IDEAS home Printed from https://ideas.repec.org/a/eee/ecmode/v87y2020icp131-147.html
   My bibliography  Save this article

The path to shared prosperity: Leveraging financial services outreach to create decent jobs in developing countries

Author

Listed:
  • Coulibaly, Aïssata
  • Yogo, Urbain Thierry

Abstract

Understanding the channels through which financial inclusion affects poverty reduction remains a key policy issue in development debates. Considering that labour is the main asset of the poor, this paper investigates the effect of financial outreach on the number of workers living below the poverty line. It also analyses whether this effect may occur through increasing investment, remittances, private credit and the number of rich workers who can provide employment opportunities to the poorest. The study finds that improving financial outreach through additional bank branches reduces the number of poor workers, especially in developing countries hit by macroeconomic instability. In addition, this effect occurs mainly through credit expansion, while other channels substitute financial outreach in countries with a low level of financial development.

Suggested Citation

  • Coulibaly, Aïssata & Yogo, Urbain Thierry, 2020. "The path to shared prosperity: Leveraging financial services outreach to create decent jobs in developing countries," Economic Modelling, Elsevier, vol. 87(C), pages 131-147.
  • Handle: RePEc:eee:ecmode:v:87:y:2020:i:c:p:131-147
    DOI: 10.1016/j.econmod.2019.07.013
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0264999318312525
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.econmod.2019.07.013?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 look for a different version below or search for a different version of it.

    Other versions of this item:

    References listed on IDEAS

    as
    1. Hans Degryse & Steven Ongena, 2005. "Distance, Lending Relationships, and Competition," Journal of Finance, American Finance Association, vol. 60(1), pages 231-266, February.
    2. Gine, Xavier & Townsend, Robert M., 2004. "Evaluation of financial liberalization: a general equilibrium model with constrained occupation choice," Journal of Development Economics, Elsevier, vol. 74(2), pages 269-307, August.
    3. Ravallion, Martin & Chen, Shaohua, 1997. "What Can New Survey Data Tell Us about Recent Changes in Distribution and Poverty?," The World Bank Economic Review, World Bank, vol. 11(2), pages 357-382, May.
    4. Robert C. Feenstra & Robert Inklaar & Marcel P. Timmer, 2015. "The Next Generation of the Penn World Table," American Economic Review, American Economic Association, vol. 105(10), pages 3150-3182, October.
    5. Fields, Gary S., 2012. "Working Hard, Working Poor: A Global Journey," OUP Catalogue, Oxford University Press, number 9780199794645.
    6. Dollar, David & Kraay, Aart, 2002. "Growth Is Good for the Poor," Journal of Economic Growth, Springer, vol. 7(3), pages 195-225, September.
    7. Simplice A. Asongu, 2013. "How has Mobile Phone Penetration Stimulated Financial Development in Africa?," Journal of African Business, Taylor & Francis Journals, vol. 14(1), pages 7-18, April.
    8. Kleibergen, Frank & Paap, Richard, 2006. "Generalized reduced rank tests using the singular value decomposition," Journal of Econometrics, Elsevier, vol. 133(1), pages 97-126, July.
    9. 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.
    10. 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.
    11. Djankov, Simeon & McLiesh, Caralee & Shleifer, Andrei, 2007. "Private credit in 129 countries," Journal of Financial Economics, Elsevier, vol. 84(2), pages 299-329, May.
    12. De Gregorio, Jose, 1996. "Borrowing constraints, human capital accumulation, and growth," Journal of Monetary Economics, Elsevier, vol. 37(1), pages 49-71, February.
    13. Verbeek, Marno & Nijman, Theo, 1992. "Testing for Selectivity Bias in Panel Data Models," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 33(3), pages 681-703, August.
    14. Thorsten Beck & Chen Lin & Yue Ma, 2014. "Why Do Firms Evade Taxes? The Role of Information Sharing and Financial Sector Outreach," Journal of Finance, American Finance Association, vol. 69(2), pages 763-817, April.
    15. Thorsten Beck & Asli Demirgüç-Kunt & Maria Soledad Martinez Peria, 2008. "Banking Services for Everyone? Barriers to Bank Access and Use around the World," The World Bank Economic Review, World Bank, vol. 22(3), pages 397-430, November.
    16. Thorsten Beck & Asli Demirgüč-Kunt & Vojislav Maksimovic, 2004. "Bank competition and access to finance: international evidence," Proceedings, Federal Reserve Bank of Cleveland, pages 627-654.
    17. Ebeke, Christian Hubert, 2012. "The power of remittances on the international prevalence of child labor," Structural Change and Economic Dynamics, Elsevier, vol. 23(4), pages 452-462.
    18. Sylviane Guillaumont Jeanneney & Kangni Kpodar, 2011. "Financial Development and Poverty Reduction: Can There be a Benefit without a Cost?," Journal of Development Studies, Taylor & Francis Journals, vol. 47(1), pages 143-163.
    19. Ayyagari,Meghana & Juarros,Pedro Francisco & Martinez Peria,Maria Soledad & Singh,Sandeep, 2016. "Access to finance and job growth : firm-level evidence across developing countries," Policy Research Working Paper Series 7604, The World Bank.
    20. Santiago Carbó-Valverde & Francisco Rodríguez-Fernández & Gregory F. Udell, 2009. "Bank Market Power and SME Financing Constraints," Review of Finance, European Finance Association, vol. 13(2), pages 309-340.
    21. Elizabeth Frankenberg & James P. Smith & Duncan Thomas, 2003. "Economic Shocks, Wealth, and Welfare," Journal of Human Resources, University of Wisconsin Press, vol. 38(2).
    22. Brown, Martin & Jappelli, Tullio & Pagano, Marco, 2009. "Information sharing and credit: Firm-level evidence from transition countries," Journal of Financial Intermediation, Elsevier, vol. 18(2), pages 151-172, April.
    23. Flug, Karnit & Spilimbergo, Antonio & Wachtenheim, Erik, 1998. "Investment in education: do economic volatility and credit constraints matter?," Journal of Development Economics, Elsevier, vol. 55(2), pages 465-481, April.
    24. Thorsten Beck & Ross Levine & Alexey Levkov, 2010. "Big Bad Banks? The Winners and Losers from Bank Deregulation in the United States," Journal of Finance, American Finance Association, vol. 65(5), pages 1637-1667, October.
    25. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    26. Ryan, Robert M. & O’Toole, Conor M. & McCann, Fergal, 2014. "Does bank market power affect SME financing constraints?," Journal of Banking & Finance, Elsevier, vol. 49(C), pages 495-505.
    27. Beck, Thorsten & Demirguc-Kunt, Asli & Martinez Peria, Maria Soledad, 2007. "Reaching out: Access to and use of banking services across countries," Journal of Financial Economics, Elsevier, vol. 85(1), pages 234-266, July.
    28. Douglas Staiger & James H. Stock, 1997. "Instrumental Variables Regression with Weak Instruments," Econometrica, Econometric Society, vol. 65(3), pages 557-586, May.
    29. Atif Mian, 2006. "Distance Constraints: The Limits of Foreign Lending in Poor Economies," Journal of Finance, American Finance Association, vol. 61(3), pages 1465-1505, June.
    30. repec:ilo:ilowps:485512 is not listed on IDEAS
    31. Jenny C. Aker & Isaac M. Mbiti, 2010. "Mobile Phones and Economic Development in Africa," Journal of Economic Perspectives, American Economic Association, vol. 24(3), pages 207-232, Summer.
    32. Azanaw Mengistu & Hector Perez-Saiz, 2018. "Financial Inclusion and Bank Competition in Sub-Saharan Africa," IMF Working Papers 2018/256, International Monetary Fund.
    33. Semykina, Anastasia & Wooldridge, Jeffrey M., 2010. "Estimating panel data models in the presence of endogeneity and selection," Journal of Econometrics, Elsevier, vol. 157(2), pages 375-380, August.
    34. Jean-Louis Combes & Christian Hubert Ebeke & Mathilde Maurel & Thierry Urbain Yogo, 2014. "Remittances and Working Poverty," Journal of Development Studies, Taylor & Francis Journals, vol. 50(10), pages 1348-1361, November.
    35. Saiying (Esther) Deng & Elyas Elyasiani, 2008. "Geographic Diversification, Bank Holding Company Value, and Risk," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 40(6), pages 1217-1238, September.
    36. Richard Blundell & Luigi Pistaferri & Itay Saporta-Eksten, 2016. "Consumption Inequality and Family Labor Supply," American Economic Review, American Economic Association, vol. 106(2), pages 387-435, February.
    37. Hui-Boon Tan & Siong-Hook Law, 2012. "Nonlinear dynamics of the finance-inequality nexus in developing countries," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 10(4), pages 551-563, December.
    38. Sahn, David E. & Alderman, Harold, 1988. "The effects of human capital on wages, and the determinants of labor supply in a developing country," Journal of Development Economics, Elsevier, vol. 29(2), pages 157-183, September.
    39. Sylviane Guillaumont Jeanneney & Kangni Kpodar, 2011. "Financial Development and Poverty Reduction: Can There be a Benefit without a Cost?," Post-Print halshs-00554229, HAL.
    40. Robin Burgess & Rohini Pande, 2005. "Do Rural Banks Matter? Evidence from the Indian Social Banking Experiment," American Economic Review, American Economic Association, vol. 95(3), pages 780-795, June.
    41. Devashish Mitra, 2016. "Trade liberalization and poverty reduction," IZA World of Labor, Institute of Labor Economics (IZA), pages 272-272, June.
    42. Seema Jayachandran, 2006. "Selling Labor Low: Wage Responses to Productivity Shocks in Developing Countries," Journal of Political Economy, University of Chicago Press, vol. 114(3), pages 538-575, June.
    43. Hossein Jalilian & Colin Kirkpatrick, 2005. "Does Financial Development Contribute to Poverty Reduction?," Journal of Development Studies, Taylor & Francis Journals, vol. 41(4), pages 636-656.
    44. L. Alan Winters & Antonio Martuscelli, 2014. "Trade Liberalization and Poverty: What Have We Learned in a Decade?," Annual Review of Resource Economics, Annual Reviews, vol. 6(1), pages 493-512, October.
    45. Sushanta K. Mallick, 2014. "Disentangling the Poverty Effects of Sectoral Output, Prices, and Policies in India," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 60(4), pages 773-801, December.
    46. Petia Topalova, 2007. "Trade Liberalization, Poverty and Inequality: Evidence from Indian Districts," NBER Chapters, in: Globalization and Poverty, pages 291-336, National Bureau of Economic Research, Inc.
    47. Sylviane Guillaumont Jeanneney & Kangni Kpodar, 2011. "Financial Development and Poverty Reduction: Can There Be a Benefit Without a Cost?," Post-Print halshs-00601306, HAL.
    48. Miriam Bruhn & Inessa Love, 2014. "The Real Impact of Improved Access to Finance: Evidence from Mexico," Journal of Finance, American Finance Association, vol. 69(3), pages 1347-1376, June.
    49. Rajan, Raghuram G. & Zingales, Luigi, 2003. "The great reversals: the politics of financial development in the twentieth century," Journal of Financial Economics, Elsevier, vol. 69(1), pages 5-50, July.
    50. Inoue, Takeshi, 2018. "Financial development, remittances, and poverty reduction: Empirical evidence from a macroeconomic viewpoint," Journal of Economics and Business, Elsevier, vol. 96(C), pages 59-68.
    51. repec:hal:journl:halshs-01167226 is not listed on IDEAS
    52. Jappelli, Tullio & Pagano, Marco, 2002. "Information sharing, lending and defaults: Cross-country evidence," Journal of Banking & Finance, Elsevier, vol. 26(10), pages 2017-2045, October.
    53. Rewilak, Johan, 2013. "Finance is good for the poor but it depends where you live," Journal of Banking & Finance, Elsevier, vol. 37(5), pages 1451-1459.
    54. Thorsten Beck & Asli Demirgüç-Kunt & Ross Levine, 2007. "Finance, inequality and the poor," Journal of Economic Growth, Springer, vol. 12(1), pages 27-49, March.
    55. Kapsos, Steven. & Bourmpoula, Evangelia., 2013. "Employment and economic class in the developing world," ILO Working Papers 994855123402676, International Labour Organization.
    56. 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.
    57. Ann L. Owen & Javier M. Pereira, 2018. "Bank concentration, competition, and financial inclusion," Review of Development Finance Journal, Chartered Institute of Development Finance, vol. 8(1), pages 1-17.
    58. B. Gabriela Mundaca, 2009. "Remittances, Financial Market Development, and Economic Growth: The Case of Latin America and the Caribbean," Review of Development Economics, Wiley Blackwell, vol. 13(2), pages 288-303, May.
    59. Nijman, T.E. & Verbeek, M.J.C.M., 1992. "Testing for selectivity in panel data models," Other publications TiSEM 7ec34a6c-1d84-4052-971c-d, Tilburg University, School of Economics and Management.
    60. Martinez Peria, Maria Soledad & Singh, Sandeep, 2014. "The impact of credit information sharing reforms on firm financing?," Policy Research Working Paper Series 7013, The World Bank.
    61. Richard P.C. Brown & Fabrizio Carmignani, 2015. "Revisiting the Effects of Remittances on Bank Credit: A Macro Perspective," Scottish Journal of Political Economy, Scottish Economic Society, vol. 62(5), pages 454-485, November.
    62. Cragg, John G. & Donald, Stephen G., 1993. "Testing Identifiability and Specification in Instrumental Variable Models," Econometric Theory, Cambridge University Press, vol. 9(2), pages 222-240, April.
    63. Jean-Louis Combes & Christian Hubert Ebeke & Mathilde Maurel & Thierry Urbain Yogo, 2014. "Remittances and Working Poverty," Journal of Development Studies, Taylor & Francis Journals, vol. 50(10), pages 1348-1361, November.
    64. Ahamed, M. Mostak & Mallick, Sushanta K., 2019. "Is financial inclusion good for bank stability? International evidence," Journal of Economic Behavior & Organization, Elsevier, vol. 157(C), pages 403-427.
    65. Mookerjee, Rajen & Kalipioni, Paul, 2010. "Availability of financial services and income inequality: The evidence from many countries," Emerging Markets Review, Elsevier, vol. 11(4), pages 404-408, December.
    66. Giorgio GOBBI & Roberta ZIZZA, 2012. "Does the underground economy hold back;financial deepening? Evidence from the Italian credit market [L'economia sommersa Š un freno per lo sviluppo finanziario? Evidenze dai mercati locali del credito," Economia Marche / Journal of Applied Economics, Universita' Politecnica delle Marche (I) / Fondazione Aristide Merloni (I), vol. 0(1), pages 1-29, June.
    67. Boukhatem, Jamel, 2016. "Assessing the direct effect of financial development on poverty reduction in a panel of low- and middle-income countries," Research in International Business and Finance, Elsevier, vol. 37(C), pages 214-230.
    68. Thorsten Beck & Asli Demirgüç-Kunt & Patrick Honohan, 2009. "Access to Financial Services: Measurement, Impact, and Policies," The World Bank Research Observer, World Bank, vol. 24(1), pages 119-145, February.
    69. Marcello Bofondi & Giorgio Gobbi, 2006. "Informational Barriers to Entry into Credit Markets," Review of Finance, European Finance Association, vol. 10(1), pages 39-67.
    70. Agenor, Pierre-Richard & McDermott, C John & Prasad, Eswar S, 2000. "Macroeconomic Fluctuations in Developing Countries: Some Stylized Facts," The World Bank Economic Review, World Bank, vol. 14(2), pages 251-285, May.
    71. Ravallion, Martin & Datt, Gaurav, 2002. "Why has economic growth been more pro-poor in some states of India than others?," Journal of Development Economics, Elsevier, vol. 68(2), pages 381-400, August.
    72. Orazio P. Attanasio & Luigi Pistaferri, 2016. "Consumption Inequality," Journal of Economic Perspectives, American Economic Association, vol. 30(2), pages 3-28, Spring.
    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. Mahamat Ibrahim Ahmat Tidjani, 2020. "An exploratory analysis of financial inclusion in Chad," Post-Print hal-03322905, HAL.
    2. Somlanare Romuald Kinda & Relwendé Sawadogo, 2023. "Does financial development really spur industrialization in sub‐Saharan African countries?," African Development Review, African Development Bank, vol. 35(4), pages 390-402, December.
    3. Yerrabati, Sridevi, 2022. "Does vulnerable employment alleviate poverty in developing countries?," Economic Modelling, Elsevier, vol. 116(C).
    4. Compaoré, Ali, 2022. "Access-for-all to financial services: Non-resources tax revenue-harnessing opportunities in developing countries," The Quarterly Review of Economics and Finance, Elsevier, vol. 85(C), pages 236-245.
    5. Milly Chepkorir Chebochok & Nimonka Bayale, 2023. "Effects of financial inclusion on tax revenue mobilization: Evidence from WAEMU countries," African Development Review, African Development Bank, vol. 35(2), pages 226-238, June.
    6. Ali Compaore, 2020. "Access-for-all to Financial Services: Non- resources Tax Revenue-harnessing Opportunities in Developing Countries," Working Papers hal-02901664, 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. Aïssata COULIBALY & Urbain Thierry YOGO, 2016. "Access to Financial Services and Working Poverty in Developing Countries," Working Papers 201620, CERDI.
    2. Ahamed, M. Mostak & Mallick, Sushanta K., 2019. "Is financial inclusion good for bank stability? International evidence," Journal of Economic Behavior & Organization, Elsevier, vol. 157(C), pages 403-427.
    3. Aïssata COULIBALY, 2016. "Revisiting the Relationship between Financial Development and Child Labor in Developing Countries: Do Inequality and Institutions Matter?," Working Papers 201619, CERDI.
    4. Atul MEHTA & Joysankar BHATTACHARYA, 2018. "Financial sector development and the poor in developing countries: revisiting the access to finance channel," Theoretical and Applied Economics, Asociatia Generala a Economistilor din Romania / Editura Economica, vol. 0(3(616), A), pages 153-168, Autumn.
    5. Giulia Bettin & Claudia Pigini & Alberto Zazzaro, 2020. "Financial inclusion and poverty transitions: an empirical analysis for Italy," Mo.Fi.R. Working Papers 164, Money and Finance Research group (Mo.Fi.R.) - Univ. Politecnica Marche - Dept. Economic and Social Sciences.
    6. Muri Wole Adedokun & Mehmet Ağa, 2023. "Financial inclusion: A pathway to economic growth in Sub‐Saharan African economies," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 28(3), pages 2712-2728, July.
    7. Gnangnon, Sèna Kimm, 2021. "Effect of poverty on financial development: Does trade openness matter?," The Quarterly Review of Economics and Finance, Elsevier, vol. 82(C), pages 97-112.
    8. Feghali, Khalil & Mora, Nada & Nassif, Pamela, 2021. "Financial inclusion, bank market structure, and financial stability: International evidence," The Quarterly Review of Economics and Finance, Elsevier, vol. 80(C), pages 236-257.
    9. Marcelin, Isaac & Egbendewe, Aklesso Y.G. & Oloufade, Djoulassi K. & Sun, Wei, 2022. "Financial inclusion, bank ownership, and economy performance: Evidence from developing countries," Finance Research Letters, Elsevier, vol. 46(PA).
    10. Boukhatem, Jamel, 2016. "Assessing the direct effect of financial development on poverty reduction in a panel of low- and middle-income countries," Research in International Business and Finance, Elsevier, vol. 37(C), pages 214-230.
    11. de Moraes, Claudio Oliveira & Cruz, Guilherme, 2023. "What do we know about the relationship between banks and income inequality? Empirical evidence for emerging and low-income countries," Journal of Economics and Business, Elsevier, vol. 123(C).
    12. D’Onofrio, Alexandra & Minetti, Raoul & Murro, Pierluigi, 2019. "Banking development, socioeconomic structure and income inequality," Journal of Economic Behavior & Organization, Elsevier, vol. 157(C), pages 428-451.
    13. Sèna Kimm Gnangnon, 2023. "Do unilateral trade preferences help reduce poverty in beneficiary countries?," International Journal of Economic Policy Studies, Springer, vol. 17(1), pages 249-288, February.
    14. Armand Fouejieu & Ratna Sahay & Martin Cihak & Shiyuan Chen, 2020. "Financial inclusion and inequality: A cross-country analysis," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 29(8), pages 1018-1048, November.
    15. Clement Olalekan Olaniyi & James Temitope Dada & Nicholas Mbaya Odhiambo & Xuan Vinh Vo, 2023. "Modelling asymmetric structure in the finance-poverty nexus: empirical insights from an emerging market economy," Quality & Quantity: International Journal of Methodology, Springer, vol. 57(1), pages 453-487, February.
    16. Taoyong Su & Yuzhu Yu & Yongheng Chen & Jian Zhang, 2019. "The Experience, Dilemma, and Solutions of Sustainable Development of Inclusive Finance in Rural China: Based on the Perspective of Synergy," Sustainability, MDPI, vol. 11(21), pages 1-18, October.
    17. Sunny Kumar Singh & Chandan Kumar Jha, 2023. "Are financial development and financial stability complements or substitutes in poverty reduction?," The European Journal of Finance, Taylor & Francis Journals, vol. 29(17), pages 2001-2031, November.
    18. Gnangnon, Sèna Kimm, 2021. "Do Unilateral Trade Preferences Help Reduce Poverty in Beneficiary Countries?," EconStor Preprints 247346, ZBW - Leibniz Information Centre for Economics.
    19. Compaoré, Ali, 2022. "Access-for-all to financial services: Non-resources tax revenue-harnessing opportunities in developing countries," The Quarterly Review of Economics and Finance, Elsevier, vol. 85(C), pages 236-245.
    20. Asli Demirgüç-Kunt & Ross Levine, 2009. "Finance and Inequality: Theory and Evidence," Annual Review of Financial Economics, Annual Reviews, vol. 1(1), pages 287-318, November.

    More about this item

    Keywords

    Decent job; Working poverty; Financial outreach; Bank penetration; Remittances; Private credit; Trickle-down hypothesis; Developing countries;
    All these keywords.

    JEL classification:

    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • D31 - Microeconomics - - Distribution - - - Personal Income and Wealth Distribution
    • I30 - Health, Education, and Welfare - - Welfare, Well-Being, and Poverty - - - General
    • J8 - Labor and Demographic Economics - - Labor Standards
    • O15 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Economic Development: Human Resources; Human Development; Income Distribution; Migration
    • O16 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Financial Markets; Saving and Capital Investment; Corporate Finance and Governance

    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:ecmode:v:87:y:2020:i:c:p:131-147. 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/inca/30411 .

    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.