IDEAS home Printed from https://ideas.repec.org/p/hal/journl/hal-05221036.html
   My bibliography  Save this paper

What drives profits in savings groups? Bayesian data mining evidence from the SAVIX database

Author

Listed:
  • Rolando Gonzales

  • Bert d'Espallier
  • Roy Mersland

    (UIA - University of Agder)

Abstract

Savings groups provide savings and loans to low-income individuals in rural and periurban areas. This study applies Bayesian data mining methods to a database of more than 200,000 savings groups with the aim of identifying which micro, meso, and macro factors are associated to profit generation in the groups. The results show that the facilitation mechanisms of development agencies and the macro-economic environment are more important than internal group dynamics for profit generation. The findings suggest that the focus of development agencies on bottom-of-the-pyramid groups creates wealth for communities in countries with a more dispersed and rural population. However, the generation of profits depends on the graduation of groups and the facilitation model implemented by a development agency.

Suggested Citation

  • Rolando Gonzales & Bert d'Espallier & Roy Mersland, 2021. "What drives profits in savings groups? Bayesian data mining evidence from the SAVIX database," Post-Print hal-05221036, HAL.
  • Handle: RePEc:hal:journl:hal-05221036
    Note: View the original document on HAL open archive server: https://hal.science/hal-05221036v1
    as

    Download full text from publisher

    File URL: https://hal.science/hal-05221036v1/document
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Daniel Fernandes & John G. Lynch & Richard G. Netemeyer, 2014. "Financial Literacy, Financial Education, and Downstream Financial Behaviors," Management Science, INFORMS, vol. 60(8), pages 1861-1883, August.
    2. Steinert, Janina Isabel & Cluver, Lucie Dale & Meinck, Franziska & Doubt, Jenny & Vollmer, Sebastian, 2018. "Household economic strengthening through financial and psychosocial programming: Evidence from a field experiment in South Africa," Journal of Development Economics, Elsevier, vol. 134(C), pages 443-466.
    3. Winford H. Masanjala & Chris Papageorgiou, 2008. "Rough and lonely road to prosperity: a reexamination of the sources of growth in Africa using Bayesian model averaging," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 23(5), pages 671-682.
    4. Kast, Felipe & Meier, Stephan & Pomeranz, Dina, 2018. "Saving more in groups: Field experimental evidence from Chile," Journal of Development Economics, Elsevier, vol. 133(C), pages 275-294.
    5. Dean Karlan & Aishwarya Lakshmi Ratan & Jonathan Zinman, 2014. "Savings by and for the Poor: A Research Review and Agenda," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 60(1), pages 36-78, March.
    6. Antonio Ciccone & Marek Jarociński, 2010. "Determinants of Economic Growth: Will Data Tell?," American Economic Journal: Macroeconomics, American Economic Association, vol. 2(4), pages 222-246, October.
    7. Jan R. Magnus & Wendun Wang, 2014. "Concept-Based Bayesian Model Averaging and Growth Empirics," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 76(6), pages 874-897, December.
    8. Angus Deaton & Christina Paxson, 2000. "Growth and Saving Among Individuals and Households," The Review of Economics and Statistics, MIT Press, vol. 82(2), pages 212-225, May.
    9. Burlando, Alfredo & Canidio, Andrea, 2017. "Does group inclusion hurt financial inclusion? Evidence from ultra-poor members of Ugandan savings groups," Journal of Development Economics, Elsevier, vol. 128(C), pages 24-48.
    10. Theo S. Eicher & Chris Papageorgiou & Adrian E. Raftery, 2011. "Default priors and predictive performance in Bayesian model averaging, with application to growth determinants," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 26(1), pages 30-55, January/F.
    11. Peilu Zhang & Marco A. Palma, 2021. "Compulsory Versus Voluntary Insurance: An Online Experiment," American Journal of Agricultural Economics, John Wiley & Sons, vol. 103(1), pages 106-125, January.
    12. Satadru Mukherjee, 2020. "Access to Formal Banks and New Technology Adoption: Evidence from India," American Journal of Agricultural Economics, John Wiley & Sons, vol. 102(5), pages 1532-1556, October.
    13. repec:dau:papers:123456789/1906 is not listed on IDEAS
    14. Skinner, Jonathan, 1988. "Risky income, life cycle consumption, and precautionary savings," Journal of Monetary Economics, Elsevier, vol. 22(2), pages 237-255, September.
    15. Barry K. Goodwin & Nicholas E. Piggott, 2020. "Has Technology Increased Agricultural Yield Risk? Evidence from the Crop Insurance Biotech Endorsement," American Journal of Agricultural Economics, John Wiley & Sons, vol. 102(5), pages 1578-1597, October.
    16. Bell, Andrew & Jones, Kelvyn, 2015. "Explaining Fixed Effects: Random Effects Modeling of Time-Series Cross-Sectional and Panel Data," Political Science Research and Methods, Cambridge University Press, vol. 3(1), pages 133-153, January.
    17. Hajime Katayama & Natalia Ponomareva & Malvin Sharma, 2019. "What Determines the Sacrifice Ratio? A Bayesian Model Averaging Approach," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 81(5), pages 960-988, October.
    18. Fernandez, Carmen & Ley, Eduardo & Steel, Mark F. J., 2001. "Benchmark priors for Bayesian model averaging," Journal of Econometrics, Elsevier, vol. 100(2), pages 381-427, February.
    19. Eriṣ, Mehmet N. & Ulaṣan, Bülent, 2013. "Trade openness and economic growth: Bayesian model averaging estimate of cross-country growth regressions," Economic Modelling, Elsevier, vol. 33(C), pages 867-883.
    20. Brunie, Aurélie & Fumagalli, Laura & Martin, Thomas & Field, Samuel & Rutherford, Diana, 2014. "Can village savings and loan groups be a potential tool in the malnutrition fight? Mixed method findings from Mozambique," Children and Youth Services Review, Elsevier, vol. 47(P2), pages 113-120.
    21. Temesgen Belissa & Robert Lensink & Anne Winkel, 2020. "Effects of Index Insurance on Demand and Supply of Credit: Evidence from Ethiopia," American Journal of Agricultural Economics, John Wiley & Sons, vol. 102(5), pages 1511-1531, October.
    22. Mary Kay Gugerty & Pierre Biscaye & C. Leigh Anderson, 2019. "Delivering development? Evidence on self‐help groups as development intermediaries in South Asia and Africa," Development Policy Review, Overseas Development Institute, vol. 37(1), pages 129-151, January.
    23. Joanna Ledgerwood, 2013. "The New Microfinance Handbook : A Financial Market System Perspective," World Bank Publications - Books, The World Bank Group, number 12272.
    24. Levenson, Alec R. & Besley, Timothy, 1996. "The anatomy of an informal financial market: Rosca participation in Taiwan," Journal of Development Economics, Elsevier, vol. 51(1), pages 45-68, October.
    25. Orazio P. Attanasio & Lucio Picci & Antonello E. Scorcu, 2000. "Saving, Growth, and Investment: A Macroeconomic Analysis Using a Panel of Countries," The Review of Economics and Statistics, MIT Press, vol. 82(2), pages 182-211, May.
    26. Brian P. Greaney & Joseph P. Kaboski & Eva Van Leemput, 2016. "Can Self-Help Groups Really Be "Self-Help"?," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 83(4), pages 1614-1644.
    27. Thorp, Rosemary & Stewart, Frances & Heyer, Amrik, 2005. "When and how far is group formation a route out of chronic poverty?," World Development, Elsevier, vol. 33(6), pages 907-920, June.
    28. Schmidt-Hebbel, Klaus & Serven, Luis, 2000. "Does income inequality raise aggregate saving?," Journal of Development Economics, Elsevier, vol. 61(2), pages 417-446, April.
    29. Dean Karlan & Aishwarya Lakshmi Ratan & Jonathan Zinman, 2014. "Savings by and for the Poor: A Research Review and Agenda," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 60(1), pages 36-78, March.
    30. Baland, Jean-Marie & Guirkinger, Catherine & Hartwig, Renate, 2019. "Now or later? The allocation of the pot and the insurance motive in fixed roscas," Journal of Development Economics, Elsevier, vol. 140(C), pages 1-11.
    31. Justin Flynn & James Sumberg, 2018. "Are savings groups a livelihoods game changer for young people in Africa?," Development in Practice, Taylor & Francis Journals, vol. 28(1), pages 51-64, January.
    32. Philip Mader, 2018. "Contesting Financial Inclusion," Development and Change, International Institute of Social Studies, vol. 49(2), pages 461-483, March.
    33. Norman Loayza & Klaus Schmidt-Hebbel & Luis Servén, 2000. "Saving in Developing Countries: An Overview," The World Bank Economic Review, World Bank, vol. 14(3), pages 393-414, September.
    34. Xavier Sala-I-Martin & Gernot Doppelhofer & Ronald I. Miller, 2004. "Determinants of Long-Term Growth: A Bayesian Averaging of Classical Estimates (BACE) Approach," American Economic Review, American Economic Association, vol. 94(4), pages 813-835, September.
    35. Deaton, Angus, 1992. "Understanding Consumption," OUP Catalogue, Oxford University Press, number 9780198288244.
    36. le Polain, Maïté & Sterck, Olivier & Nyssens, Marthe, 2018. "Interest Rates in Savings Groups: Thrift or Threat?," World Development, Elsevier, vol. 101(C), pages 162-172.
    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. Mark F. J. Steel, 2020. "Model Averaging and Its Use in Economics," Journal of Economic Literature, American Economic Association, vol. 58(3), pages 644-719, September.
    2. D'Andrea, Sara, 2022. "Are there any robust determinants of growth in Europe? A Bayesian Model Averaging approach," International Economics, Elsevier, vol. 171(C), pages 143-173.
    3. Rockey, James & Temple, Jonathan, 2016. "Growth econometrics for agnostics and true believers," European Economic Review, Elsevier, vol. 81(C), pages 86-102.
    4. Kourtellos, Andros & Marr, Christa & Tan, Chih Ming, 2016. "Robust determinants of intergenerational mobility in the land of opportunity," European Economic Review, Elsevier, vol. 81(C), pages 132-147.
    5. Doppelhofer, Gernot & Weeks, Melvyn, 2011. "Robust Growth Determinants," Discussion Paper Series in Economics 3/2011, Norwegian School of Economics, Department of Economics.
    6. Jetter, Michael & Parmeter, Christopher F., 2018. "Sorting through global corruption determinants: Institutions and education matter – Not culture," World Development, Elsevier, vol. 109(C), pages 279-294.
    7. Roger Aganze & Roy Mersland & Bert D’Espallier & Kjetil Andersson, 2025. "Determinants of Sustainability of Informal Community-Based Financial Groups: Insights from a Survival Analysis Approach," Journal of Development Studies, Taylor & Francis Journals, vol. 61(10), pages 1660-1682, October.
    8. Bruns, Stephan B. & Ioannidis, John P.A., 2020. "Determinants of economic growth: Different time different answer?," Journal of Macroeconomics, Elsevier, vol. 63(C).
    9. Michael Jetter & Christopher F. Parmeter, 2016. "Uncovering the determinants of corruption," Working Papers 2016-02, University of Miami, Department of Economics.
    10. Andros Kourtellos & Alex Lenkoski & Kyriakos Petrou, 2017. "Measuring the Strength of the Theories of Government Size," University of Cyprus Working Papers in Economics 11-2017, University of Cyprus Department of Economics.
    11. Andros Kourtellos & Alex Lenkoski & Kyriakos Petrou, 2020. "Measuring the strength of the theories of government size," Empirical Economics, Springer, vol. 59(5), pages 2185-2222, November.
    12. María José Roa García & Diana Mejía (ed.), 2018. "Decisiones financieras de los hogares e inclusión financiera: evidencia para América Latina y el Caribe," Investigación Conjunta-Joint Research, Centro de Estudios Monetarios Latinoamericanos, CEMLA, edition 1, volume 1, number 7sp, December.
    13. Aart Kraay & Norikazu Tawara, 2013. "Can specific policy indicators identify reform priorities?," Journal of Economic Growth, Springer, vol. 18(3), pages 253-283, September.
    14. Ana María Iregui-Bohórquez & Ligia Alba Melo-Becerra & María Teresa Ramírez-Giraldo & Ana María Tribín-Uribe, 2018. "Determinants of Formal and Informal Saving in Colombia," Investigación Conjunta-Joint Research, in: María José Roa García & Diana Mejía (ed.), Financial Decisions of Households and Financial Inclusion: Evidence for Latin America and the Caribbean, edition 1, volume 1, chapter 4, pages 95-123, Centro de Estudios Monetarios Latinoamericanos, CEMLA.
    15. Ana María Iregui-Bohórquez & Ligia Alba Melo-Becerra & María Teresa Ramírez-Giraldo & Ana María Tribín-Uribe, 2018. "Factores determinantes del ahorro formal e informal en Colombia," Investigación Conjunta-Joint Research, in: María José Roa García & Diana Mejía (ed.), Decisiones financieras de los hogares e inclusión financiera: evidencia para América Latina y el Caribe, edition 1, volume 1, chapter 4, pages 101-131, Centro de Estudios Monetarios Latinoamericanos, CEMLA.
    16. Henderson, Daniel J. & Papageorgiou, Chris & Parmeter, Christopher F., 2013. "Who benefits from financial development? New methods, new evidence," European Economic Review, Elsevier, vol. 63(C), pages 47-67.
    17. León-González, Roberto & Montolio, Daniel, 2015. "Endogeneity and panel data in growth regressions: A Bayesian model averaging approach," Journal of Macroeconomics, Elsevier, vol. 46(C), pages 23-39.
    18. Gonzales Martinez, Rolando & D’Espallier, Bert & Mersland, Roy, 2021. "Bifurcations in business profitability: An agent-based simulation of homophily in self-financing groups," Journal of Business Research, Elsevier, vol. 129(C), pages 495-514.
    19. Ulaşan, Bülent, 2012. "Cross-country growth empirics and model uncertainty: An overview," Economics - The Open-Access, Open-Assessment E-Journal (2007-2020), Kiel Institute for the World Economy (IfW Kiel), vol. 6, pages 1-69.
    20. Pierre Bachas & Paul Gertler & Sean Higgins & Enrique Seira, 2021. "How Debit Cards Enable the Poor to Save More," Journal of Finance, American Finance Association, vol. 76(4), pages 1913-1957, August.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;
    ;

    JEL classification:

    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • O12 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Microeconomic Analyses of Economic Development
    • C11 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Bayesian Analysis: General

    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:hal:journl:hal-05221036. 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: CCSD (email available below). General contact details of provider: https://hal.archives-ouvertes.fr/ .

    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.