학술논문

Investigating the unobserved heterogeneity effect on outreach to women: lessons from microfinance institutions
Document Type
Original Paper
Source
Annals of Operations Research. 328(2):1365-1386
Subject
OR in developing countries
Microfinance
Gender
Social efficiency
Unobserved heterogeneity
Nonparametric robust frontier models
Language
English
ISSN
0254-5330
1572-9338
Abstract
The main objective of this study is to assess the impact of unobserved heterogeneity on microfinance 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.