IDEAS home Printed from https://ideas.repec.org/p/aiz/louvar/2023012.html
   My bibliography  Save this paper

Investigating the unobserved heterogeneity effect on outreach to women: lessons from microfinance institutions

Author

Listed:
  • Fall, François Seck
  • Tchakoute Tchuigoua, Hubert
  • Vanhems, Anne
  • Simar, Léopold

    (Université catholique de Louvain, LIDAM/ISBA, Belgium)

Abstract

The main objective of this study is to assess the impact of unobserved heterogeneity on micro- finance social efficiency analysis. Based on recent nonparametric techniques and directional distances, we identify a latent heterogeneity factor related to the microfinance institute (MFI) manager’s ability to promote women, independent of MFI size. We test for the significance of this unobserved factor and analyze the impact of MFI social inefficiency measures. Using a cross-country sample of 501 MFIs in 2011 from six main regions of the world, our findings reveal a significant effect of unobserved heterogeneity on the frontier and hence stress the importance of subjective factors in defining the set of production possibilities. We assess the robustness of our findings with the considered profit-oriented status and analyze the link between our unobserved heterogeneity factor and institutional and socioeconomic indicators.

Suggested Citation

  • Fall, François Seck & Tchakoute Tchuigoua, Hubert & Vanhems, Anne & Simar, Léopold, 2023. "Investigating the unobserved heterogeneity effect on outreach to women: lessons from microfinance institutions," LIDAM Reprints ISBA 2023012, Université catholique de Louvain, Institute of Statistics, Biostatistics and Actuarial Sciences (ISBA).
  • Handle: RePEc:aiz:louvar:2023012
    DOI: https://doi.org/10.1007/s10479-023-05353-y
    Note: In: Annals of Operations Research, 2023
    as

    Download full text from publisher

    To our knowledge, this item is not available for download. To find whether it is available, there are three options:
    1. Check below whether another version of this item is available online.
    2. Check on the provider's web page whether it is in fact available.
    3. Perform a search for a similarly titled item that would be available.

    Other versions of this item:

    References listed on IDEAS

    as
    1. Simar, Léopold & Vanhems, Anne, 2012. "Probabilistic characterization of directional distances and their robust versions," Journal of Econometrics, Elsevier, vol. 166(2), pages 342-354.
    2. Daraio, Cinzia & Simar, Léopold, 2014. "Directional distances and their robust versions: Computational and testing issues," European Journal of Operational Research, Elsevier, vol. 237(1), pages 358-369.
    3. Piot-Lepetit, Isabelle & Nzongang, Joseph, 2014. "Financial sustainability and poverty outreach within a network of village banks in Cameroon: A multi-DEA approach," European Journal of Operational Research, Elsevier, vol. 234(1), pages 319-330.
    4. Anastasia Cozarenco & Ariane Szafarz, 2018. "Gender Biases in Bank Lending: Lessons from Microcredit in France," Journal of Business Ethics, Springer, vol. 147(3), pages 631-650, February.
    5. Pitt, Mark M & Khandker, Shahidur R & Cartwright, Jennifer, 2006. "Empowering Women with Micro Finance: Evidence from Bangladesh," Economic Development and Cultural Change, University of Chicago Press, vol. 54(4), pages 791-831, July.
    6. Simar, Léopold & Vanhems, Anne & Van Keilegom, Ingrid, 2016. "Unobserved heterogeneity and endogeneity in nonparametric frontier estimation," Journal of Econometrics, Elsevier, vol. 190(2), pages 360-373.
    7. Camilla Mastromarco & Léopold Simar, 2021. "Latent heterogeneity to evaluate the effect of human capital on world technology frontier," Journal of Productivity Analysis, Springer, vol. 55(2), pages 71-89, April.
    8. Cinzia Daraio & Léopold Simar & Paul W. Wilson, 2020. "Fast and efficient computation of directional distance estimators," Annals of Operations Research, Springer, vol. 288(2), pages 805-835, May.
    9. Abhijit Banerjee & Dean Karlan & Jonathan Zinman, 2015. "Six Randomized Evaluations of Microcredit: Introduction and Further Steps," American Economic Journal: Applied Economics, American Economic Association, vol. 7(1), pages 1-21, January.
    10. Branisa, Boris & Klasen, Stephan & Ziegler, Maria, 2013. "Gender Inequality in Social Institutions and Gendered Development Outcomes," World Development, Elsevier, vol. 45(C), pages 252-268.
    11. Panayiotis C. Andreou & Dennis Philip & Peter Robejsek, 2016. "Bank Liquidity Creation and Risk-Taking: Does Managerial Ability Matter?," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 43(1-2), pages 226-259, January.
    12. Abhijit Banerjee & Esther Duflo & Rachel Glennerster & Cynthia Kinnan, 2015. "The Miracle of Microfinance? Evidence from a Randomized Evaluation," American Economic Journal: Applied Economics, American Economic Association, vol. 7(1), pages 22-53, January.
    13. Peter Demerjian & Baruch Lev & Sarah McVay, 2012. "Quantifying Managerial Ability: A New Measure and Validity Tests," Management Science, INFORMS, vol. 58(7), pages 1229-1248, July.
    14. Hasanul Banna & Md. Sohel Rana & Izlin Ismail & Nazari Ismail, 2019. "Quantifying the Managerial Ability of Microfinance Institutions: Evidence from Latin America," Journal of International Development, John Wiley & Sons, Ltd., vol. 31(7), pages 578-600, October.
    15. Léopold Simar & Paul Wilson, 2011. "Two-stage DEA: caveat emptor," Journal of Productivity Analysis, Springer, vol. 36(2), pages 205-218, October.
    16. Beatriz Armendáriz & Jonathan Morduch, 2010. "The Economics of Microfinance, Second Edition," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262014106, December.
    17. Aragon, Y. & Daouia, A. & Thomas-Agnan, C., 2005. "Nonparametric Frontier Estimation: A Conditional Quantile-Based Approach," Econometric Theory, Cambridge University Press, vol. 21(2), pages 358-389, April.
    18. Bert D'espallier & Isabelle Guerin & Roy Mersland, 2013. "Focus on Women in Microfinance Institutions," Journal of Development Studies, Taylor & Francis Journals, vol. 49(5), pages 589-608, May.
    19. Zheng, Chen & Zhang, Junru, 2021. "The impact of COVID-19 on the efficiency of microfinance institutions," International Review of Economics & Finance, Elsevier, vol. 71(C), pages 407-423.
    20. Chen, Xiang & Lu, Ching-Cheng, 2021. "The impact of the macroeconomic factors in the bank efficiency: Evidence from the Chinese city banks," The North American Journal of Economics and Finance, Elsevier, vol. 55(C).
    21. Yin, Haiyan, 2021. "The impact of competition and bank market regulation on banks’ cost efficiency," Journal of Multinational Financial Management, Elsevier, vol. 61(C).
    22. Amir Moradi-Motlagh & Ali Emrouznejad, 2022. "The origins and development of statistical approaches in non-parametric frontier models: a survey of the first two decades of scholarly literature (1998–2020)," Annals of Operations Research, Springer, vol. 318(1), pages 713-741, November.
    23. Cull, Robert & Demirgüç-Kunt, Asli & Morduch, Jonathan, 2011. "Does Regulatory Supervision Curtail Microfinance Profitability and Outreach?," World Development, Elsevier, vol. 39(6), pages 949-965, June.
    24. Hermes, Niels & Lensink, Robert, 2011. "Microfinance: Its Impact, Outreach, and Sustainability," World Development, Elsevier, vol. 39(6), pages 875-881, June.
    25. Barry, Thierno Amadou & Tacneng, Ruth, 2014. "The Impact of Governance and Institutional Quality on MFI Outreach and Financial Performance in Sub-Saharan Africa," World Development, Elsevier, vol. 58(C), pages 1-20.
    26. Fall, F.S. & Tchakoute Tchuigoua, H. & Vanhems, A. & Simar, L., 2021. "Gender effect on microfinance social efficiency: A robust nonparametric approach," European Journal of Operational Research, Elsevier, vol. 295(2), pages 744-757.
    27. Daraio, Cinzia & Simar, Léopold & Wilson, Paul W., 2021. "Quality as a latent heterogeneity factor in the efficiency of universities," Economic Modelling, Elsevier, vol. 99(C).
    28. Allen N. Berger & Gregory F. Udell, 2002. "Small Business Credit Availability and Relationship Lending: The Importance of Bank Organisational Structure," Economic Journal, Royal Economic Society, vol. 112(477), pages 32-53, February.
    29. Wilson, Paul W., 2018. "Dimension reduction in nonparametric models of production," European Journal of Operational Research, Elsevier, vol. 267(1), pages 349-367.
    30. Shahriar, Abu Zafar M. & Unda, Luisa A. & Alam, Quamrul, 2020. "Gender differences in the repayment of microcredit: The mediating role of trustworthiness," Journal of Banking & Finance, Elsevier, vol. 110(C).
    31. Robert Cull & Asli Demirguç-Kunt & Jonathan Morduch, 2007. "Financial performance and outreach: a global analysis of leading microbanks," Economic Journal, Royal Economic Society, vol. 117(517), pages 107-133, February.
    32. Isabelle Piot-Lepetit & Joseph Nzongang, 2014. "Financial sustainability and poverty outreach within a network of village banks in Cameroon: A multi DEA approach," Post-Print hal-02639487, HAL.
    33. Valentina Hartarska & Denis Nadolnyak & Roy Mersland, 2014. "Are Women Better Bankers to the Poor? Evidence from Rural Microfinance Institutions," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 96(5), pages 1291-1306.
    34. Gus Franco & Ole-Kristian Hope & Haihao Lu, 2017. "Managerial ability and bank-loan pricing," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 44(9-10), pages 1315-1337, October.
    35. Cazals, Catherine & Florens, Jean-Pierre & Simar, Leopold, 2002. "Nonparametric frontier estimation: a robust approach," Journal of Econometrics, Elsevier, vol. 106(1), pages 1-25, January.
    36. Simar, Leopold & Wilson, Paul W., 2007. "Estimation and inference in two-stage, semi-parametric models of production processes," Journal of Econometrics, Elsevier, vol. 136(1), pages 31-64, January.
    37. Chambers, Robert G. & Chung, Yangho & Fare, Rolf, 1996. "Benefit and Distance Functions," Journal of Economic Theory, Elsevier, vol. 70(2), pages 407-419, August.
    38. Valentina Hartarska & Roy Mersland, 2012. "Which Governance Mechanisms Promote Efficiency in Reaching Poor Clients? Evidence from Rated Microfinance Institutions," European Financial Management, European Financial Management Association, vol. 18(2), pages 218-239, March.
    39. Shahnaz Abdullah & Shakil Quayes, 2016. "Do women borrowers augment financial performance of MFIs?," Applied Economics, Taylor & Francis Journals, vol. 48(57), pages 5593-5604, December.
    40. B Gutiérrez-Nieto & C Serrano-Cinca & C Mar Molinero, 2009. "Social efficiency in microfinance institutions," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 60(1), pages 104-119, January.
    41. Valentina Hartarska & Denis Nadolnyak, 2007. "Do regulated microfinance institutions achieve better sustainability and outreach? Cross-country evidence," Applied Economics, Taylor & Francis Journals, vol. 39(10), pages 1207-1222.
    42. Boris Branisa & Stephan Klasen & Maria Ziegler & Denis Drechsler & Johannes Jütting, 2014. "The Institutional Basis of Gender Inequality: The Social Institutions and Gender Index (SIGI)," Feminist Economics, Taylor & Francis Journals, vol. 20(2), pages 29-64, April.
    43. Cinzia Daraio & Léopold Simar, 2005. "Introducing Environmental Variables in Nonparametric Frontier Models: a Probabilistic Approach," Journal of Productivity Analysis, Springer, vol. 24(1), pages 93-121, September.
    44. Léopold Simar, 2003. "Detecting Outliers in Frontier Models: A Simple Approach," Journal of Productivity Analysis, Springer, vol. 20(3), pages 391-424, November.
    45. Rachael Meager, 2019. "Understanding the Average Impact of Microcredit Expansions: A Bayesian Hierarchical Analysis of Seven Randomized Experiments," American Economic Journal: Applied Economics, American Economic Association, vol. 11(1), pages 57-91, January.
    46. Esubalew Assefa & Niels Hermes & Aljar Meesters, 2013. "Competition and the performance of microfinance institutions," Applied Financial Economics, Taylor & Francis Journals, vol. 23(9), pages 767-782, May.
    47. Curi, Claudia & Lozano-Vivas, Ana, 2020. "Managerial ability as a tool for prudential regulation," Journal of Economic Behavior & Organization, Elsevier, vol. 174(C), pages 87-107.
    48. Racine, Jeff, 1997. "Consistent Significance Testing for Nonparametric Regression," Journal of Business & Economic Statistics, American Statistical Association, vol. 15(3), pages 369-378, July.
    49. Nyarko, Samuel Anokye, 2022. "Gender discrimination and lending to women: The moderating effect of an international founder," International Business Review, Elsevier, vol. 31(4).
    50. Goodell, John W. & Goyal, Abhinav & Hasan, Iftekhar, 2020. "Comparing financial transparency between for-profit and nonprofit suppliers of public goods: Evidence from microfinance," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 64(C).
    51. Antonio Blanco-Oliver & Nuria Reguera-Alvarado & Gianluca Veronesi, 2021. "Credit risk in the microfinance industry: The role of gender affinity," Journal of Small Business Management, Taylor & Francis Journals, vol. 59(2), pages 280-311, March.
    52. Meager, Rachael, 2019. "Understanding the average impact of microcredit expansions: a Bayesian hierarchical analysis of seven randomized experiments," LSE Research Online Documents on Economics 88190, London School of Economics and Political Science, LSE Library.
    53. Vo, Xuan Vinh & Pham, Thi Hoang Anh & Doan, Thang Ngoc & Luu, Hiep Ngoc, 2021. "Managerial Ability and Bank Lending Behavior," Finance Research Letters, Elsevier, vol. 39(C).
    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. Fall, François Seck & Tchakoute Tchuigoua, Hubert & Vanhems, Anne & Simar, Léopold, 2022. "Investigating the unobserved heterogeneity effect on microfinance social efficiency," LIDAM Discussion Papers ISBA 2022010, Université catholique de Louvain, Institute of Statistics, Biostatistics and Actuarial Sciences (ISBA).
    2. Fall, F.S. & Tchakoute Tchuigoua, H. & Vanhems, A. & Simar, L., 2021. "Gender effect on microfinance social efficiency: A robust nonparametric approach," European Journal of Operational Research, Elsevier, vol. 295(2), pages 744-757.
    3. Niels Hermes & Marek Hudon, 2018. "Determinants Of The Performance Of Microfinance Institutions: A Systematic Review," Journal of Economic Surveys, Wiley Blackwell, vol. 32(5), pages 1483-1513, December.
    4. Hermes, Cornelis & Hudon, M., 2018. "Determinants of the Performance of Microfinance Institutions: A Systematic Review," Research Report 2018008, University of Groningen, Research Institute SOM (Systems, Organisations and Management).
    5. Cinzia Daraio & Léopold Simar & Paul W. Wilson, 2020. "Fast and efficient computation of directional distance estimators," Annals of Operations Research, Springer, vol. 288(2), pages 805-835, May.
    6. Daraio, Cinzia & Simar, Léopold & Wilson, Paul W., 2021. "Quality as a latent heterogeneity factor in the efficiency of universities," Economic Modelling, Elsevier, vol. 99(C).
    7. Daraio, Cinzia & Simar, Leopold & Wilson, Paul, 2019. "Quality and its impact on efficiency," LIDAM Discussion Papers ISBA 2019004, Université catholique de Louvain, Institute of Statistics, Biostatistics and Actuarial Sciences (ISBA).
    8. Moez Bennouri & Anastasia Cozarenco & Samuel Anokye Nyarko, 2024. "Women on Boards and Performance Trade-offs in Social Enterprises: Insights from Microfinance," Journal of Business Ethics, Springer, vol. 190(1), pages 165-198, February.
    9. Amir Moradi-Motlagh & Ali Emrouznejad, 2022. "The origins and development of statistical approaches in non-parametric frontier models: a survey of the first two decades of scholarly literature (1998–2020)," Annals of Operations Research, Springer, vol. 318(1), pages 713-741, November.
    10. Fall, François & Akim, Al-mouksit & Wassongma, Harouna, 2018. "DEA and SFA research on the efficiency of microfinance institutions: A meta-analysis," World Development, Elsevier, vol. 107(C), pages 176-188.
    11. Cordero, Jose Manuel & Polo, Cristina & Simancas, Rosa, 2022. "Assessing the efficiency of secondary schools: Evidence from OECD countries participating in PISA 2015," Socio-Economic Planning Sciences, Elsevier, vol. 81(C).
    12. Simon Zaby, 2019. "Science Mapping of the Global Knowledge Base on Microfinance: Influential Authors and Documents, 1989–2019," Sustainability, MDPI, vol. 11(14), pages 1-21, July.
    13. Gutiérrez-Nieto, Begoña & Serrano-Cinca, Carlos, 2019. "20 years of research in microfinance: An information management approach," International Journal of Information Management, Elsevier, vol. 47(C), pages 183-197.
    14. Wijesiri, Mahinda & Yaron, Jacob & Meoli, Michele, 2017. "Assessing the financial and outreach efficiency of microfinance institutions: Do age and size matter?," Journal of Multinational Financial Management, Elsevier, vol. 40(C), pages 63-76.
    15. Nyarko, Samuel Anokye, 2022. "Gender discrimination and lending to women: The moderating effect of an international founder," International Business Review, Elsevier, vol. 31(4).
    16. Bibi, Uzma & Balli, Hatice Ozer & Matthews, Claire D. & Tripe, David W.L., 2018. "Impact of gender and governance on microfinance efficiency," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 53(C), pages 307-319.
    17. Wijesiri, Mahinda & Yaron, Jacob & Meoli, Michele, 2015. "Performance of microfinance institutions in achieving the poverty outreach and financial sustainability: When age and size matter?," MPRA Paper 69821, University Library of Munich, Germany.
    18. Frédérique Fève & Jean-Pierre Florens & Léopold Simar, 2023. "Proportional incremental cost probability functions and their frontiers," Empirical Economics, Springer, vol. 64(6), pages 2721-2756, June.
    19. Halkos, George E. & Tzeremes, Nickolaos G., 2014. "Public sector transparency and countries’ environmental performance: A nonparametric analysis," Resource and Energy Economics, Elsevier, vol. 38(C), pages 19-37.
    20. Daraio, Cinzia & Simar, Léopold, 2022. "Approximations and Inference for Nonparametric Production Frontiers," LIDAM Discussion Papers ISBA 2022017, Université catholique de Louvain, Institute of Statistics, Biostatistics and Actuarial Sciences (ISBA).

    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:aiz:louvar:2023012. 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: Nadja Peiffer (email available below). General contact details of provider: https://edirc.repec.org/data/isuclbe.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.