IDEAS home Printed from https://ideas.repec.org/a/eme/jespps/v42y2015i2p224-236.html
   My bibliography  Save this article

Productivity growth and convergence: a stochastic frontier analysis

Author

Listed:
  • Catarina Moura e Sa Cardoso
  • Geetha Ravishankar

Abstract

Purpose - – The purpose of this paper is to assess the effect of human capital development on regional productivity growth and convergence in the Spanish provinces over the period 1991-2006. Design/methodology/approach - – The stochastic frontier analysis (SFA) methodology is used to estimate production inefficiencies. This approach enables the assessment of the degree to which a given region’s observed output deviates from the maximal possible. Therefore, the resulting region specific productive efficiencies are modelled as outcomes of the level of human capital. Aβ-convergence equation for the regional efficiency levels is also estimated to detect any signs of regional catching-up. Findings - – The results show that increasing levels of human capital development are associated with lower regional inefficiency. All levels of education contributed to reduce the inefficiency levels, however, secondary schooling played a stronger role than primary and even higher education. There is also evidence of regional convergence towards the best practice frontier through a process that is beneficially aided by human capital development. Originality/value - – The paper combines the use of the SFA to study the effect of human capital on regional productivity with the estimation of aβ-convergence equation for the obtained regional efficiency levels.

Suggested Citation

  • Catarina Moura e Sa Cardoso & Geetha Ravishankar, 2015. "Productivity growth and convergence: a stochastic frontier analysis," Journal of Economic Studies, Emerald Group Publishing Limited, vol. 42(2), pages 224-236, May.
  • Handle: RePEc:eme:jespps:v:42:y:2015:i:2:p:224-236
    DOI: 10.1108/JES-08-2013-0121
    as

    Download full text from publisher

    File URL: https://www.emerald.com/insight/content/doi/10.1108/JES-08-2013-0121/full/html?utm_source=repec&utm_medium=feed&utm_campaign=repec
    Download Restriction: Access to full text is restricted to subscribers

    File URL: https://www.emerald.com/insight/content/doi/10.1108/JES-08-2013-0121/full/pdf?utm_source=repec&utm_medium=feed&utm_campaign=repec
    Download Restriction: Access to full text is restricted to subscribers

    File URL: https://libkey.io/10.1108/JES-08-2013-0121?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 search for a different version of it.

    References listed on IDEAS

    as
    1. Ant Afonso & Miguel St. Aubyn, 2013. "Public and private inputs in aggregate production and growth: a cross-country efficiency approach," Applied Economics, Taylor & Francis Journals, vol. 45(32), pages 4487-4502, November.
    2. David Roodman, 2009. "How to do xtabond2: An introduction to difference and system GMM in Stata," Stata Journal, StataCorp LP, vol. 9(1), pages 86-136, March.
    3. Mamatzakis, Emmanuel & Staikouras, Christos & Koutsomanoli-Filippaki, Anastasia, 2008. "Bank efficiency in the new European Union member states: Is there convergence?," International Review of Financial Analysis, Elsevier, vol. 17(5), pages 1156-1172, December.
    4. Weill, Laurent, 2009. "Convergence in banking efficiency across European countries," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 19(5), pages 818-833, December.
    5. Enrique López-Bazo & Rosina Moreno, 2007. "Regional Heterogeneity in the Private and Social Returns to Human Capital," Spatial Economic Analysis, Taylor & Francis Journals, vol. 2(1), pages 23-44.
    6. de la Fuente, Angel, 2002. "On the sources of convergence: A close look at the Spanish regions," European Economic Review, Elsevier, vol. 46(3), pages 569-599, March.
    7. N. Gregory Mankiw & David Romer & David N. Weil, 1992. "A Contribution to the Empirics of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(2), pages 407-437.
    8. López-Bazo, Enrique & Moreno, Rosina, 2008. "Does human capital stimulate investment in physical capital?: Evidence from a cost system framework," Economic Modelling, Elsevier, vol. 25(6), pages 1295-1305, November.
    9. Petrakis, P. E. & Stamatakis, D., 2002. "Growth and educational levels: a comparative analysis," Economics of Education Review, Elsevier, vol. 21(5), pages 513-521, October.
    10. Camilla Mastromarco, 2008. "Foreign Capital And Efficiency In Developing Countries," Bulletin of Economic Research, Wiley Blackwell, vol. 60(4), pages 351-374, October.
    11. David Roodman, 2006. "How to Do xtabond2," North American Stata Users' Group Meetings 2006 8, Stata Users Group.
    12. Esteban Sanroma & Raul Ramos, 2007. "Local Human Capital and Productivity: An Analysis for the Spanish Regions," Regional Studies, Taylor & Francis Journals, vol. 41(3), pages 349-359.
    13. Miguel-Angel Martín & Agustín Herranz, 2004. "Human capital and economic growth in Spanish regions," International Advances in Economic Research, Springer;International Atlantic Economic Society, vol. 10(4), pages 257-264, November.
    14. Meeusen, Wim & van den Broeck, Julien, 1977. "Efficiency Estimation from Cobb-Douglas Production Functions with Composed Error," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 18(2), pages 435-444, June.
    15. Justin Doran & Declan Jordan, 2013. "Decomposing European NUTS2 regional inequality from 1980 to 2009," Journal of Economic Studies, Emerald Group Publishing Limited, vol. 40(1), pages 22-38, January.
    16. Raul Ramos & Jordi Suriñach & Manuel Artís, 2010. "Human capital spillovers, productivity and regional convergence in Spain," Papers in Regional Science, Wiley Blackwell, vol. 89(2), pages 435-447, June.
    17. Paul Hansen & Stephen Knowles, 1998. "Human capital and returns to scale," Journal of Economic Studies, Emerald Group Publishing, vol. 25(2), pages 118-123, May.
    18. Fabio Manca, 2012. "Human Capital Composition and Economic Growth at the Regional Level," Regional Studies, Taylor & Francis Journals, vol. 46(10), pages 1367-1388, November.
    19. Ang, James B. & Madsen, Jakob B. & Rabiul Islam, Md., 2011. "The effects of human capital composition on technological convergence," Journal of Macroeconomics, Elsevier, vol. 33(3), pages 465-476, September.
    20. 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.
    21. Battese, G E & Coelli, T J, 1995. "A Model for Technical Inefficiency Effects in a Stochastic Frontier Production Function for Panel Data," Empirical Economics, Springer, vol. 20(2), pages 325-332.
    22. Bos, J.W.B. & Economidou, C. & Koetter, M. & Kolari, J.W., 2010. "Do all countries grow alike?," Journal of Development Economics, Elsevier, vol. 91(1), pages 113-127, January.
    23. Aigner, Dennis & Lovell, C. A. Knox & Schmidt, Peter, 1977. "Formulation and estimation of stochastic frontier production function models," Journal of Econometrics, Elsevier, vol. 6(1), pages 21-37, July.
    24. Windmeijer, Frank, 2005. "A finite sample correction for the variance of linear efficient two-step GMM estimators," Journal of Econometrics, Elsevier, vol. 126(1), pages 25-51, May.
    25. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
    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. Federico Inchausti-Sintes & Ubay Pérez-Granja & José Juan Morales-Mohamed, 2021. "Analysing labour productivity and its economic consequences in the two Spanish tourist archipelagos," Tourism Economics, , vol. 27(5), pages 1039-1059, August.
    2. Gralka, Sabine, 2018. "Stochastic frontier analysis in higher education: A systematic review," CEPIE Working Papers 05/18, Technische Universität Dresden, Center of Public and International Economics (CEPIE).
    3. Qu, Jianying & Li, Ke & Ye, Ze & Shao, Shuai, 2022. "The impact of differential power pricing policy on firm productivity in China: Evidence from iron and steel firms," Journal of Asian Economics, Elsevier, vol. 80(C).

    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. Tommaso Agasisti & Aleksei Egorov & Daria Zinchenko & Oleg Leshukov, 2018. "Universities’ Efficiency And Regional Economic Short-Run Growth: Empirical Evidence From Russia," HSE Working papers WP BRP 203/EC/2018, National Research University Higher School of Economics.
    2. Salem Gheit, 2022. "A Stochastic Frontier Analysis of the Human Capital Effects on the Manufacturing Industries’ Technical Efficiency in the United States," Athens Journal of Business & Economics, Athens Institute for Education and Research (ATINER), vol. 8(3), pages 215-238, July.
    3. Jaunky, Vishal Chandr, 2013. "Divergence in technical efficiency of electric utilities: Evidence from the SAPP," Energy Policy, Elsevier, vol. 62(C), pages 419-430.
    4. Arazmuradov, Annageldy & Martini, Gianmaria & Scotti, Davide, 2014. "Determinants of total factor productivity in former Soviet Union economies: A stochastic frontier approach," Economic Systems, Elsevier, vol. 38(1), pages 115-135.
    5. Bayraktar-Sağlam, Bahar & Yetkiner, Hakan, 2014. "A Romerian contribution to the empirics of economic growth," Journal of Policy Modeling, Elsevier, vol. 36(2), pages 257-272.
    6. Li, Tingting & Wang, Yong, 2018. "Growth channels of human capital: A Chinese panel data study," China Economic Review, Elsevier, vol. 51(C), pages 309-322.
    7. Makram El‐Shagi & Steven Yamarik, 2019. "State‐level capital and investment: Refinements and update," Growth and Change, Wiley Blackwell, vol. 50(4), pages 1411-1422, December.
    8. Sucharita Ghosh & Camilla Mastromarco, 2013. "Cross-border Economic Activities, Human Capital and Efficiency: A Stochastic Frontier Analysis for OECD Countries," The World Economy, Wiley Blackwell, vol. 36(6), pages 761-785, June.
    9. Sultana, Tanzila & Dey, Sima Rani & Tareque, Mohammad, 2022. "Exploring the linkage between human capital and economic growth: A look at 141 developing and developed countries," Economic Systems, Elsevier, vol. 46(3).
    10. Tolga AKSOY & Feride GONEL, 2016. "Does human capital shortage cause inequality? Evidence from Turkish provinces," Ege Academic Review, Ege University Faculty of Economics and Administrative Sciences, vol. 16(2), pages 227-240.
    11. Benos, Nikos & Karagiannis, Stelios, 2016. "Do education quality and spillovers matter? Evidence on human capital and productivity in Greece," Economic Modelling, Elsevier, vol. 54(C), pages 563-573.
    12. Bahar Bayraktar-Sağlam, 2016. "The Stages of Human Capital and Economic Growth: Does the Direction of Causality Matter for the Rich and the Poor?," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 127(1), pages 243-302, May.
    13. Izzeldin, Marwan & Johnes, Jill & Ongena, Steven & Pappas, Vasileios & Tsionas, Mike, 2021. "Efficiency convergence in Islamic and conventional banks," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 70(C).
    14. Wang, Miao & Wong, M. C. Sunny, 2012. "International R&D Transfer and Technical Efficiency: Evidence from Panel Study Using Stochastic Frontier Analysis," World Development, Elsevier, vol. 40(10), pages 1982-1998.
    15. Zhang, Chuanguo & Zhuang, Lihuan, 2011. "The composition of human capital and economic growth: Evidence from China using dynamic panel data analysis," China Economic Review, Elsevier, vol. 22(1), pages 165-171, March.
    16. Hartwig, Jochen, 2010. "Is health capital formation good for long-term economic growth? - Panel Granger-causality evidence for OECD countries," Journal of Macroeconomics, Elsevier, vol. 32(1), pages 314-325, March.
    17. Cristian Barra & Roberto Zotti, 2017. "Investigating the Human Capital Development–growth Nexus," International Regional Science Review, , vol. 40(6), pages 638-678, November.
    18. António Afonso & Ana Patricia Montes & José M. Domínguez, 2024. "Measuring Tax Burden Efficiency in OECD Countries: An International Comparison," CESifo Working Paper Series 11333, CESifo.
    19. Samargandi, Nahla & Fidrmuc, Jan & Ghosh, Sugata, 2015. "Is the Relationship Between Financial Development and Economic Growth Monotonic? Evidence from a Sample of Middle-Income Countries," World Development, Elsevier, vol. 68(C), pages 66-81.
    20. Pop Silaghi, Monica Ioana & Alexa, Diana & Jude, Cristina & Litan, Cristian, 2014. "Do business and public sector research and development expenditures contribute to economic growth in Central and Eastern European Countries? A dynamic panel estimation," Economic Modelling, Elsevier, vol. 36(C), pages 108-119.

    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:eme:jespps:v:42:y:2015:i:2:p:224-236. 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: Emerald Support (email available below). General contact details of provider: .

    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.