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Credit and Saving Constraints in General Equilibrium: Evidence from Survey Data

Author

Listed:
  • Catalina Granda
  • Franz Hamann

    (Banco de la República de Colombia)

  • Cesar E. Tamayo

Abstract

In this paper, we build a heterogeneous agents-dynamic general equilibrium model wherein saving constraints interact with credit constraints. Saving constraints in the form of fixed costs to use the financial system lead households to seek informal saving instruments (cash) and result in lower aggregate saving. Credit constraints induce misallocation of capital across producers that in turn lowers output, productivity, and the return to formal financial instruments. We calibrate the model using survey data from a developing country where informal saving and credit constraints are pervasive. Our quantitative results suggest that completely removing saving and credit constraints can have large effects on saving rates, output, TFP, and welfare. Moreover, we note that a sizable fraction of these gains can be more easily attained by a mix of moderate reforms that lower both types of frictions than by a strong reform on either front.

Suggested Citation

  • Catalina Granda & Franz Hamann & Cesar E. Tamayo, 2017. "Credit and Saving Constraints in General Equilibrium: Evidence from Survey Data," Borradores de Economia 1002, Banco de la Republica de Colombia.
  • Handle: RePEc:bdr:borrec:1002
    DOI: 10.32468/be.1002
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    1. 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.
    2. Hamann-Salcedo, Franz Alonso & Mejía, Luis Fernando, 2012. "Formalizando la informalidad empresarial en Colombia," Chapters, in: Arango-Thomas, Luis Eduardo & Hamann-Salcedo, Franz Alonso (ed.), El mercado de trabajo en Colombia : hechos, tendencias e instituciones, chapter 10, pages 399-427, Banco de la Republica de Colombia.
    3. Francisco J. Buera & Joseph P. Kaboski & Yongseok Shin, 2011. "Finance and Development: A Tale of Two Sectors," American Economic Review, American Economic Association, vol. 101(5), pages 1964-2002, August.
    4. Francesco Caselli & James Feyrer, 2007. "The Marginal Product of Capital," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(2), pages 535-568.
    5. Fan Wang, 2022. "An Empirical Equilibrium Model of Formal and Informal Credit Markets in Developing Countries," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 46, pages 224-243, October.
    6. Kalemli-Ozcan, Sebnem & Sorensen, Bent & Yesiltas, Sevcan, 2012. "Leverage across firms, banks, and countries," Journal of International Economics, Elsevier, vol. 88(2), pages 284-298.
    7. Diego Restuccia & Richard Rogerson, 2008. "Policy Distortions and Aggregate Productivity with Heterogeneous Plants," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 11(4), pages 707-720, October.
    8. Francisco J. Buera & Yongseok Shin, 2013. "Financial Frictions and the Persistence of History: A Quantitative Exploration," Journal of Political Economy, University of Chicago Press, vol. 121(2), pages 221-272.
    9. Francisco Buera & Benjamin Moll & Yongseok Shin, 2013. "Well-Intended Policies," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 16(1), pages 216-230, January.
    10. Mariacristina De Nardi & Giulio Fella, 2017. "Saving and Wealth Inequality," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 26, pages 280-300, October.
    11. Jang-Sup Shin, 2011. "Finance and Economic Development in China: An Introduction," Global Economic Review, Taylor & Francis Journals, vol. 40(2), pages 141-143.
    12. Marcela Eslava & John Haltiwanger & Adriana Kugler & Maurice Kugler, 2013. "Trade and Market Selection: Evidence from Manufacturing Plants in Colombia," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 16(1), pages 135-158, January.
    13. Solo, Tova Maria & Manroth, Astrid, 2006. "Access to financial services in Colombia : the"unbanked"in Bogota," Policy Research Working Paper Series 3834, The World Bank.
    14. Ms. Izabela Karpowicz, 2014. "Financial Inclusion, Growth and Inequality: A Model Application to Colombia," IMF Working Papers 2014/166, International Monetary Fund.
    15. Ana María Iregui-Bohórquez & Ligia Alba Melo-Becerra & María Teresa Ramírez-Giraldo & Ana María Tribín-Uribe, 2016. "Ahorro de los hogares de ingresos medios y bajos de las zonas urbana y rural en Colombia," Borradores de Economia 960, Banco de la Republica de Colombia.
    16. António Antunes & Tiago Cavalcanti & Anne Villamil, 2015. "The effects of credit subsidies on development," Economic Theory, Springer;Society for the Advancement of Economic Theory (SAET), vol. 58(1), pages 1-30, January.
    17. Dean Karlan & Aishwarya Lakshmi Ratan & Jonathan Zinman, 2014. "Savings by and for the Poor: A Research Review and Agenda," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 60(1), pages 36-78, March.
    18. Dupas, Pascaline & Robinson, Jonathan, 2008. "Savings Constraints and Microenterprise Development: Evidence from a Field Experiment in Kenya," Santa Cruz Department of Economics, Working Paper Series qt01x12117, Department of Economics, UC Santa Cruz.
    19. Thorsten Beck & Haki Pamuk & Burak R. Uras, 2017. "Entrepreneurial Saving Practices and Reinvestment: Theory and Evidence," Review of Development Economics, Wiley Blackwell, vol. 21(4), pages 1205-1228, November.
    20. David Lagakos & Ahmed Mushfiq Mobarak & Michael E. Waugh, 2023. "The Welfare Effects of Encouraging Rural–Urban Migration," Econometrica, Econometric Society, vol. 91(3), pages 803-837, May.
    21. Andrés Fernández & César E. Tamayo, 2017. "From Institutions To Financial Development And Growth: What Are The Links?," Journal of Economic Surveys, Wiley Blackwell, vol. 31(1), pages 17-57, February.
    22. Felipe Kast & Dina Pomeranz, 2013. "Saving More to Borrow Less: Experimental Evidence from Access to Formal Savings Accounts in Chile," Harvard Business School Working Papers 14-001, Harvard Business School, revised Jun 2014.
    23. Jose E. Gomez-Gonzalez & Sebastian Sanin-Restrepo & Cesar E. Tamayo & Oscar M. Valencia, 2023. "Bank market power and firm finance: evidence from bank and loan-level data," Economic Change and Restructuring, Springer, vol. 56(6), pages 4629-4660, December.
    24. Andrew Atkeson & Patrick J. Kehoe, 2005. "Modeling and Measuring Organization Capital," Journal of Political Economy, University of Chicago Press, vol. 113(5), pages 1026-1053, October.
    25. Flory, Jeffrey A., 2018. "Formal finance and informal safety nets of the poor: Evidence from a savings field experiment," Journal of Development Economics, Elsevier, vol. 135(C), pages 517-533.
    26. Fulford, Scott L., 2013. "The effects of financial development in the short and long run: Theory and evidence from India," Journal of Development Economics, Elsevier, vol. 104(C), pages 56-72.
    27. Benjamin Moll, 2014. "Productivity Losses from Financial Frictions: Can Self-Financing Undo Capital Misallocation?," American Economic Review, American Economic Association, vol. 104(10), pages 3186-3221, October.
    28. Chang-Tai Hsieh & Peter J. Klenow, 2009. "Misallocation and Manufacturing TFP in China and India," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(4), pages 1403-1448.
    29. Ms. Era Dabla-Norris & Yan Ji & Robert M. Townsend & Ms. Filiz D Unsal, 2015. "Identifying Constraints to Financial Inclusion and Their Impact on GDP and Inequality: A Structural Framework for Policy," IMF Working Papers 2015/022, International Monetary Fund.
    30. Quadrini, Vincenzo, 2004. "Investment and liquidation in renegotiation-proof contracts with moral hazard," Journal of Monetary Economics, Elsevier, vol. 51(4), pages 713-751, May.
    31. Martha R. López & Juan D. Prada & Norberto Rodríguez Niño, 2008. "Financial Accelerator Mechanism in a Small Open Economy," Borradores de Economia 4992, Banco de la Republica.
    32. Rekha Reddy & Miriam Bruhn & Congyan Tan, 2013. "Financial Capability in Mexico : Results from a National Survey on Financial Behaviors, Attitudes, and Knowledge [Capacidades financieras en México : resultados de la encuesta nacional sobre compor," World Bank Publications - Reports 16756, The World Bank Group.
    33. Catalina Granda & Franz Hamann, 2015. "Informality, Saving and Wealth Inequality," Borradores de Economia 873, Banco de la Republica de Colombia.
    34. Catalina Granda & Franz Hamann, 2015. "Informality, Saving and Wealth Inequality," Borradores de Economia 873, Banco de la Republica de Colombia.
    35. Joseph P. Kaboski & Robert M. Townsend, 2011. "A Structural Evaluation of a Large‐Scale Quasi‐Experimental Microfinance Initiative," Econometrica, Econometric Society, vol. 79(5), pages 1357-1406, September.
    36. Catalina Granda & Franz Hamann, 2015. "Informality, Saving and Wealth Inequality in Colombia," IDB Publications (Working Papers) 88196, Inter-American Development Bank.
    37. Ana María Iregui-Bohórquez & Ligia Alba Melo-Becerra & María Teresa Ramírez-Giraldo & Ana María Tribín-Uribe, 2016. "Determinantes del acceso al crédito formal e informal: Evidencia de los hogares de ingresos medios y bajos en Colombia," Borradores de Economia 956, Banco de la Republica de Colombia.
    38. S. Rao Aiyagari, 1994. "Uninsured Idiosyncratic Risk and Aggregate Saving," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 109(3), pages 659-684.
    39. Andres Erosa, 2001. "Financial Intermediation and Occupational Choice in Development," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 4(2), pages 303-334, April.
    40. Prina, Silvia, 2015. "Banking the poor via savings accounts: Evidence from a field experiment," Journal of Development Economics, Elsevier, vol. 115(C), pages 16-31.
    41. Pascaline Dupas & Jonathan Robinson, 2013. "Savings Constraints and Microenterprise Development: Evidence from a Field Experiment in Kenya," American Economic Journal: Applied Economics, American Economic Association, vol. 5(1), pages 163-192, January.
    42. Kim, Moshe & Kliger, Doron & Vale, Bent, 2003. "Estimating switching costs: the case of banking," Journal of Financial Intermediation, Elsevier, vol. 12(1), pages 25-56, January.
    43. Flannery, Mark J, 1982. "Retail Bank Deposits as Quasi-Fixed Factors of Production," American Economic Review, American Economic Association, vol. 72(3), pages 527-536, June.
    44. Dean Karlan & Aishwarya Lakshmi Ratan & Jonathan Zinman, 2014. "Savings by and for the Poor: A Research Review and Agenda," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 60(1), pages 36-78, March.
    45. Ximena Cadena & Claudia Quintero Salleg, 2015. "Evolución de los servicios financieros en Colombia, 2010 - 2013," Libros en Línea 14165, Universidad de los Andes, Facultad de Economía, CEDE.
    46. Asli Demirguc-Kunt & Leora Klapper, 2013. "Measuring Financial Inclusion: Explaining Variation in Use of Financial Services across and within Countries," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 44(1 (Spring), pages 279-340.
    47. Tatiana Didier & Sergio L. Schmukler, 2014. "Emerging Issues in Financial Development : Lessons from Latin America," World Bank Publications - Books, The World Bank Group, number 16387.
    48. Antunes, António & Cavalcanti, Tiago & Villamil, Anne, 2008. "The effect of financial repression and enforcement on entrepreneurship and economic development," Journal of Monetary Economics, Elsevier, vol. 55(2), pages 278-297, March.
    49. Hopenhayn, Hugo A, 1992. "Entry, Exit, and Firm Dynamics in Long Run Equilibrium," Econometrica, Econometric Society, vol. 60(5), pages 1127-1150, September.
    50. Raquel Bernal & Ximena Cadena & Adriana Camacho & Juan Camilo Cárdenas & Leopoldo Fergusson & Ana María Ibáñez, 2012. "Encuesta Longitudinal Colombiana de la Universidad de los Andes- ELCA 2013," Documentos CEDE 12340, Universidad de los Andes, Facultad de Economía, CEDE.
    51. Liliana Rojas-Suarez and Maria Alejandra Amado, 2014. "Understanding Latin America’s Financial Inclusion Gap - Working Paper 367," Working Papers 367, Center for Global Development.
    52. Thorsten Beck & Asli Demirgüç-Kunt & Ross Levine, 2010. "Financial Institutions and Markets across Countries and over Time: The Updated Financial Development and Structure Database," The World Bank Economic Review, World Bank, vol. 24(1), pages 77-92, January.
    53. Virgiliu Midrigan & Daniel Yi Xu, 2014. "Finance and Misallocation: Evidence from Plant-Level Data," American Economic Review, American Economic Association, vol. 104(2), pages 422-458, February.
    54. Klein, Benjamin, 1974. "Competitive Interest Payments on Bank Deposits and the Long-Run Demand for Money," American Economic Review, American Economic Association, vol. 64(6), pages 931-949, December.
    55. Rekha Reddy & Miriam Bruhn & Congyan Tan, 2013. "Financial Capability in Colombia [Capacidades financieras en Colombia : resultados de la encuesta nacional sobre comportamientos, actitudes y conocimientos financieros]," World Bank Publications - Reports 23692, The World Bank Group.
    56. Inter-American Development Bank, 2016. "Saving for Development," Palgrave Macmillan Books, Palgrave Macmillan, number 978-1-349-94929-8 edited by Eduardo Cavallo & Tomás Serebrisky, October.
    57. Asli Demirguc-Kunt & Leora Klapper, 2013. "Measuring Financial Inclusion: Explaining Variation in Use of Financial Services across and within Countries," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 46(1 (Spring), pages 279-340.
    58. Vincenzo Quadrini, 2009. "Entrepreneurship in macroeconomics," Annals of Finance, Springer, vol. 5(3), pages 295-311, June.
    59. Ana María Iregui-Bohórquez & Ligia Alba Melo-Becerra & María Teresa Ramírez-Giraldo & Ana María Tribín-Uribe, 2018. "Determinants of Formal and Informal Saving in Colombia," Investigación Conjunta-Joint Research, in: María José Roa García & Diana Mejía (ed.), Financial Decisions of Households and Financial Inclusion: Evidence for Latin America and the Caribbean, edition 1, volume 1, chapter 4, pages 95-123, Centro de Estudios Monetarios Latinoamericanos, CEMLA.
    60. Steven N. Kaplan & Luigi Zingales, 1997. "Do Investment-Cash Flow Sensitivities Provide Useful Measures of Financing Constraints?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(1), pages 169-215.
    61. Huggett, Mark, 1993. "The risk-free rate in heterogeneous-agent incomplete-insurance economies," Journal of Economic Dynamics and Control, Elsevier, vol. 17(5-6), pages 953-969.
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    Blog mentions

    As found by EconAcademics.org, the blog aggregator for Economics research:
    1. Credit and Saving Constraints in General Equilibrium: Evidence from Survey Data
      by Christian Zimmermann in NEP-DGE blog on 2017-06-14 23:48:52
    2. Credit and Saving Constraints in General Equilibrium: A Quantitative Exploration
      by Christian Zimmermann in NEP-DGE blog on 2022-09-12 16:49:18

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    Cited by:

    1. Fan Wang, 2022. "An Empirical Equilibrium Model of Formal and Informal Credit Markets in Developing Countries," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 46, pages 224-243, October.
    2. Pham, Ngoc-Sang, 2018. "Credit limits and heterogeneity in general equilibrium models with a finite number of agents," MPRA Paper 88736, University Library of Munich, Germany.
    3. Alina Malkova & Klara Sabirianova Peter & Jan Svejnar, 2021. "Labor Informality and Credit Market Accessibility," Papers 2102.05803, arXiv.org.
    4. Ngoc-Sang Pham, 2022. "Impacts of (individual and aggregate) productivity and credit shocks on equilibrium aggregate production," Working Papers halshs-03686284, HAL.
    5. Ngoc-Sang Pham, 2023. "Some Lectures on Macroeconomics," Working Papers hal-04366349, HAL.
    6. Li, Huiyu, 2022. "Leverage and productivity," Journal of Development Economics, Elsevier, vol. 154(C).
    7. Nupia Martínez, Oscar & Álvarez Gallo, Carlos Andrés, 2024. "The Impact of Massive Protests on Individual Attitudes," Documentos CEDE 21190, Universidad de los Andes, Facultad de Economía, CEDE.
    8. García-Suaza, A & Gómez, M & Jaramillo, F, 2021. "Fiscal policy and informality in Colombia," Documentos de trabajo - Alianza EFI 19416, Alianza EFI.

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    More about this item

    Keywords

    saving constraints; credit constraints; financial inclusion; misallocation; saving; formal and informal financial markets.;
    All these keywords.

    JEL classification:

    • E21 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Consumption; Saving; Wealth
    • E44 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - Financial Markets and the Macroeconomy
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • O11 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Macroeconomic Analyses of Economic Development
    • O16 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Financial Markets; Saving and Capital Investment; Corporate Finance and Governance

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