IDEAS home Printed from https://ideas.repec.org/p/jet/dpaper/dpaper672.html
   My bibliography  Save this paper

Human capital externalities in Indonesian cities

Author

Listed:
  • 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
    as

    Download full text from publisher

    File URL: https://ir.ide.go.jp/?action=repository_action_common_download&item_id=49248&item_no=1&attribute_id=22&file_no=1
    File Function: First version, 2017
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    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. 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.
    14. 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.
    15. 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.
    16. 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.
    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. 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).

    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. Hashiguchi, Yoshihiro & Higashikata, Takayuki, 2022. "Productivity and human capital agglomeration: evidence from indonesian cities," IDE Discussion Papers 849, Institute of Developing Economies, Japan External Trade Organization(JETRO).
    2. Paul Verstraten, 2018. "The scope of the external return to higher education," CPB Discussion Paper 381.rdf, CPB Netherlands Bureau for Economic Policy Analysis.
    3. Paul Verstraten, 2018. "The scope of the external return to higher education," CPB Discussion Paper 381, CPB Netherlands Bureau for Economic Policy Analysis.
    4. Liu, Shimeng & Yang, Xi, 2021. "Human capital externalities or consumption spillovers? The effect of high-skill human capital across low-skill labor markets," Regional Science and Urban Economics, Elsevier, vol. 87(C).
    5. 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.
    6. repec:hal:spmain:info:hdl:2441/1kv8mtgl748r0ahh12air9erdc is not listed on IDEAS
    7. Carlino, Gerald & Kerr, William R., 2015. "Agglomeration and Innovation," 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 349-404, Elsevier.
    8. Stefan P. T. Groot & Henri L. F. Groot, 2020. "Estimating the Skill Bias in Agglomeration Externalities and Social Returns to Education: Evidence from Dutch Matched Worker-Firm Micro-Data," De Economist, Springer, vol. 168(1), pages 53-78, March.
    9. Mariana Pereira-López & Isidro Soloaga, 2015. "External returns to higher education in Mexico 2000-2010," Ensayos Revista de Economia, Universidad Autonoma de Nuevo Leon, Facultad de Economia, vol. 0(1), pages 1-34, May.
    10. Kirby, Simon & Riley, Rebecca, 2008. "The external returns to education: UK evidence using repeated cross-sections," Labour Economics, Elsevier, vol. 15(4), pages 619-630, August.
    11. Ana María Díaz, 2011. "The Employment Advantages of Skilled Urban Areas," Vniversitas Económica 10087, Universidad Javeriana - Bogotá.
    12. John V. Winters, 2013. "Human capital externalities and employment differences across metropolitan areas of the USA," Journal of Economic Geography, Oxford University Press, vol. 13(5), pages 799-822, September.
    13. Penelope B. Prime & Donald Grimes & Mary Beth Walker, 2016. "Exploring Wage Determination by Education Level," Economic Development Quarterly, , vol. 30(3), pages 191-202, August.
    14. Charlie Karlsson & Börje Johansson & Roger R. Stough, 2012. "Introduction – Human Capital and Agglomeration," Chapters, in: Charlie Karlsson & Börje Johansson & Roger R. Stough (ed.), The Regional Economics of Knowledge and Talent, chapter 1, Edward Elgar Publishing.
    15. Daniel Heuermann & Benedikt Halfdanarson & Jens Suedekum, 2010. "Human Capital Externalities and the Urban Wage Premium: Two Literatures and their Interrelations," Urban Studies, Urban Studies Journal Limited, vol. 47(4), pages 749-767, April.
    16. Eppelsheimer, Johann & Jahn, Elke J. & Rust, Christoph, 2022. "The spatial decay of human capital externalities - A functional regression approach with precise geo-referenced data," Regional Science and Urban Economics, Elsevier, vol. 95(C).
    17. Carlino, Gerald & Kerr, William R., 2015. "Agglomeration and Innovation," 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 349-404, Elsevier.
    18. repec:zbw:bofrdp:2015_027 is not listed on IDEAS
    19. Luis Eduardo Arango & Gabriela Bonilla, 2015. "Human capital agglomeration and social returns to education in Colombia," Borradores de Economia 12788, Banco de la Republica.
    20. Peters, Jan Cornelius, 2016. "Quantifying the effect of labor market size on learning externalities," Economics Working Papers 2016-11, Christian-Albrechts-University of Kiel, Department of Economics.
    21. Park, Woo Ram, 2016. "How Large are Local Human Capital Spillovers?: Evidence from Korea," KDI Journal of Economic Policy, Korea Development Institute (KDI), vol. 38(4), pages 77-94.
    22. Pierre-Philippe Combes & Gilles Duranton & Laurent Gobillon, 2011. "The identification of agglomeration economies," Journal of Economic Geography, Oxford University Press, vol. 11(2), pages 253-266, March.

    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

    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:jet:dpaper:dpaper672. 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: Michitaka Imamitsu (email available below). General contact details of provider: https://edirc.repec.org/data/idegvjp.html .

    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.