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Preference for women but less preference for indigenous women: A lab-field experiment of loan discrimination in a developing economy

Author

Listed:
  • Rolando Gonzales
  • Gabriela Aguilera-Lizarazu
  • Andrea Rojas-Hosse
  • Patricia Aranda

Abstract

A field experiment was performed in a controlled laboratory setting to evaluate whether credit officers reject micro-loan applications based on the ethnicity/gender of potential borrowers. Point estimates of a mixed-effects logistic regression suggest that, compared to non-indigenous men, non-indigenous women have two times more chance of loan approval, and indigenous women have 1.5 more chance of loan approval. The interval results regarding ethnic discrimination are inconclusive, however some evidence of taste-based discrimination in credit lending that was favorable for non-indigenous women was found.

Suggested Citation

  • Rolando Gonzales & Gabriela Aguilera-Lizarazu & Andrea Rojas-Hosse & Patricia Aranda, 2016. "Preference for women but less preference for indigenous women: A lab-field experiment of loan discrimination in a developing economy," Working Papers PIERI 2016-24, PEP-PIERI.
  • Handle: RePEc:lvl:piercr:2016-24
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    File URL: https://portal.pep-net.org/documents/download/id/29843
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    References listed on IDEAS

    as
    1. Regier, Dean A. & Ryan, Mandy & Phimister, Euan & Marra, Carlo A., 2009. "Bayesian and classical estimation of mixed logit: An application to genetic testing," Journal of Health Economics, Elsevier, vol. 28(3), pages 598-610, May.
    2. Marco Cipriani & Riccardo Costantini & Antonio Guarino, 2012. "A Bayesian approach to experimental analysis: trading in a laboratory financial market," Review of Economic Design, Springer;Society for Economic Design, vol. 16(2), pages 175-191, September.
    3. Rachel Glennerster & Kudzai Takavarasha, 2013. "Running Randomized Evaluations: A Practical Guide," Economics Books, Princeton University Press, edition 1, number 10085.
    4. Giorgio Calcagnini & Germana Giombini & Elisa Lenti, 2015. "Gender Differences in Bank Loan Access: An Empirical Analysis," Italian Economic Journal: A Continuation of Rivista Italiana degli Economisti and Giornale degli Economisti, Springer;Società Italiana degli Economisti (Italian Economic Association), vol. 1(2), pages 193-217, July.
    5. Thorsten Beck & Patrick Behr & Andreas Madestam, 2011. "Sex and Credit: Is There a Gender Bias in Lending?," Working Papers 411, IGIER (Innocenzo Gasparini Institute for Economic Research), Bocconi University.
    6. Song Han, 2004. "Discrimination in Lending: Theory and Evidence," The Journal of Real Estate Finance and Economics, Springer, vol. 29(1), pages 5-46, July.
    7. Emmanuel O. Nwosu & Anthony Orji & Vivian Nwangwu & Chioma Nwangwu, 2015. "Is there Discrimination Against Women Entrepreneurs in Formal Credit Markets in Nigeria?," Working Papers PMMA 2015-01, PEP-PMMA.
    8. Mayoux, Linda., 2000. "Micro-finance and the empowerment of women : a review of the key issues," ILO Working Papers 993441343402676, International Labour Organization.
    9. repec:eee:labchp:v:3:y:1999:i:pc:p:3143-3259 is not listed on IDEAS
    10. El-Gamal, Mahmoud A & Palfrey, Thomas R, 1996. "Economical Experiments: Bayesian Efficient Experimental Design," International Journal of Game Theory, Springer;Game Theory Society, vol. 25(4), pages 495-517.
    11. Dean S. Karlan, 2005. "Using Experimental Economics to Measure Social Capital and Predict Financial Decisions," American Economic Review, American Economic Association, vol. 95(5), pages 1688-1699, December.
    12. Stephen L. Ross & John Yinger, 2002. "The Color of Credit: Mortgage Discrimination, Research Methodology, and Fair-Lending Enforcement," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262182289, December.
    13. Elizabeth Asiedu & James A. Freeman & Akwasi Nti-Addae, 2012. "Access to Credit by Small Businesses: How Relevant Are Race, Ethnicity, and Gender?," American Economic Review, American Economic Association, vol. 102(3), pages 532-537, May.
    14. Gary A. Dymski, 2006. "Discrimination in the Credit and Housing Markets: Findings and Challenges," Chapters, in: William M. Rodgers III (ed.), Handbook on the Economics of Discrimination, chapter 8, Edward Elgar Publishing.
    15. repec:ilo:ilowps:344134 is not listed on IDEAS
    16. David G. Blanchflower & Phillip B. Levine & David J. Zimmerman, 2003. "Discrimination in the Small-Business Credit Market," The Review of Economics and Statistics, MIT Press, vol. 85(4), pages 930-943, November.
    17. repec:pri:rpdevs:gamespaper.pdf is not listed on IDEAS
    18. Marianne Bertrand & Esther Duflo, 2016. "Field Experiments on Discrimination," NBER Working Papers 22014, National Bureau of Economic Research, Inc.
    19. Aggarwal, Raj & Goodell, John W. & Selleck, Lauren J., 2015. "Lending to women in microfinance: Role of social trust," International Business Review, Elsevier, vol. 24(1), pages 55-65.
    20. Muravyev, Alexander & Talavera, Oleksandr & Schäfer, Dorothea, 2009. "Entrepreneurs' gender and financial constraints: Evidence from international data," Journal of Comparative Economics, Elsevier, vol. 37(2), pages 270-286, June.
    21. Demirguc-Kunt, Asli & Klapper, Leora & Singer, Dorothe, 2013. "Financial inclusion and legal discrimination against women : evidence from developing countries," Policy Research Working Paper Series 6416, The World Bank.
    22. Marek Hudon, 2008. "[Book review:] The economics of microfinance, by Beatriz Armendariz de Aghion and Jonathan Morduch (Cambridge, MA: The MIT Press, 2005, pp. 352)," ULB Institutional Repository 2013/14206, ULB -- Universite Libre de Bruxelles.
    23. Marianne Bertrand & Sendhil Mullainathan, 2004. "Are Emily and Greg More Employable Than Lakisha and Jamal? A Field Experiment on Labor Market Discrimination," American Economic Review, American Economic Association, vol. 94(4), pages 991-1013, September.
    24. Dyna Heng, 2015. "Impact of the New Financial Services Law in Bolivia on Financial Stability and Inclusion," IMF Working Papers 2015/267, International Monetary Fund.
    25. Devin G. Pope & Justin R. Sydnor, 2011. "What’s in a Picture?: Evidence of Discrimination from Prosper.com," Journal of Human Resources, University of Wisconsin Press, vol. 46(1), pages 53-92.
    26. Train,Kenneth E., 2009. "Discrete Choice Methods with Simulation," Cambridge Books, Cambridge University Press, number 9780521747387.
    27. Fay, Michael & Williams, Lesley, 1993. "Gender bias and the availability of business loans," Journal of Business Venturing, Elsevier, vol. 8(4), pages 363-376, July.
    28. John Geweke, 1991. "Evaluating the accuracy of sampling-based approaches to the calculation of posterior moments," Staff Report 148, Federal Reserve Bank of Minneapolis.
    29. Beatriz Armendáriz & Jonathan Morduch, 2010. "The Economics of Microfinance, Second Edition," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262014106, December.
    30. Beck, T.H.L. & Behr, P. & Madestam, A., 2011. "Sex and Credit : Is There a Gender Bias in Microfinance?," Other publications TiSEM ea5418eb-7e1e-475c-a70a-8, Tilburg University, School of Economics and Management.
    31. Altonji, Joseph G. & Blank, Rebecca M., 1999. "Race and gender in the labor market," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 48, pages 3143-3259, Elsevier.
    32. repec:feb:artefa:0087 is not listed on IDEAS
    33. 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.
    34. Levitt, Steven D. & List, John A., 2009. "Field experiments in economics: The past, the present, and the future," European Economic Review, Elsevier, vol. 53(1), pages 1-18, January.
    35. Marek Hudon, 2008. "The economics of microfinance, by Beatriz Armendariz de Aghion and Jonathan Morduch (Cambridge, MA: The MIT Press, 2005, pp. 352)," Journal of International Development, John Wiley & Sons, Ltd., vol. 20(2), pages 245-246.
    36. Phelps, Edmund S, 1972. "The Statistical Theory of Racism and Sexism," American Economic Review, American Economic Association, vol. 62(4), pages 659-661, September.
    37. Claudia Piras & Andrea Filippo Presbitero & Roberta Rabellotti, 2013. "Definitions Matter: Measuring Gender Gaps in Firms' Access to Credit," Mo.Fi.R. Working Papers 90, Money and Finance Research group (Mo.Fi.R.) - Univ. Politecnica Marche - Dept. Economic and Social Sciences.
    38. Rich, Judy, 2014. "What Do Field Experiments of Discrimination in Markets Tell Us? A Meta Analysis of Studies Conducted since 2000," IZA Discussion Papers 8584, Institute of Labor Economics (IZA).
    39. Gary Dymski, 1995. "The theory of bank redlining and discrimination: An exploration," The Review of Black Political Economy, Springer;National Economic Association, vol. 23(3), pages 37-74, March.
    40. Schmid, Friedrich & Schmidt, Axel, 2006. "Nonparametric estimation of the coefficient of overlapping--theory and empirical application," Computational Statistics & Data Analysis, Elsevier, vol. 50(6), pages 1583-1596, March.
    41. repec:idb:brikps:82433 is not listed on IDEAS
    42. Scalera, Domenico & Zazzaro, Alberto, 2001. "Group reputation and persistent (or permanent) discrimination in credit markets," Journal of Multinational Financial Management, Elsevier, vol. 11(4-5), pages 483-496, December.
    43. Jefferson Duarte & Stephan Siegel & Lance Young, 2012. "Trust and Credit: The Role of Appearance in Peer-to-peer Lending," The Review of Financial Studies, Society for Financial Studies, vol. 25(8), pages 2455-2484.
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    More about this item

    Keywords

    Credit access; gender gaps; indigenous peoples; discrete choice; Bayesian analysis;
    All these keywords.

    JEL classification:

    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • J15 - Labor and Demographic Economics - - Demographic Economics - - - Economics of Minorities, Races, Indigenous Peoples, and Immigrants; Non-labor Discrimination
    • C25 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Discrete Regression and Qualitative Choice Models; Discrete Regressors; Proportions; Probabilities
    • C11 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Bayesian Analysis: General

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