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FDI and educational outcomes in developing countries

Author

Listed:
  • Miao Wang

    (Marquette University)

  • Hong Zhuang

    (Indiana University South Bend)

Abstract

This study explores the effects of foreign direct investment (FDI) inflows on educational outcomes in developing countries. FDI might affect education in host countries through different channels, but this topic has not been systematically studied. Using data from 80 developing countries over 1980–2014, we find that inward FDI promotes primary school enrollment and completion rates for boys and girls. In contrast, inward FDI has no significant impact on male secondary and tertiary enrollment, but a significantly negative effect on female secondary and tertiary enrollment. We also find that FDI from OECD countries promotes secondary and tertiary enrollment rates while non-OECD FDI does not, which can result from the larger spillovers of OECD FDI due to higher R&D content. In addition, considerable heterogeneity exists in the effect of FDI on educational outcomes across various host regions, which might be related to the different sectoral distribution of FDI in these host regions.

Suggested Citation

  • Miao Wang & Hong Zhuang, 2021. "FDI and educational outcomes in developing countries," Empirical Economics, Springer, vol. 61(6), pages 3505-3539, December.
  • Handle: RePEc:spr:empeco:v:61:y:2021:i:6:d:10.1007_s00181-021-02015-5
    DOI: 10.1007/s00181-021-02015-5
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    as
    1. Thorbecke, Willem & Salike, Nimesh, 2011. "Understanding Foreign Direct Investment in East Asia," ADBI Working Papers 290, Asian Development Bank Institute.
    2. Antonio Spilimbergo, 2009. "Democracy and Foreign Education," American Economic Review, American Economic Association, vol. 99(1), pages 528-543, March.
    3. M. Hashem Pesaran, 2006. "Estimation and Inference in Large Heterogeneous Panels with a Multifactor Error Structure," Econometrica, Econometric Society, vol. 74(4), pages 967-1012, July.
    4. Coe, David T & Helpman, Elhanan & Hoffmaister, Alexander W, 1997. "North-South R&D Spillovers," Economic Journal, Royal Economic Society, vol. 107(440), pages 134-149, January.
    5. Cynthia Bansak & Norman Morin & Martha Starr, 2007. "Technology, Capital Spending, And Capacity Utilization," Economic Inquiry, Western Economic Association International, vol. 45(3), pages 631-645, July.
    6. Balasubramanyam, V N & Salisu, M & Sapsford, David, 1996. "Foreign Direct Investment and Growth in EP and IS Countries," Economic Journal, Royal Economic Society, vol. 106(434), pages 92-105, January.
    7. David Atkin & Benjamin Faber & Marco Gonzalez-Navarro, 2018. "Retail Globalization and Household Welfare: Evidence from Mexico," Journal of Political Economy, University of Chicago Press, vol. 126(1), pages 1-73.
    8. Bernard M. Hoekman & Keith E. Maskus & Kamal Saggi, 2023. "Transfer of Technology to Developing Countries: Unilateral and Multilateral Policy Options," World Scientific Book Chapters, in: Kamal Saggi (ed.), Technology Transfer, Foreign Direct Investment, and the Protection of Intellectual Property in the Global Economy, chapter 5, pages 127-142, World Scientific Publishing Co. Pte. Ltd..
    9. Ragnhild Balsvik, 2011. "Is Labor Mobility a Channel for Spillovers from Multinationals? Evidence from Norwegian Manufacturing," The Review of Economics and Statistics, MIT Press, vol. 93(1), pages 285-297, February.
    10. Kapetanios, G. & Pesaran, M. Hashem & Yamagata, T., 2011. "Panels with non-stationary multifactor error structures," Journal of Econometrics, Elsevier, vol. 160(2), pages 326-348, February.
    11. Markus Goldstein & Christopher Udry, 2008. "The Profits of Power: Land Rights and Agricultural Investment in Ghana," Journal of Political Economy, University of Chicago Press, vol. 116(6), pages 981-1022, December.
    12. Bruce A. Blonigen & Jeremy Piger, 2019. "Determinants of Foreign Direct Investment," World Scientific Book Chapters, in: Foreign Direct Investment, chapter 1, pages 3-54, World Scientific Publishing Co. Pte. Ltd..
    13. Peter Nunnenkamp, 2004. "To What Extent Can Foreign Direct Investment Help Achieve International Development Goals?," The World Economy, Wiley Blackwell, vol. 27(5), pages 657-677, May.
    14. Brian J. Aitken & Ann E. Harrison, 2022. "Do Domestic Firms Benefit from Direct Foreign Investment? Evidence from Venezuela," World Scientific Book Chapters, in: Globalization, Firms, and Workers, chapter 6, pages 139-152, World Scientific Publishing Co. Pte. Ltd..
    15. Rossitza B. Wooster & David S. Diebel, 2010. "Productivity Spillovers from Foreign Direct Investment in Developing Countries: A Meta‐Regression Analysis," Review of Development Economics, Wiley Blackwell, vol. 14(3), pages 640-655, August.
    16. Morrissey, Oliver & Udomkerdmongkol, Manop, 2012. "Governance, Private Investment and Foreign Direct Investment in Developing Countries," World Development, Elsevier, vol. 40(3), pages 437-445.
    17. Rendall, Michelle, 2013. "Structural Change in Developing Countries: Has it Decreased Gender Inequality?," World Development, Elsevier, vol. 45(C), pages 1-16.
    18. Robert C. Feenstra & Gene M. Grossman & Douglas A. Irwin (ed.), 1996. "The Political Economy of Trade Policy: Papers in Honor of Jagdish Bhagwati," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262061864, December.
    19. Javorcik, Beata S. & Spatareanu, Mariana, 2011. "Does it matter where you come from? Vertical spillovers from foreign direct investment and the origin of investors," Journal of Development Economics, Elsevier, vol. 96(1), pages 126-138, September.
    20. Michael A. Clemens & Steven Radelet & Rikhil R. Bhavnani & Samuel Bazzi, 2012. "Counting Chickens when they Hatch: Timing and the Effects of Aid on Growth," Economic Journal, Royal Economic Society, vol. 122(561), pages 590-617, June.
    21. Klara Sabirianova & Jan Svejnar & Katherine Terrell, 2005. "Distance to the Efficiency Frontier and Foreign Direct Investment Spillovers," Journal of the European Economic Association, MIT Press, vol. 3(2-3), pages 576-586, 04/05.
    22. Borensztein, E. & De Gregorio, J. & Lee, J-W., 1998. "How does foreign direct investment affect economic growth?1," Journal of International Economics, Elsevier, vol. 45(1), pages 115-135, June.
    23. Jesse Wursten, 2017. "XTCDF: Stata module to perform Pesaran's CD-test for cross-sectional dependence in panel context," Statistical Software Components S458385, Boston College Department of Economics.
    24. Coe, David T. & Helpman, Elhanan, 1995. "International R&D spillovers," European Economic Review, Elsevier, vol. 39(5), pages 859-887, May.
    25. Tavares, Jose, 2003. "Does foreign aid corrupt?," Economics Letters, Elsevier, vol. 79(1), pages 99-106, April.
    26. M. Hashem Pesaran, 2007. "A simple panel unit root test in the presence of cross-section dependence," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(2), pages 265-312.
    27. Deborah L. Swenson, 2008. "Multinationals and the creation of Chinese trade linkages," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 41(2), pages 596-618, May.
    28. Chakraborty, Chandana & Nunnenkamp, Peter, 2008. "Economic Reforms, FDI, and Economic Growth in India: A Sector Level Analysis," World Development, Elsevier, vol. 36(7), pages 1192-1212, July.
    29. Michael S. Delgado & Daniel J. Henderson & Christopher F. Parmeter, 2014. "Does Education Matter for Economic Growth?," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 76(3), pages 334-359, June.
    30. Blalock, Garrick & Gertler, Paul J., 2008. "Welfare gains from Foreign Direct Investment through technology transfer to local suppliers," Journal of International Economics, Elsevier, vol. 74(2), pages 402-421, March.
    31. Hong Zhuang, 2017. "The effect of foreign direct investment on human capital development in East Asia," Journal of the Asia Pacific Economy, Taylor & Francis Journals, vol. 22(2), pages 195-211, April.
    32. Henry, Michael & Kneller, Richard & Milner, Chris, 2009. "Trade, technology transfer and national efficiency in developing countries," European Economic Review, Elsevier, vol. 53(2), pages 237-254, February.
    33. Andrews,Donald W. K. & Stock,James H. (ed.), 2005. "Identification and Inference for Econometric Models," Cambridge Books, Cambridge University Press, number 9780521844413.
    34. repec:dau:papers:123456789/11393 is not listed on IDEAS
    35. Manuel Agosin & Roberto Machado, 2005. "Foreign Investment in Developing Countries: Does it Crowd in Domestic Investment?," Oxford Development Studies, Taylor & Francis Journals, vol. 33(2), pages 149-162.
    36. Richard K. Green & Stephen Malpezzi & Stephen K. Mayo, 2005. "Metropolitan-Specific Estimates of the Price Elasticity of Supply of Housing, and Their Sources," American Economic Review, American Economic Association, vol. 95(2), pages 334-339, May.
    37. M. Hashem Pesaran, 2021. "General diagnostic tests for cross-sectional dependence in panels," Empirical Economics, Springer, vol. 60(1), pages 13-50, January.
    38. Jeffrey A. Edwards & Alfredo A. Romero & Zagros Madjd-Sadjadi, 2016. "Foreign direct investment, economic growth, and volatility: a useful model for policymakers," Empirical Economics, Springer, vol. 51(2), pages 681-705, September.
    39. Blomström, Magnus & Kokko, Ari, 2003. "Human Capital and Inward FDI," CEPR Discussion Papers 3762, C.E.P.R. Discussion Papers.
    40. H. Ben Hassine & F. Boudier & C. Mathieu, 2017. "The two ways of FDI R&D spillovers: evidence from the French manufacturing industry," Applied Economics, Taylor & Francis Journals, vol. 49(25), pages 2395-2408, May.
    41. Hartmut Egger & Peter Egger & Josef Falkinger & Volker Grossmann, 2010. "The Impact of Capital Market Integration on Educational Choice and the Consequences for Economic Growth," The World Economy, Wiley Blackwell, vol. 33(10), pages 1241-1268, October.
    42. Syeda Tamkeen Fatima, 2016. "Productivity spillovers from foreign direct investment: evidence from Turkish micro-level data," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 25(3), pages 291-324, June.
    43. Galina Hale & Cheryl Long, 2011. "Are There Productivity Spillovers From Foreign Direct Investment In China?," Pacific Economic Review, Wiley Blackwell, vol. 16(2), pages 135-153, May.
    44. Haddad, Mona & Harrison, Ann, 1993. "Are there positive spillovers from direct foreign investment? : Evidence from panel data for Morocco," Journal of Development Economics, Elsevier, vol. 42(1), pages 51-74, October.
    45. Beata Smarzynska Javorcik, 2004. "Does Foreign Direct Investment Increase the Productivity of Domestic Firms? In Search of Spillovers Through Backward Linkages," American Economic Review, American Economic Association, vol. 94(3), pages 605-627, June.
    46. Lisa Chauvet & Flore Gubert & Sandrine Mespl�-Somps, 2013. "Aid, Remittances, Medical Brain Drain and Child Mortality: Evidence Using Inter and Intra-Country Data," Journal of Development Studies, Taylor & Francis Journals, vol. 49(6), pages 801-818, June.
    47. R. Vergara, 2010. "Taxation and private investment: evidence for Chile," Applied Economics, Taylor & Francis Journals, vol. 42(6), pages 717-725.
    48. Benhabib, Jess & Spiegel, Mark M., 1994. "The role of human capital in economic development evidence from aggregate cross-country data," Journal of Monetary Economics, Elsevier, vol. 34(2), pages 143-173, October.
    49. Barro, Robert J. & Lee, Jong Wha, 2013. "A new data set of educational attainment in the world, 1950–2010," Journal of Development Economics, Elsevier, vol. 104(C), pages 184-198.
    50. Cooray, Arusha, 2016. "Do International Flows Increase Enrollment Rates?," Macroeconomic Dynamics, Cambridge University Press, vol. 20(4), pages 1051-1072, June.
    51. Douglas Staiger & James H. Stock, 1997. "Instrumental Variables Regression with Weak Instruments," Econometrica, Econometric Society, vol. 65(3), pages 557-586, May.
    52. Vasilis Sarafidis & Donald Robertson, 2009. "On the impact of error cross-sectional dependence in short dynamic panel estimation," Econometrics Journal, Royal Economic Society, vol. 12(1), pages 62-81, March.
    53. Kwabena Gyimah-Brempong & Oliver Paddison & Workie Mitiku, 2006. "Higher education and economic growth in Africa," Journal of Development Studies, Taylor & Francis Journals, vol. 42(3), pages 509-529.
    54. Holger Görg & Eric Strobl, 2016. "Multinational Companies And Productivity Spillovers: A Meta-Analysis," World Scientific Book Chapters, in: MULTINATIONAL ENTERPRISES AND HOST COUNTRY DEVELOPMENT Volume 53: World Scientific Studies in International Economics, chapter 8, pages 145-161, World Scientific Publishing Co. Pte. Ltd..
    55. Feenstra, Robert C. & Hanson, Gordon H., 1997. "Foreign direct investment and relative wages: Evidence from Mexico's maquiladoras," Journal of International Economics, Elsevier, vol. 42(3-4), pages 371-393, May.
    56. Merlevede, Bruno & Schoors, Koen & Spatareanu, Mariana, 2014. "FDI Spillovers and Time since Foreign Entry," World Development, Elsevier, vol. 56(C), pages 108-126.
    57. Alfaro, Laura & Chanda, Areendam & Kalemli-Ozcan, Sebnem & Sayek, Selin, 2010. "Does foreign direct investment promote growth? Exploring the role of financial markets on linkages," Journal of Development Economics, Elsevier, vol. 91(2), pages 242-256, March.
    58. M. Hashem Pesaran, 2015. "Testing Weak Cross-Sectional Dependence in Large Panels," Econometric Reviews, Taylor & Francis Journals, vol. 34(6-10), pages 1089-1117, December.
    59. Rossitza B. Wooster & David S. Diebel, 2010. "Productivity Spillovers from Foreign Direct Investment in Developing Countries: A Meta-Regression Analysis," Review of Development Economics, Wiley Blackwell, vol. 14(s1), pages 640-655, August.
    60. Sinani, Evis & Meyer, Klaus E., 2004. "Spillovers of technology transfer from FDI: the case of Estonia," Journal of Comparative Economics, Elsevier, vol. 32(3), pages 445-466, September.
    61. Mastromarco, Camilla & Ghosh, Sucharita, 2009. "Foreign Capital, Human Capital, and Efficiency: A Stochastic Frontier Analysis for Developing Countries," World Development, Elsevier, vol. 37(2), pages 489-502, February.
    62. A. Colin Cameron & Douglas L. Miller, 2015. "A Practitioner’s Guide to Cluster-Robust Inference," Journal of Human Resources, University of Wisconsin Press, vol. 50(2), pages 317-372.
    63. Thomas I. Palley, 2002. "The Child Labor Problem and the Need for International Labor Standards," Journal of Economic Issues, Taylor & Francis Journals, vol. 36(3), pages 601-615, September.
    64. Tekin, Rıfat Barış, 2012. "Economic growth, exports and foreign direct investment in Least Developed Countries: A panel Granger causality analysis," Economic Modelling, Elsevier, vol. 29(3), pages 868-878.
    65. Webbink, Ellen & Smits, Jeroen & de Jong, Eelke, 2012. "Hidden Child Labor: Determinants of Housework and Family Business Work of Children in 16 Developing Countries," World Development, Elsevier, vol. 40(3), pages 631-642.
    66. Letchumanan, Raman & Kodama, Fumio, 2000. "Reconciling the conflict between the 'pollution-haven' hypothesis and an emerging trajectory of international technology transfer," Research Policy, Elsevier, vol. 29(1), pages 59-79, January.
    67. Beata S. Javorcik, 2008. "Can Survey Evidence Shed Light on Spillovers from Foreign Direct Investment?," The World Bank Research Observer, World Bank, vol. 23(2), pages 139-159, June.
    68. Siwan Anderson & Debraj Ray, 2010. "Missing Women: Age and Disease," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 77(4), pages 1262-1300.
    69. Rafael Di Tella & Ernesto Schargrodsky, 2004. "Do Police Reduce Crime? Estimates Using the Allocation of Police Forces After a Terrorist Attack," American Economic Review, American Economic Association, vol. 94(1), pages 115-133, March.
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    More about this item

    Keywords

    FDI; School enrollment; Primary school completion; Developing countries;
    All these keywords.

    JEL classification:

    • F21 - International Economics - - International Factor Movements and International Business - - - International Investment; Long-Term Capital Movements
    • I25 - Health, Education, and Welfare - - Education - - - Education and Economic Development

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