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Perspiration versus inspiration: sources of national and provincial output growth in Indonesia [1990–2015] using province-level non-parametric frontier analysis

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  • Mitsuhiko Kataoka

    (Rikkyo University)

Abstract

The primary source of national/provincial output growth between input growth/factor accumulation growth (“perspiration growth”) and total factor productivity (TFP) growth (“inspiration growth”) has been long debated in Indonesia. Differing from the existing decomposition studies using the growth accounting analysis and stochastic frontier analysis, we applied a non-parametric frontier analysis method based on conventional and bootstrap data envelopment analysis to examine the sources of the national/provincial output growth for 1990–2015. We found that Indonesia’s national/provincial output growth is dominantly attributed to output growth due to input growth. Additionally, the national output growth largely relies on input growth in four on-Java Provinces—West, East, Central Java and Jakarta. Output growth due to TFP growth, which consists of output growth due to efficiency and technological growth, plays a minor role. Consequently, Indonesia experienced “perspiration growth” rather than “inspiration growth” in 1990–2015. The neoclassical model assumes that technological progress is essential for sustainable economic growth as factor accumulations exhibit diminishing returns and efficiency gains cannot recur once the frontier is reached. After 2000, there has been a rise in Indonesia’s technological growth, but factor accumulation has still been more substantial. The Indonesian government should coordinate policies promoting factor accumulation and TFP growth to facilitate sustainable economic growth in the future.

Suggested Citation

  • Mitsuhiko Kataoka, 2022. "Perspiration versus inspiration: sources of national and provincial output growth in Indonesia [1990–2015] using province-level non-parametric frontier analysis," Asia-Pacific Journal of Regional Science, Springer, vol. 6(1), pages 113-139, February.
    • Handle: RePEc:spr:apjors:v:6:y:2022:i:1:d:10.1007_s41685-021-00222-7
    DOI: 10.1007/s41685-021-00222-7
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    as
    1. Léopold Simar & Paul Wilson, 2000. "Statistical Inference in Nonparametric Frontier Models: The State of the Art," Journal of Productivity Analysis, Springer, vol. 13(1), pages 49-78, January.
    2. Anders Isaksson, 2009. "The UNIDO World Productivity Database: An Overview," International Productivity Monitor, Centre for the Study of Living Standards, vol. 18, pages 38-50, Spring.
    3. Oleg Badunenko & Pavlo Mozharovskyi, 2016. "Nonparametric frontier analysis using Stata," Stata Journal, StataCorp LP, vol. 16(3), pages 550-589, September.
    4. Kerstin Enflo & Per Hjertstrand, 2009. "Relative Sources of European Regional Productivity Convergence: A Bootstrap Frontier Approach," Regional Studies, Taylor & Francis Journals, vol. 43(5), pages 643-659.
    5. Amir Moradi-Motlagh & Abbas Valadkhani & Ali Salman Saleh, 2015. "Rising efficiency and cost saving in Australian banks: a bootstrap approach," Applied Economics Letters, Taylor & Francis Journals, vol. 22(3), pages 189-194, February.
    6. Oded_Galor, 2004. "From Stagnation to Growth:Unified Growth Theory," Working Papers 2004-15, Brown University, Department of Economics.
    7. ALVARO ANGERIZ & JOHN McCOMBIE & MARK ROBERTS, 2006. "Productivity, Efficiency And Technological Change In European Union Regional Manufacturing: A Data Envelopment Analysis Approach," Manchester School, University of Manchester, vol. 74(4), pages 500-525, July.
    8. Shawna Grosskopf & Sharmistha Self, 2006. "Factor Accumulation Or Tfp? A Reassessment Of Growth In Southeast Asia," Pacific Economic Review, Wiley Blackwell, vol. 11(1), pages 39-58, February.
    9. Mendez-Guerra, Carlos & Kataoka, Mitsuhiko, 2020. "Disparities in Regional Productivity, Capital Accumulation, and Efficiency across Indonesia: A Convergence Clubs Approach," MPRA Paper 99322, University Library of Munich, Germany.
    10. Galor, Oded, 2005. "From Stagnation to Growth: Unified Growth Theory," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 4, pages 171-293, Elsevier.
    11. K.P. Kalirajan & M.B. Obwona & S. Zhao, 1996. "A Decomposition of Total Factor Productivity Growth: The Case of Chinese Agricultural Growth before and after Reforms," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 78(2), pages 331-338.
    12. Aldino Musyawwiri & Murat Üngör, 2019. "An Overview of the Proximate Determinants of Economic Growth in Indonesia Since 1960," Bulletin of Indonesian Economic Studies, Taylor & Francis Journals, vol. 55(2), pages 213-237, May.
    13. Fare, Rolf & Shawna Grosskopf & Mary Norris & Zhongyang Zhang, 1994. "Productivity Growth, Technical Progress, and Efficiency Change in Industrialized Countries," American Economic Review, American Economic Association, vol. 84(1), pages 66-83, March.
    14. Chris Rowley & Gordon Redding, 2012. "Building human and social capital in Pacific Asia," Asia Pacific Business Review, Taylor & Francis Journals, vol. 18(3), pages 295-301, July.
    15. Simar, Leopold & Wilson, Paul W., 1999. "Estimating and bootstrapping Malmquist indices," European Journal of Operational Research, Elsevier, vol. 115(3), pages 459-471, June.
    16. Sjoerd Beugelsdijk & Mariko J. Klasing & Petros Milionis, 2018. "Regional economic development in Europe: the role of total factor productivity," Regional Studies, Taylor & Francis Journals, vol. 52(4), pages 461-476, April.
    17. Mitsuhiko Kataoka, 2018. "Correction to: Inequality convergence in inefficiency and interprovincial income inequality in Indonesia for 1990–2010," Asia-Pacific Journal of Regional Science, Springer, vol. 2(2), pages 315-315, August.
    18. Léopold Simar & Paul W. Wilson, 1998. "Sensitivity Analysis of Efficiency Scores: How to Bootstrap in Nonparametric Frontier Models," Management Science, INFORMS, vol. 44(1), pages 49-61, January.
    19. Rudi Purwono (a) and Mohammad Zeqi Yasin (b), 2020. "Does Efficiency Convergence of Economy Promote Total Factor Productivity? A Case of Indonesia," Journal of Economic Development, Chung-Ang Unviersity, Department of Economics, vol. 45(4), pages 69-91, December.
    20. Mitsuhiko Kataoka, 2018. "Inequality convergence in inefficiency and interprovincial income inequality in Indonesia for 1990–2010," Asia-Pacific Journal of Regional Science, Springer, vol. 2(2), pages 297-313, August.
    21. -, 2018. "The Inefficiency of Inequality," Libros y Documentos Institucionales, Naciones Unidas Comisión Económica para América Latina y el Caribe (CEPAL), number 43443 edited by Eclac, September.
    22. Bas van Leeuwen & Jieli van Leeuwen-Li & Peter Foldvari, 2017. "Human Capital in Republican and New China: Regional and Long-Term Trends," Economic History of Developing Regions, Taylor & Francis Journals, vol. 32(1), pages 1-36, January.
    23. Timothy J. Coelli & D.S. Prasada Rao & Christopher J. O’Donnell & George E. Battese, 2005. "An Introduction to Efficiency and Productivity Analysis," Springer Books, Springer, edition 0, number 978-0-387-25895-9, September.
    24. Bas Leeuwen & Dmitry Didenko & Péter Földvári, 2015. "Inspiration vs. perspiration in economic development of the Former Soviet Union and China (ca. 1920–2010)," The Economics of Transition, The European Bank for Reconstruction and Development, vol. 23(1), pages 213-246, January.
    25. Mitsuhiko Kataoka, 2013. "Capital Stock Estimates by Province and Interprovincial Distribution in Indonesia," Asian Economic Journal, East Asian Economic Association, vol. 27(4), pages 409-428, December.
    26. Fan, Yanqin & Li, Qi & Weersink, Alfons, 1996. "Semiparametric Estimation of Stochastic Production Frontier Models," Journal of Business & Economic Statistics, American Statistical Association, vol. 14(4), pages 460-468, October.
    27. Alwyn Young, 1995. "The Tyranny of Numbers: Confronting the Statistical Realities of the East Asian Growth Experience," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 110(3), pages 641-680.
    28. Mitsuhiko Kataoka, 2020. "Total factor productivity change in Indonesia’s provincial economies for 1990–2015: Malmquist productivity index approach," Letters in Spatial and Resource Sciences, Springer, vol. 13(3), pages 233-243, December.
    29. -, 2018. "The Inefficiency of Inequality," Documentos de posición del período de sesiones de la Comisión 43443, Naciones Unidas Comisión Económica para América Latina y el Caribe (CEPAL).
    30. Michael Danquah & Enrique Moral-Benito & Bazoumana Ouattara, 2014. "TFP growth and its determinants: a model averaging approach," Empirical Economics, Springer, vol. 47(1), pages 227-251, August.
    31. Mahadevan, Renuka, 2007. "Perspiration versus inspiration: Lessons from a rapidly developing economy," Journal of Asian Economics, Elsevier, vol. 18(2), pages 331-347, April.
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    More about this item

    Keywords

    Bootstrap data envelopment analysis; Total factor productivity; Growth decomposition; Efficiency growth; Technological growth; Indonesia;
    All these keywords.

    JEL classification:

    • R11 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Regional Economic Activity: Growth, Development, Environmental Issues, and Changes
    • R12 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Size and Spatial Distributions of Regional Economic Activity; Interregional Trade (economic geography)
    • O40 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - General
    • O53 - Economic Development, Innovation, Technological Change, and Growth - - Economywide Country Studies - - - Asia including Middle East
    • O47 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Empirical Studies of Economic Growth; Aggregate Productivity; Cross-Country Output Convergence

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