IDEAS home Printed from https://ideas.repec.org/p/aiz/louvad/2020033.html
   My bibliography  Save this paper

Gender effect on microfinance social efficiency: A robust nonparametric approach

Author

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

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

Abstract

The main objective of this study is to assess the impact of gender on microfinance social efficiency. Our methodology is based on nonparametric techniques to estimate the gender effect. We use a conditional directional free disposal hull (FDH) approach as well as its robust version of order-; we study the effect of the heterogeneity factor on the difference of conditional and non conditional inefficiencies as well as on the inefficiency level using a local linear regression and we test the significance of its effect using a wild double bootstrap procedure. Using a cross-country sample of 680 microfinance institutes (MFIs) in 2011 from six main regions of the world, our findings suggest that gender diversity has globally a positive impact on the microfinance social efficiency. However, the nature of the effect depends on the considered heterogeneity factor and we find that the boardroom gender diversity effect is linear, whereas the effect of the percentage of women loan officers is non linear (U-shaped on the difference of inefficiencies and inverted U-shaped on the inefficiency levels). We assess the robustness of our findings on various subsamples (global or regional scale, and also depending on the considered profit oriented status). Our findings reinforce the importance of the role played by women in MFI social efficiency.

Suggested Citation

  • Fall, François Seck & Tchuigoua, Hubert Tchakoute & Vanhems, Anne & Simar, Léopold, 2020. "Gender effect on microfinance social efficiency: A robust nonparametric approach," LIDAM Discussion Papers ISBA 2020033, Université catholique de Louvain, Institute of Statistics, Biostatistics and Actuarial Sciences (ISBA).
  • Handle: RePEc:aiz:louvad:2020033
    as

    Download full text from publisher

    File URL: https://dial.uclouvain.be/pr/boreal/fr/object/boreal%3A244696/datastream/PDF_01/view
    Download Restriction: no
    ---><---

    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. Leopold Simar & Paul Wilson, 2000. "A general methodology for bootstrapping in non-parametric frontier models," Journal of Applied Statistics, Taylor & Francis Journals, vol. 27(6), pages 779-802.
    3. Rients Galema & Robert Lensink & Roy Mersland, 2012. "Do Powerful CEOs Determine Microfinance Performance?," Journal of Management Studies, Wiley Blackwell, vol. 49(4), pages 718-742, June.
    4. Surender Singh & S. K. Goyal & Supran Kumar Sharma, 2013. "Technical efficiency and its determinants in microfinance institutions in India: a firm level analysis," Journal of Innovation Economics, De Boeck Université, vol. 0(1), pages 15-31.
    5. 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.
    6. Adusei, Michael, 2019. "Board gender diversity and the technical efficiency of microfinance institutions: Does size matter?," International Review of Economics & Finance, Elsevier, vol. 64(C), pages 393-411.
    7. Dean Karlan & Jonathan Zinman, 2010. "Expanding Credit Access: Using Randomized Supply Decisions to Estimate the Impacts," The Review of Financial Studies, Society for Financial Studies, vol. 23(1), pages 433-464, January.
    8. Thorsten Beck & Patrick Behr & Andre Guettler, 2013. "Gender and Banking: Are Women Better Loan Officers?," Review of Finance, European Finance Association, vol. 17(4), pages 1279-1321.
    9. Servin, Roselia & Lensink, Robert & van den Berg, Marrit, 2012. "Ownership and technical efficiency of microfinance institutions: Empirical evidence from Latin America," Journal of Banking & Finance, Elsevier, vol. 36(7), pages 2136-2144.
    10. Gutiérrez-Nieto, Begoña & Serrano-Cinca, Carlos & Mar Molinero, Cecilio, 2007. "Microfinance institutions and efficiency," Omega, Elsevier, vol. 35(2), pages 131-142, April.
    11. 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.
    12. Adams, Renée B. & Ferreira, Daniel, 2009. "Women in the boardroom and their impact on governance and performance," Journal of Financial Economics, Elsevier, vol. 94(2), pages 291-309, November.
    13. 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.
    14. François Fall, 2018. "L’efficience technique des institutions de microfinance en zone UEMOA," Revue d'économie politique, Dalloz, vol. 128(4), pages 667-689.
    15. Bădin, Luiza & Daraio, Cinzia & Simar, Léopold, 2012. "How to measure the impact of environmental factors in a nonparametric production model," European Journal of Operational Research, Elsevier, vol. 223(3), pages 818-833.
    16. Léopold Simar & Paul Wilson, 2011. "Two-stage DEA: caveat emptor," Journal of Productivity Analysis, Springer, vol. 36(2), pages 205-218, October.
    17. Beatriz Armendáriz & Jonathan Morduch, 2010. "The Economics of Microfinance, Second Edition," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262014106, December.
    18. 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.
    19. 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.
    20. Michael C. Jensen, 2010. "The Modern Industrial Revolution, Exit, and the Failure of Internal Control Systems," Journal of Applied Corporate Finance, Morgan Stanley, vol. 22(1), pages 43-58, January.
    21. Mester, Loretta J., 1997. "Measuring efficiency at U.S. banks: Accounting for heterogeneity is important," European Journal of Operational Research, Elsevier, vol. 98(2), pages 230-242, April.
    22. 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.
    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. S. Brana, 2013. "Microcredit: an answer to the gender problem in funding?," Small Business Economics, Springer, vol. 40(1), pages 87-100, January.
    25. Supriya Garikipati & Susan Johnson & Isabelle Guérin & Ariane Szafarz, 2017. "Microfinance and Gender: Issues, Challenges and The Road Ahead," Journal of Development Studies, Taylor & Francis Journals, vol. 53(5), pages 641-648, May.
    26. Mersland, Roy & Øystein Strøm, R., 2009. "Performance and governance in microfinance institutions," Journal of Banking & Finance, Elsevier, vol. 33(4), pages 662-669, April.
    27. Wilson, Paul W., 2018. "Dimension reduction in nonparametric models of production," European Journal of Operational Research, Elsevier, vol. 267(1), pages 349-367.
    28. Holod, Dmytro & Lewis, Herbert F., 2011. "Resolving the deposit dilemma: A new DEA bank efficiency model," Journal of Banking & Finance, Elsevier, vol. 35(11), pages 2801-2810, November.
    29. 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.
    30. Adams, Renée B. & Mehran, Hamid, 2012. "Bank board structure and performance: Evidence for large bank holding companies," Journal of Financial Intermediation, Elsevier, vol. 21(2), pages 243-267.
    31. 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.
    32. Strøm, Reidar Øystein & D’Espallier, Bert & Mersland, Roy, 2014. "Female leadership, performance, and governance in microfinance institutions," Journal of Banking & Finance, Elsevier, vol. 42(C), pages 60-75.
    33. Berger, Allen N. & Humphrey, David B., 1997. "Efficiency of financial institutions: International survey and directions for future research," European Journal of Operational Research, Elsevier, vol. 98(2), pages 175-212, April.
    34. Bennouri, Moez & Chtioui, Tawhid & Nagati, Haithem & Nekhili, Mehdi, 2018. "Female board directorship and firm performance: What really matters?," Journal of Banking & Finance, Elsevier, vol. 88(C), pages 267-291.
    35. Boehe, Dirk Michael & Barin Cruz, Luciano, 2013. "Gender and Microfinance Performance: Why Does the Institutional Context Matter?," World Development, Elsevier, vol. 47(C), pages 121-135.
    36. Agier, Isabelle & Szafarz, Ariane, 2013. "Microfinance and Gender: Is There a Glass Ceiling on Loan Size?," World Development, Elsevier, vol. 42(C), pages 165-181.
    37. K. J. Martijn Cremers & Vinay B. Nair, 2005. "Governance Mechanisms and Equity Prices," Journal of Finance, American Finance Association, vol. 60(6), pages 2859-2894, December.
    38. Gull, Ammar Ali & Nekhili, Mehdi & Nagati, Haithem & Chtioui, Tawhid, 2018. "Beyond gender diversity: How specific attributes of female directors affect earnings management," The British Accounting Review, Elsevier, vol. 50(3), pages 255-274.
    39. Jensen, Michael C. & Meckling, William H., 1976. "Theory of the firm: Managerial behavior, agency costs and ownership structure," Journal of Financial Economics, Elsevier, vol. 3(4), pages 305-360, October.
    40. 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.
    41. 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.
    42. 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.
    43. 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.
    44. Muluneh HIDETO DATO & Marek HUDON & Roy MERSLAND, 2020. "Board Governance: Does Ownership Matter?," Annals of Public and Cooperative Economics, Wiley Blackwell, vol. 91(1), pages 5-28, March.
    45. Garcia, Adriana & Lensink, Robert & Voors, Maarten, 2020. "Does microcredit increase aspirational hope? Evidence from a group lending scheme in Sierra Leone," World Development, Elsevier, vol. 128(C).
    46. 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.
    47. Léopold Simar, 2003. "Detecting Outliers in Frontier Models: A Simple Approach," Journal of Productivity Analysis, Springer, vol. 20(3), pages 391-424, November.
    48. repec:hal:journl:hal-02312104 is not listed on IDEAS
    49. Steven Kaplan & Kurt Pany & Janet Samuels & Jian Zhang, 2009. "An Examination of the Association Between Gender and Reporting Intentions for Fraudulent Financial Reporting," Journal of Business Ethics, Springer, vol. 87(1), pages 15-30, June.
    50. Racine, Jeff, 1997. "Consistent Significance Testing for Nonparametric Regression," Journal of Business & Economic Statistics, American Statistical Association, vol. 15(3), pages 369-378, July.
    51. Isabelle Agier & Ariane Szafarz, 2013. "Subjectivity in credit allocation to micro-entrepreneurs: evidence from Brazil," Small Business Economics, Springer, vol. 41(1), pages 263-275, June.
    52. repec:hal:journl:hal-02312045 is not listed on IDEAS
    53. Soumaré, Issouf & Tchakoute Tchuigoua, Hubert & Hessou, Hélyoth T.S., 2020. "Are microfinance institutions resilient to economic slowdown? Evidence from their capital ratio adjustment over the business cycle," Economic Modelling, Elsevier, vol. 92(C), pages 1-22.
    54. Bos, J.W.B. & Koetter, M. & Kolari, J.W. & Kool, C.J.M., 2009. "Effects of heterogeneity on bank efficiency scores," European Journal of Operational Research, Elsevier, vol. 195(1), pages 251-261, May.
    55. D’Espallier, Bert & Goedecke, Jann & Hudon, Marek & Mersland, Roy, 2017. "From NGOs to Banks: Does Institutional Transformation Alter the Business Model of Microfinance Institutions?," World Development, Elsevier, vol. 89(C), pages 19-33.
    56. Bos, Jaap W.B. & Millone, Matteo, 2015. "Practice What You Preach: Microfinance Business Models and Operational Efficiency," World Development, Elsevier, vol. 70(C), pages 28-42.
    57. 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.
    58. 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.
    59. Cull, Robert & Harten, Sven & Nishida, Ippei & Rusu, Anca Bogdana & Bull, Greta, 2015. "Benchmarking the financial performance, growth, and outreach of greenfield MFIs in Africa," Emerging Markets Review, Elsevier, vol. 25(C), pages 92-124.
    60. Marrit van den Berg & Robert Lensink & Roselia Servin, 2015. "Loan Officers' Gender and Microfinance Repayment Rates," Journal of Development Studies, Taylor & Francis Journals, vol. 51(9), pages 1241-1254, September.
    61. Dyson, R. G. & Allen, R. & Camanho, A. S. & Podinovski, V. V. & Sarrico, C. S. & Shale, E. A., 2001. "Pitfalls and protocols in DEA," European Journal of Operational Research, Elsevier, vol. 132(2), pages 245-259, July.
    62. Conyon, Martin J. & He, Lerong, 2017. "Firm performance and boardroom gender diversity: A quantile regression approach," Journal of Business Research, Elsevier, vol. 79(C), pages 198-211.
    63. 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.
    64. Wijesiri, Mahinda & Meoli, Michele, 2015. "Productivity change of microfinance institutions in Kenya: A bootstrap Malmquist approach," Journal of Retailing and Consumer Services, Elsevier, vol. 25(C), pages 115-121.
    65. Daouia, Abdelaati & Simar, Leopold, 2007. "Nonparametric efficiency analysis: A multivariate conditional quantile approach," Journal of Econometrics, Elsevier, vol. 140(2), pages 375-400, October.
    66. Bhagat, Sanjai & Bolton, Brian, 2008. "Corporate governance and firm performance," Journal of Corporate Finance, Elsevier, vol. 14(3), pages 257-273, June.
    67. Brad M. Barber & Terrance Odean, 2001. "Boys will be Boys: Gender, Overconfidence, and Common Stock Investment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 116(1), pages 261-292.
    68. 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.
    69. Erwin Bulte & Robert Lensink & Nhung Vu, 2017. "Do Gender and Business Trainings Affect Business Outcomes? Experimental Evidence from Vietnam," Management Science, INFORMS, vol. 63(9), pages 2885-2902, September.
    70. 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.
    71. KEMONOU Richard Senami Segun & M. ANJUGAM, 2013. "Measuring The Efficiency Of Sub-Saharan Africa'S Microfinance Institutions And Its Drivers," Annals of Public and Cooperative Economics, Wiley Blackwell, vol. 84(4), pages 399-422, December.
    72. François-Seck Fall, 2018. "L’efficience technique des institutions de microfinance en zone UEMOA," Post-Print hal-01902953, HAL.
    73. Chambers, Robert G. & Chung, Yangho & Fare, Rolf, 1996. "Benefit and Distance Functions," Journal of Economic Theory, Elsevier, vol. 70(2), pages 407-419, August.
    74. Guillermo Baquero & Malika Hamadi & Andréas Heinen, 2018. "Competition, Loan Rates, and Information Dispersion in Nonprofit and For‐Profit Microcredit Markets," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 50(5), pages 893-937, August.
    75. 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.
    76. Bulte, Erwin & Lensink, Robert & Vu, Nhung, 2016. "Gender training and female empowerment: Experimental evidence from Vietnam," Economics Letters, Elsevier, vol. 145(C), pages 117-119.
    77. Widiarto, Indra & Emrouznejad, Ali, 2015. "Social and financial efficiency of Islamic microfinance institutions: A Data Envelopment Analysis application," Socio-Economic Planning Sciences, Elsevier, vol. 50(C), pages 1-17.
    78. Sila, Vathunyoo & Gonzalez, Angelica & Hagendorff, Jens, 2016. "Women on board: Does boardroom gender diversity affect firm risk?," Journal of Corporate Finance, Elsevier, vol. 36(C), pages 26-53.
    79. Copestake, James, 2007. "Mainstreaming Microfinance: Social Performance Management or Mission Drift?," World Development, Elsevier, vol. 35(10), pages 1721-1738, October.
    80. Sealey, Calvin W, Jr & Lindley, James T, 1977. "Inputs, Outputs, and a Theory of Production and Cost at Depository Financial Institutions," Journal of Finance, American Finance Association, vol. 32(4), pages 1251-1266, September.
    81. Wijesiri, Mahinda & Viganò, Laura & Meoli, Michele, 2015. "Efficiency of microfinance institutions in Sri Lanka: a two-stage double bootstrap DEA approach," Economic Modelling, Elsevier, vol. 47(C), pages 74-83.
    82. Hubert Tchakoute Tchuigoua, 2014. "Performance of microfinance institutions: do board activity and governance ratings matter?," Finance, Presses universitaires de Grenoble, vol. 35(3), pages 7-52.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. F. S. Fall & H. Tchakoute Tchuigoua & A. Vanhems & L. Simar, 2023. "Investigating the unobserved heterogeneity effect on outreach to women: lessons from microfinance institutions," Annals of Operations Research, Springer, vol. 328(2), pages 1365-1386, September.
    2. 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).
    3. Raheel Mumtaz & Muhammad Farooq Rehan & Quaisar Ijaz Khan & Rubab Zaidi, 2021. "Board Gender Diversity, Firm Performance and Risk-Taking: The Case of Non-Financial Firms of Pakistan," iRASD Journal of Economics, International Research Alliance for Sustainable Development (iRASD), vol. 3(3), pages 354-367, December.
    4. François Fall & Thanh Tam Nguyen-Huu, 2022. "Strategic Behavior between a Bank and A Microfinance Institution: The Role of Psychological Distance and Education Level," Post-Print hal-04248194, HAL.

    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. F. S. Fall & H. Tchakoute Tchuigoua & A. Vanhems & L. Simar, 2023. "Investigating the unobserved heterogeneity effect on outreach to women: lessons from microfinance institutions," Annals of Operations Research, Springer, vol. 328(2), pages 1365-1386, September.
    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. 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.
    6. Hubert Tchakoute Tchuigoua, 2023. "Loan officer gender and loan repayment performance. Evidence from greenfield microfinance institutions in Cameroon1," Annals of Public and Cooperative Economics, Wiley Blackwell, vol. 94(2), pages 519-548, June.
    7. 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.
    8. Li, Lin Yang & Hermes, Niels & Meesters, Aljar, 2019. "Convergence of the performance of microfinance institutions: A decomposition analysis," Economic Modelling, Elsevier, vol. 81(C), pages 308-324.
    9. Patrick Van Damme & Mahinda Wijesiri & Michele Meoli, 2016. "Governance and Efficiency of Microfinance Institutions," South Asia Economic Journal, Institute of Policy Studies of Sri Lanka, vol. 17(2), pages 236-247, September.
    10. Delaram Najmaei Lonbani & Bram De Rock, 2020. "The performance of microfinance institutions: An analysis of the local and legal constraints," Working Papers CEB 20-011, ULB -- Universite Libre de Bruxelles.
    11. 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.
    12. 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.
    13. 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.
    14. Tchakoute-Tchuigoua, Hubert & Soumaré, Issouf, 2019. "The effect of loan approval decentralization on microfinance institutions' outreach and loan portfolio quality," Journal of Business Research, Elsevier, vol. 94(C), pages 1-17.
    15. 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).
    16. 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.
    17. 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).
    18. Nawaz, Ahmad & Iqbal, Sana, 2015. "Financial Performance And Corporate Governance In Microfinance: Who Drives Who? An Evidence From Asia," MPRA Paper 65327, University Library of Munich, Germany.
    19. Nyarko, Samuel Anokye, 2022. "Gender discrimination and lending to women: The moderating effect of an international founder," International Business Review, Elsevier, vol. 31(4).
    20. Ahmad Nawaz & Sana Iqbal & Sadaf Ehsan, 2018. "Does Social Performance Drive Corporate Governance Mechanism In Case of Asian MFIs? An Issue of Endogeneity," Global Business Review, International Management Institute, vol. 19(4), pages 988-1012, August.

    More about this item

    Keywords

    OR in developing countries ; Microfinance ; Gender ; Social Efficiency ; Heterogeneity ; Nonparametric Robust frontier models;
    All these keywords.

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:aiz:louvad:2020033. 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.