and Analysis: Chapter 7 - Data and Analysis," OPHI Working Papers ophiwp088_ch7.pdf, Queen Elizabeth House, University of Oxford.
    10. repec:wbk:wbpubs:2597 is not listed on IDEAS
    11. repec:qeh:ophiwp:ophiwp090 is not listed on IDEAS
    12. Sabina Alkire, James E. Foster, Suman Seth, Maria Emma Santos, José M. Roche and Paola Ballon, 2015. "Multidimensional Poverty Measurement and Analysis: Chapter 2 - The Framework," OPHI Working Papers ophiwp083_ch2.pdf, Queen Elizabeth House, University of Oxford.
    13. Viviane Azevedo & Marcos Robles, 2013. "Multidimensional Targeting: Identifying Beneficiaries of Conditional Cash Transfer Programs," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 112(2), pages 447-475, June.
    14. repec:wbk:wbpubs:30418 is not listed on IDEAS
    15. Sarah Baird & Craig McIntosh & Berk Özler, 2011. "Cash or Condition? Evidence from a Cash Transfer Experiment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 126(4), pages 1709-1753.
    16. repec:qeh:ophiwp:ophiwp088 is not listed on IDEAS
    17. repec:wbk:wbrwps:70149 is not listed on IDEAS
    18. Alkire, Sabina & Foster, James, 2011. "Counting and multidimensional poverty measurement," Journal of Public Economics, Elsevier, vol. 95(7-8), pages 476-487, August.
    19. repec:qeh:ophiwp:ophiwp083 is not listed on IDEAS
    20. Walter Bossert & Satya R. Chakravarty & Conchita D’Ambrosio, 2019. "Multidimensional Poverty and Material Deprivation with Discrete Data," Themes in Economics, in: Satya R. Chakravarty (ed.), Poverty, Social Exclusion and Stochastic Dominance, pages 191-209, Springer.
    21. James Heckman, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    22. repec:qeh:ophiwp:ophiwp038 is not listed on IDEAS
    23. Alkire, Sabina & Santos, Maria Emma, 2014. "Measuring Acute Poverty in the Developing World: Robustness and Scope of the Multidimensional Poverty Index," World Development, Elsevier, vol. 59(C), pages 251-274.
    24. Indranil Dutta & Ajit Mishra, 2018. "Measuring Vulnerability Using the Counting Approach," Economics Discussion Paper Series 1810, Economics, The University of Manchester.
    25. Addison, Tony & Hulme, David & Kanbur, Ravi (ed.), 2009. "Poverty Dynamics: Interdisciplinary Perspectives," OUP Catalogue, Oxford University Press, number 9780199557554.
    26. Sophie Song and Katsushi S. Imai, 2018. "Does the Hunger Safety Net Programme Reduce Multidimensional Poverty? Evidence from Kenya," OPHI Working Papers ophiwp124.pdf, Queen Elizabeth House, University of Oxford.
    27. Alain de Janvry & Elisabeth Sadoulet, 2006. "Making Conditional Cash Transfer Programs More Efficient: Designing for Maximum Effect of the Conditionality," The World Bank Economic Review, World Bank, vol. 20(1), pages 1-29.
    28. Robano, Virginia & Smith, Stephen C., 2013. "Multidimensional Targeting and Evaluation: A General Framework with an Application to a Poverty Program in Bangladesh," IZA Discussion Papers 7593, IZA Network @ LISER.
    29. Rodolfo Hoffmann & Ana Lucia Kassouf, 2005. "Deriving conditional and unconditional marginal effects in log earnings equations estimated by Heckman's procedure," Applied Economics, Taylor & Francis Journals, vol. 37(11), pages 1303-1311.
    30. A. Atkinson, 2003. "Multidimensional Deprivation: Contrasting Social Welfare and Counting Approaches," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 1(1), pages 51-65, April.
    31. Sandra García & Juan Saavedra, 2017. "Educational Impacts and Cost-Effectiveness of Conditional Cash Transfer Programs in Developing Countries: A Meta-Analysis," NBER Working Papers 23594, National Bureau of Economic Research, Inc.
    32. Fernandez Delgado,Luisa Patricia & Fernandez Delgado,Luisa Patricia, 2012. "Design and implementation features of the national household targeting system in the Philippines," The Social Policy and Labor Discussion Paper Series 70149, The World Bank.
    33. Fernandez, Luisa & Olfindo, Rosechin, 2011. "Overview of the Philippines'Conditional Cash Transfer Program : the Pantawid Pamilyang Pilipino Program (Pantawid Pamilya)," The Social Policy and Labor Discussion Paper Series 62879, The World Bank.
    34. Alkire, Sabina & Foster, James & Seth, Suman & Santos, Maria Emma & Roche, Jose Manuel & Ballon, Paola, 2015. "Multidimensional Poverty Measurement and Analysis," OUP Catalogue, Oxford University Press, number 9780199689491.
    35. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, December.
    36. Alkire, Sabina & Roche, José Manuel & Vaz, Ana, 2017. "Changes Over Time in Multidimensional Poverty: Methodology and Results for 34 Countries," World Development, Elsevier, vol. 94(C), pages 232-249.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Ali Akbar Barati & Milad Zhoolideh & Mostafa Moradi & Eydieh Sohrabi Mollayousef & Christine Fürst, 2022. "Multidimensional poverty and livelihood strategies in rural Iran," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 24(11), pages 12963-12993, November.
    2. Sehnbruch, Kirsten & González, Pablo & Apablaza, Mauricio & Méndez, Rocío & Arriagada, Verónica, 2020. "The Quality of Employment (QoE) in nine Latin American countries: A multidimensional perspective," World Development, Elsevier, vol. 127(C).
    3. Espinoza-Delgado, José & Silber, Jacques, 2018. "Multi-dimensional poverty among adults in Central America and gender differences in the three I’s of poverty: Applying inequality sensitive poverty measures with ordinal variables," MPRA Paper 88750, University Library of Munich, Germany.
    4. Pinaki Das & Bibek Paria & Shama Firdaush, 2021. "Juxtaposing Consumption Poverty and Multidimensional Poverty: A Study in Indian Context," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 153(2), pages 469-501, January.
    5. Espinoza-Delgado, José & Klasen, Stephan, 2018. "Gender and multidimensional poverty in Nicaragua: An individual based approach," World Development, Elsevier, vol. 110(C), pages 466-491.
    6. Nick Bailey & Anne-Catherine Guio, 2022. "Adaptive Deprivation Scales in a Multi-National Context: The European Child Deprivation Indicators," Child Indicators Research, Springer;The International Society of Child Indicators (ISCI), vol. 15(6), pages 2335-2362, December.
    7. Suman Seth and Gaston Yalonetzky, 2018. "Assessing Deprivation with Ordinal Variables: Depth Sensitivity and Poverty Aversion," OPHI Working Papers ophiwp123.pdf, Queen Elizabeth House, University of Oxford.
    8. Alkire, Sabina & Oldiges, Christian & Kanagaratnam, Usha, 2021. "Examining multidimensional poverty reduction in India 2005/6–2015/16: Insights and oversights of the headcount ratio," World Development, Elsevier, vol. 142(C).
    9. Jacob Katuva & Rob Hope & Tim Foster & Johanna Koehler & Patrick Thomson, 2020. "Modelling Welfare Transitions to Prioritise Sustainable Development Interventions in Coastal Kenya," Sustainability, MDPI, vol. 12(17), pages 1-22, August.
    10. Mauricio Gallardo, 2020. "Measuring Vulnerability to Multidimensional Poverty," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 148(1), pages 67-103, February.
    11. Sabina Alkire and James Foster, 2016. "Dimensional and Distributional Contributions to Multidimensional Poverty," OPHI Working Papers ophiwp100_2.pdf, Queen Elizabeth House, University of Oxford.
    12. Najam, Zaira, 2020. "The Sensitivity of Poverty Trends to Dimensionality and Distribution Sensitivity in Poverty Measures - District Level Analysis for Pakistan," MPRA Paper 102383, University Library of Munich, Germany.
    13. repec:qeh:ophiwp:ophiwp074 is not listed on IDEAS
    14. Gallardo, Mauricio, 2022. "Measuring vulnerability to multidimensional poverty with Bayesian network classifiers," Economic Analysis and Policy, Elsevier, vol. 73(C), pages 492-512.
    15. Sabina Alkire, 2018. "The Research Agenda on Multidimensional Poverty Measurement: Important and As-yet Unanswered Questions," OPHI Working Papers ophiwp119_3.pdf, Queen Elizabeth House, University of Oxford.
    16. Shatakshee Dhongde & Yi Li & Prasanta K. Pattanaik & Yongsheng Xu, 2016. "Binary data, hierarchy of attributes, and multidimensional deprivation," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 14(4), pages 363-378, December.
    17. Francisco Azpitarte & Jose Gallegos & Gaston Yalonetzky, 2020. "On the robustness of multidimensional counting poverty orderings," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 18(3), pages 339-364, September.
    18. Paolo Liberati & Giuliano Resce & Francesca Tosi, 2023. "The probability of multidimensional poverty: A new approach and an empirical application to EU‐SILC data," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 69(3), pages 668-700, September.
    19. Deniz Sevinc, 2020. "How Poor is Poor? A novel look at multidimensional poverty in the UK," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 149(3), pages 833-859, June.
    20. Burhan Can Karahasan & Fırat Bilgel, 2021. "The Topography and Sources of Multidimensional Poverty in Turkey," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 154(2), pages 413-445, April.
    21. Peter Saunders, 2018. "Monitoring and addressing global poverty: A new approach and implications for Australia," The Economic and Labour Relations Review, , vol. 29(1), pages 9-23, March.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:bla:revinw:v:67:y:2021:i:4:p:977-1004. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Wiley Content Delivery (email available below). General contact details of provider: https://edirc.repec.org/data/iariwea.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.