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Human capital externalities in Indonesian cities

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  • Hashiguchi, Yoshihiro
  • Higashikata, Takayuki

Abstract

Using Indonesian plant-level manufacturing data for 1996 and 2006, this study estimates the external benefits of human capital investment. The external benefits are identified from the relationship between plant-level wages and city-level human capital stock, after controlling for workers’ skill levels, plant fixed effects, and time-varying industry fixed effects. Our results suggest that the degree of human capital externalities depends on the size of the urban population, and that such externalities do not occur in cities that either too large or too small. In the case of the Indonesian manufacturing industry, evidence of human capital externalities is observed in cities with a population of between 500 thousand and 1,500 thousand.

Suggested Citation

  • Hashiguchi, Yoshihiro & Higashikata, Takayuki, 2017. "Human capital externalities in Indonesian cities," IDE Discussion Papers 672, Institute of Developing Economies, Japan External Trade Organization(JETRO).
  • Handle: RePEc:jet:dpaper:dpaper672
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    References listed on IDEAS

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    1. Combes, Pierre-Philippe & Gobillon, Laurent, 2015. "The Empirics of Agglomeration Economies," Handbook of Regional and Urban Economics, in: Gilles Duranton & J. V. Henderson & William C. Strange (ed.), Handbook of Regional and Urban Economics, edition 1, volume 5, chapter 0, pages 247-348, Elsevier.
    2. Moretti, Enrico, 2004. "Estimating the social return to higher education: evidence from longitudinal and repeated cross-sectional data," Journal of Econometrics, Elsevier, vol. 121(1-2), pages 175-212.
    3. Jaison R. Abel & Ishita Dey & Todd M. Gabe, 2012. "Productivity And The Density Of Human Capital," Journal of Regional Science, Wiley Blackwell, vol. 52(4), pages 562-586, October.
    4. Mary Hallward-Driemeier & Bob Rijkers, 2013. "Do Crises Catalyze Creative Destruction? Firm-level Evidence from Indonesia," The Review of Economics and Statistics, MIT Press, vol. 95(5), pages 1788-1810, December.
    5. Combes, Pierre-Philippe & Duranton, Gilles & Gobillon, Laurent, 2008. "Spatial wage disparities: Sorting matters!," Journal of Urban Economics, Elsevier, vol. 63(2), pages 723-742, March.
    6. Rauch James E., 1993. "Productivity Gains from Geographic Concentration of Human Capital: Evidence from the Cities," Journal of Urban Economics, Elsevier, vol. 34(3), pages 380-400, November.
    7. Daniel A. Ackerberg & Kevin Caves & Garth Frazer, 2015. "Identification Properties of Recent Production Function Estimators," Econometrica, Econometric Society, vol. 83, pages 2411-2451, November.
    8. Todo, Yasuyuki & Miyamoto, Koji, 2006. "Knowledge Spillovers from Foreign Direct Investment and the Role of Local R&D Activities: Evidence from Indonesia," Economic Development and Cultural Change, University of Chicago Press, vol. 55(1), pages 173-200, October.
    9. Daron Acemoglu, 1996. "A Microfoundation for Social Increasing Returns in Human Capital Accumulation," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 111(3), pages 779-804.
    10. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
    11. Antonio Ciccone & Giovanni Peri, 2006. "Identifying Human-Capital Externalities: Theory with Applications," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 73(2), pages 381-412.
    12. Suyanto & Salim, Ruhul A. & Bloch, Harry, 2009. "Does Foreign Direct Investment Lead to Productivity Spillovers? Firm Level Evidence from Indonesia," World Development, Elsevier, vol. 37(12), pages 1861-1876, December.
    13. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 71-102, October.
    14. Rosenthal, Stuart S. & Strange, William C., 2008. "The attenuation of human capital spillovers," Journal of Urban Economics, Elsevier, vol. 64(2), pages 373-389, September.
    15. Wahyu Widodo & Ruhul Salim & Harry Bloch, 2014. "Agglomeration Economies and Productivity Growth in Manufacturing Industry: Empirical Evidence from Indonesia," The Economic Record, The Economic Society of Australia, vol. 90, pages 41-58, June.
    16. Todo, Yasuyuki & Miyamoto, Koji, 2006. "Knowledge Spillovers from Foreign Direct Investment and the Role of Local R&D Activities: Evidence from Indonesia," Economic Development and Cultural Change, University of Chicago Press, vol. 55(1), pages 173-200, October.
    17. Moulton, Brent R, 1990. "An Illustration of a Pitfall in Estimating the Effects of Aggregate Variables on Micro Unit," The Review of Economics and Statistics, MIT Press, vol. 72(2), pages 334-338, May.
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    Cited by:

    1. Higashikata, Takayuki & Hashiguchi, Yoshihiro, 2017. "The causal effect of urbanization on rural poverty reduction: quasi-experimental evidence using Indonesian urban area data," IDE Discussion Papers 673, Institute of Developing Economies, Japan External Trade Organization(JETRO).

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    More about this item

    Keywords

    Indonesia; Human resources; Urban societies; Human capital externalities; Urban areas; Plant-level data;
    All these keywords.

    JEL classification:

    • E24 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Employment; Unemployment; Wages; Intergenerational Income Distribution; Aggregate Human Capital; Aggregate Labor Productivity
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • J30 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - General
    • L60 - Industrial Organization - - Industry Studies: Manufacturing - - - General
    • O40 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - General

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