IDEAS home Printed from https://ideas.repec.org/a/eee/jbrese/v94y2019icp1-17.html

The effect of loan approval decentralization on microfinance institutions' outreach and loan portfolio quality

Author

Listed:
  • Tchakoute-Tchuigoua, Hubert
  • Soumaré, Issouf

Abstract

We study the impact of loan approval decentralization on MFI portfolio quality and outreach, and the effects of alignment mechanisms when loan officers combine information production and decision functions. Using an independently pooled cross-section of 374 MFI-year observations for 280 MFIs in 70 countries, we find that effective incentive schemes and internal control systems help mitigate agency problems within MFIs, and thus increase the outreach of MFIs without altering the quality of their loan portfolio. Our results are robust after controlling for alternative portfolio risk and outreach measures, outreach threshold effect, crisis period, selection bias and endogeneity.

Suggested Citation

  • 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.
  • Handle: RePEc:eee:jbrese:v:94:y:2019:i:c:p:1-17
    DOI: 10.1016/j.jbusres.2018.09.021
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0148296318304715
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jbusres.2018.09.021?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. Aubert, Cécile & de Janvry, Alain & Sadoulet, Elisabeth, 2009. "Designing credit agent incentives to prevent mission drift in pro-poor microfinance institutions," Journal of Development Economics, Elsevier, vol. 90(1), pages 153-162, September.
    2. Galema, Rients & Lensink, Robert & Mersland, Roy, 2012. "Do Powerful CEOs Determine Microfinance Performance?," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 49(4), pages 718-742.
    3. Tchakoute-Tchuigoua, Hubert, 2012. "Active risk management and loan contract terms: Evidence from rated microfinance institutions," The Quarterly Review of Economics and Finance, Elsevier, vol. 52(4), pages 427-437.
    4. Berger, Allen N. & Black, Lamont K., 2011. "Bank size, lending technologies, and small business finance," Journal of Banking & Finance, Elsevier, vol. 35(3), pages 724-735, March.
    5. 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.
    6. Cozarenco, Anastasia & Hudon, Marek & Szafarz, Ariane, 2016. "What type of microfinance institutions supply savings products?," Economics Letters, Elsevier, vol. 140(C), pages 57-59.
    7. Hudon, Marek & Périlleux, Anaïs, 2014. "Surplus distribution and characteristics of social enterprises: Evidence from microfinance," The Quarterly Review of Economics and Finance, Elsevier, vol. 54(2), pages 147-157.
    8. Guha, Brishti & Chowdhury, Prabal Roy, 2013. "Micro-finance competition: Motivated micro-lenders, double-dipping and default," Journal of Development Economics, Elsevier, vol. 105(C), pages 86-102.
    9. Beatriz Armendáriz & Jonathan Morduch, 2010. "The Economics of Microfinance, Second Edition," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262014106, December.
    10. Hartarska, Valentina M., 2005. "Governance and Performance of Microfinance Institutions in Central and Eastern Europe and the Newly Independent States," 2005 International Congress, August 23-27, 2005, Copenhagen, Denmark 24568, European Association of Agricultural Economists.
    11. Aghion, Philippe & Tirole, Jean, 1997. "Formal and Real Authority in Organizations," Journal of Political Economy, University of Chicago Press, vol. 105(1), pages 1-29, February.
    12. Mersland, Roy & Strøm, Reidar Øystein, 2009. "Performance and governance in microfinance institutions," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 33(4), pages 662-669.
    13. Franklin Allen & Elena Carletti & Robert Cull & Jun QJ Qian & Lemma Senbet & Patricio Valenzuela, 0. "Improving Access to Banking: Evidence from Kenya," Review of Finance, European Finance Association, vol. 25(2), pages 403-447.
    14. Jose M. Liberti & Atif R. Mian, 2009. "Estimating the Effect of Hierarchies on Information Use," The Review of Financial Studies, Society for Financial Studies, vol. 22(10), pages 4057-4090, October.
    15. Ahlin, Christian & Lin, Jocelyn & Maio, Michael, 2011. "Where does microfinance flourish? Microfinance institution performance in macroeconomic context," Journal of Development Economics, Elsevier, vol. 95(2), pages 105-120, July.
    16. Patten, Richard H. & Rosengard, Jay k. & Johnston, Don JR., 2001. "Microfinance Success Amidst Macroeconomic Failure: The Experience of Bank Rakyat Indonesia During the East Asian Crisis," World Development, Elsevier, vol. 29(6), pages 1057-1069, June.
    17. Tchakoute Tchuigoua, Hubert, 2016. "Buffer capital in microfinance institutions," Journal of Business Research, Elsevier, vol. 69(9), pages 3523-3537.
    18. Andrew Hertzberg & Jose Maria Liberti & Daniel Paravisini, 2010. "Information and Incentives Inside the Firm: Evidence from Loan Officer Rotation," Journal of Finance, American Finance Association, vol. 65(3), pages 795-828, June.
    19. repec:ulb:ulbeco:2013/152867 is not listed on IDEAS
    20. James Heckman, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    21. Hartarska, Valentina, 2005. "Governance and performance of microfinance institutions in Central and Eastern Europe and the Newly Independent States," World Development, Elsevier, vol. 33(10), pages 1627-1643, October.
    22. Mike Adams & Bruce Burton & Philip Hardwick, 2003. "The Determinants of Credit Ratings in the United Kingdom Insurance Industry," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 30(3‐4), pages 539-572, April.
    23. Jeon, Doh-Shin & Menicucci, Domenico, 2011. "When is the optimal lending contract in microfinance state non-contingent?," European Economic Review, Elsevier, vol. 55(5), pages 720-731, June.
    24. Sah, Raaj Kumar & Stiglitz, Joseph E, 1986. "The Architecture of Economic Systems: Hierarchies and Polyarchies," American Economic Review, American Economic Association, vol. 76(4), pages 716-727, September.
    25. Pathan, Shams, 2009. "Strong boards, CEO power and bank risk-taking," Journal of Banking & Finance, Elsevier, vol. 33(7), pages 1340-1350, July.
    26. Martin Brown & Benjamin Guin & Karolin Kirschenmann, 2016. "Microfinance Banks and Financial Inclusion," Review of Finance, European Finance Association, vol. 20(3), pages 907-946.
    27. Joanna Ledgerwood, 2013. "The New Microfinance Handbook : A Financial Market System Perspective," World Bank Publications - Books, The World Bank Group, number 12272, April.
    28. Kaufmann, Daniel & Kraay, Aart & Mastruzzi, Massimo, 2010. "The worldwide governance indicators : methodology and analytical issues," Policy Research Working Paper Series 5430, The World Bank.
    29. Labie, Marc & Méon, Pierre-Guillaume & Mersland, Roy & Szafarz, Ariane, 2015. "Discrimination by microcredit officers: Theory and evidence on disability in Uganda," The Quarterly Review of Economics and Finance, Elsevier, vol. 58(C), pages 44-55.
    30. Tchakoute-Tchuigoua, Hubert, 2010. "Is there a difference in performance by the legal status of microfinance institutions?," The Quarterly Review of Economics and Finance, Elsevier, vol. 50(4), pages 436-442, November.
    31. Jeremy C. Stein, 2002. "Information Production and Capital Allocation: Decentralized versus Hierarchical Firms," Journal of Finance, American Finance Association, vol. 57(5), pages 1891-1921, October.
    32. 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.
    33. Berger, Allen N. & Klapper, Leora F. & Martinez Peria, Maria Soledad & Zaidi, Rida, 2008. "Bank ownership type and banking relationships," Journal of Financial Intermediation, Elsevier, vol. 17(1), pages 37-62, January.
    34. Rob Dixon & John Ritchie & Juliana Siwale, 2007. "Loan officers and loan ‘delinquency’ in Microfinance: A Zambian case," Accounting Forum, Taylor & Francis Journals, vol. 31(1), pages 47-71, March.
    35. Beck, T.H.L. & Demirgüc-Kunt, A. & Martinez Peria, M., 2011. "Banking financing for SME's : Evidence across countries and bank ownership types," Other publications TiSEM c4d491c9-2cc6-40f6-ad55-a, Tilburg University, School of Economics and Management.
    36. Timothy Besley & Maitreesh Ghatak, 2005. "Competition and Incentives with Motivated Agents," American Economic Review, American Economic Association, vol. 95(3), pages 616-636, June.
    37. Bellucci, Andrea & Borisov, Alexander & Zazzaro, Alberto, 2010. "Does gender matter in bank-firm relationships? Evidence from small business lending," Journal of Banking & Finance, Elsevier, vol. 34(12), pages 2968-2984, December.
    38. repec:idb:brikps:78868 is not listed on IDEAS
    39. Mike Adams & Bruce Burton & Philip Hardwick, 2003. "The Determinants of Credit Ratings in the United Kingdom Insurance Industry," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 30(3-4), pages 539-572.
    40. Allen Berger & Adrian Cowan & W. Frame, 2011. "The Surprising Use of Credit Scoring in Small Business Lending by Community Banks and the Attendant Effects on Credit Availability, Risk, and Profitability," Journal of Financial Services Research, Springer;Western Finance Association, vol. 39(1), pages 1-17, April.
    41. D’Espallier, Bert & Hudon, Marek & Szafarz, Ariane, 2013. "Unsubsidized microfinance institutions," Economics Letters, Elsevier, vol. 120(2), pages 174-176.
    42. Conning, Jonathan, 1999. "Outreach, sustainability and leverage in monitored and peer-monitored lending," Journal of Development Economics, Elsevier, vol. 60(1), pages 51-77, October.
    43. 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.
    44. Renée B. Adams & Heitor Almeida & Daniel Ferreira, 2005. "Powerful CEOs and Their Impact on Corporate Performance," The Review of Financial Studies, Society for Financial Studies, vol. 18(4), pages 1403-1432.
    45. Sagamba, MoÏse & Shchetinin, Oleg & Yusupov, Nurmukhammad, 2013. "Do Microloan Officers Want to Lend to the Less Advantaged? Evidence from a Choice Experiment," World Development, Elsevier, vol. 42(C), pages 182-198.
    46. 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.
    47. 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.
    48. Hartarska, Valentina & Mersland, Roy, 2012. "Which Governance Mechanisms Promote Efficiency in Reaching Poor Clients? Evidence from Rated Microfinance Institutions," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 18(2), pages 218-239.
    49. Mersland, Roy & Strøm, Reidar Øystein, 2008. "Performance and trade‐offs in Microfinance Organisations—Does ownership matter?," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 20(5), pages 598-612.
    50. Allen, Franklin & Demirguc-Kunt, Asli & Klapper, Leora & Martinez Peria, Maria Soledad, 2016. "The foundations of financial inclusion: Understanding ownership and use of formal accounts," Journal of Financial Intermediation, Elsevier, vol. 27(C), pages 1-30.
    51. Thorsten Beck & Asli Demirgüç-Kunt & María Pería, 2011. "Bank Financing for SMEs: Evidence Across Countries and Bank Ownership Types," Journal of Financial Services Research, Springer;Western Finance Association, vol. 39(1), pages 35-54, April.
    52. Stiglitz, Joseph E, 1990. "Peer Monitoring and Credit Markets," The World Bank Economic Review, World Bank, vol. 4(3), pages 351-366, September.
    53. Hartarska, Valentina & Nadolnyak, Denis, 2008. "Does rating help microfinance institutions raise funds? Cross-country evidence," International Review of Economics & Finance, Elsevier, vol. 17(4), pages 558-571, October.
    54. 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.
    55. 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.
    56. 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.
    57. Brickley, James A. & Linck, James S. & Smith, Clifford Jr., 2003. "Boundaries of the firm: evidence from the banking industry," Journal of Financial Economics, Elsevier, vol. 70(3), pages 351-383, December.
    58. D’Espallier, Bert & Goedecke, Jann & Hudon, Marek & Mersland, Roy, 2017. "From NGOs to Banks: Does Institutional Transformation Alter the Business Model of Microfinance Institutions?," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 89, pages 19-33.
    59. Berger, Allen N. & Miller, Nathan H. & Petersen, Mitchell A. & Rajan, Raghuram G. & Stein, Jeremy C., 2005. "Does function follow organizational form? Evidence from the lending practices of large and small banks," Journal of Financial Economics, Elsevier, vol. 76(2), pages 237-269, May.
    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. Elikplimi K. Agbloyor & Simplice A. Asongu & Peter Muriu, 2021. "Sustainability, Growth and Impact of MFIs in Africa," Working Papers 21/083, European Xtramile Centre of African Studies (EXCAS).
    2. Khawla Chedad & Ayoub Boukir & Sanae Chaabi & Samir Aguenaou & Jawad Abrache, 2022. "Financial Performance and Sustainability of Microfinance Institutions in Morocco: A Structural Equation Model," International Journal of Economics and Financial Issues, Econjournals, vol. 12(1), pages 51-57.
    3. Tchakoute Tchuigoua, Hubert & Soumaré, Issouf & Hessou, Hélyoth T.S., 2020. "Lending and business cycle: Evidence from microfinance institutions," Journal of Business Research, Elsevier, vol. 119(C), pages 1-12.
    4. Wu, Wentao & Lin, Zhilu & Oghazi, Pejvak & Patel, Pankaj C., 2022. "The impact of demonetization on microfinance institutions," Journal of Business Research, Elsevier, vol. 153(C), pages 1-18.
    5. Farah NAZ & Sarah SALIM & Ramiz ur REHMAN & Muhammad Ishfaq AHMAD & Rizwan ALI, 2019. "Determinants of financial sustainability of microfinance institutions in Pakistan," Upravlenets, Ural State University of Economics, vol. 10(4), pages 51-64, September.
    6. Magloire Nya Tchatchoua & Isabelle Pignatel & Hubert Tchakoute Tchuigoua, 2019. "What type of microfinance institutions comply with International Financial Reporting Standards?," Working Papers CEB 19-012, ULB -- Universite Libre de Bruxelles.
    7. Adusei, Michael, 2021. "Interest rate and the social performance of microfinance institutions," The Quarterly Review of Economics and Finance, Elsevier, vol. 80(C), pages 21-30.
    8. Ilyas, Imran M. & Osiyevskyy, Oleksiy, 2022. "Exploring the impact of sustainable value proposition on firm performance," European Management Journal, Elsevier, vol. 40(5), pages 729-740.
    9. Prince Hikouatcha & Thierry Djatang & Henri Njangang & Joseph Nzongang, 2023. "Effect of non-structural competition on the performance of microfinance institutions in sub-Saharan Africa," SN Business & Economics, Springer, vol. 3(11), pages 1-23, November.
    10. Carlisle, Joanna & Bhanugopan, Ramudu & D'Netto, Brian, 2019. "Enhancing task performance through effective training: The mediating role of work environment and moderating effect of non-mandatory training," Journal of Business Research, Elsevier, vol. 104(C), pages 340-349.
    11. Stephen Kosgei BITOK & Josephat CHEBOI & Ambrose KEMBOI, 2019. "Does Portfolio Quality Influence Financial Sustainability? A Case of Microfinance Institutions in Kenya," Journal of Economics and Financial Analysis, Tripal Publishing House, vol. 3(2), pages 23-39.

    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. Tchakoute Tchuigoua, Hubert, 2018. "Which types of microfinance institutions decentralize the loan approval process?," The Quarterly Review of Economics and Finance, Elsevier, vol. 67(C), pages 237-244.
    2. 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).
    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. Tchakoute Tchuigoua, Hubert, 2015. "Determinants of the governance quality of microfinance institutions," The Quarterly Review of Economics and Finance, Elsevier, vol. 58(C), pages 32-43.
    5. Hossain, Shahadat & Galbreath, Jeremy & Hasan, Mostafa Monzur & Randøy, Trond, 2020. "Does competition enhance the double-bottom-line performance of microfinance institutions?," Journal of Banking & Finance, Elsevier, vol. 113(C).
    6. Hessou, Hélyoth T.S. & Tchuigoua, Hubert Tchakoute, 2025. "The countercyclicality of microlending rates: Does the business model of microfinance institutions matter?," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 102(C).
    7. Tchakoute Tchuigoua, Hubert, 2016. "Buffer capital in microfinance institutions," Journal of Business Research, Elsevier, vol. 69(9), pages 3523-3537.
    8. 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.
    9. Kwame Ohene Djan & Samuel Anokye Nyarko & Roy Mersland & Leif Atle Beisland & Linda Nakato, 2023. "Influence of international ownership on the performance of local social enterprises: Evidence from the global microfinance industry," ULB Institutional Repository 2013/371350, ULB -- Universite Libre de Bruxelles.
    10. Kwame Ohene Djan & Roy Mersland, 2022. "Are NGOs and cooperatives similar or different? A global survey using microfinance data," Journal of Management & Governance, Springer;Accademia Italiana di Economia Aziendale (AIDEA), vol. 26(2), pages 641-683, June.
    11. Hubert Tchakoute Tchuigoua, 2015. "Capital Structure of Microfinance Institutions," Journal of Financial Services Research, Springer;Western Finance Association, vol. 47(3), pages 313-340, June.
    12. 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.
    13. Namrata Gupta & Anita Mirchandani, 2020. "Corporate governance and performance of microfinance institutions: recent global evidences," Journal of Management & Governance, Springer;Accademia Italiana di Economia Aziendale (AIDEA), vol. 24(2), pages 307-326, June.
    14. Hessou, Hélyoth T.S. & Lensink, Robert & Soumaré, Issouf & Tchakoute Tchuigoua, Hubert, 2021. "Provisioning over the business cycle: Some insights from the microfinance industry," International Review of Financial Analysis, Elsevier, vol. 77(C).
    15. Konstantinos N. Baltas & José M. Liñares‐Zegarra, 2025. "Efficiency and financial risk management practices of microfinance institutions," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 30(2), pages 1011-1031, April.
    16. Tchakoute-Tchuigoua, Hubert, 2012. "Active risk management and loan contract terms: Evidence from rated microfinance institutions," The Quarterly Review of Economics and Finance, Elsevier, vol. 52(4), pages 427-437.
    17. Nawaz, Ahmad & Iqbal, Sana, 2015. "Does Social Performance Drives Corporate Governance Mechanism in MFIs? An Issue of Endogeneity," MPRA Paper 65312, University Library of Munich, Germany.
    18. Md. Ali Rasel & Sandar Win, 2020. "Microfinance governance: a systematic review and future research directions," Journal of Economic Studies, Emerald Group Publishing Limited, vol. 47(7), pages 1811-1847, April.
    19. 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.
    20. Islam, Asadul & Nguyen, Chau & Smyth, Russell, 2015. "Does microfinance change informal lending in village economies? Evidence from Bangladesh," Journal of Banking & Finance, Elsevier, vol. 50(C), pages 141-156.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;
    ;

    JEL classification:

    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill
    • G39 - Financial Economics - - Corporate Finance and Governance - - - Other

    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:eee:jbrese:v:94:y:2019:i:c:p:1-17. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/jbusres .

    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.