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Does Economic Freedom Affect The Production Frontier? A Semiparametric Approach With Panel Data

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  • Fan Zhang
  • Joshua Hall
  • Feng Yao

Abstract

This paper applies a multistep semiparametric stochastic production frontier estimator to investigate the effects of economic freedom (EF) on the production frontier and technical efficiency. We allow output elasticities and technical efficiency to depend on EF, estimate a smooth coefficient stochastic production frontier, and compare with parametric alternatives. Our results highlight the flexibility of semiparametric approaches as we find parametric approaches are too restrictive in estimating marginal productivity. Output elasticities of labor, human capital, and physical capital vary with the level of EF and our average efficiency estimates are at least 20% higher than those obtained from parametric counterparts. (JEL C14, O43)

Suggested Citation

  • Fan Zhang & Joshua Hall & Feng Yao, 2018. "Does Economic Freedom Affect The Production Frontier? A Semiparametric Approach With Panel Data," Economic Inquiry, Western Economic Association International, vol. 56(2), pages 1380-1395, April.
  • Handle: RePEc:bla:ecinqu:v:56:y:2018:i:2:p:1380-1395
    DOI: 10.1111/ecin.12548
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    1. Joshua C. Hall & Russell S. Sobel & George R. Crowley, 2010. "Institutions, Capital, and Growth," Southern Economic Journal, John Wiley & Sons, vol. 77(2), pages 385-405, October.
    2. Cai, Zongwu & Li, Qi, 2008. "Nonparametric Estimation Of Varying Coefficient Dynamic Panel Data Models," Econometric Theory, Cambridge University Press, vol. 24(5), pages 1321-1342, October.
    3. Dawson, John W., 2003. "Causality in the freedom-growth relationship," European Journal of Political Economy, Elsevier, vol. 19(3), pages 479-495, September.
    4. Robert C. Feenstra & Robert Inklaar & Marcel P. Timmer, 2015. "The Next Generation of the Penn World Table," American Economic Review, American Economic Association, vol. 105(10), pages 3150-3182, October.
    5. Carlsson, Fredrik & Lundstrom, Susanna, 2002. "Economic Freedom and Growth: Decomposing the Effects," Public Choice, Springer, vol. 112(3-4), pages 335-344, September.
    6. Li, Qi, et al, 2002. "Semiparametric Smooth Coefficient Models," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(3), pages 412-422, July.
    7. Bengoa, Marta & Sanchez-Robles, Blanca, 2003. "Foreign direct investment, economic freedom and growth: new evidence from Latin America," European Journal of Political Economy, Elsevier, vol. 19(3), pages 529-545, September.
    8. Jakob De Haan & Susanna Lundström & Jan‐Egbert Sturm, 2006. "Market‐oriented institutions and policies and economic growth: A critical survey," Journal of Economic Surveys, Wiley Blackwell, vol. 20(2), pages 157-191, April.
    9. Li, Qi & Racine, Jeffrey S., 2010. "Smooth Varying-Coefficient Estimation And Inference For Qualitative And Quantitative Data," Econometric Theory, Cambridge University Press, vol. 26(6), pages 1607-1637, December.
    10. repec:bla:kyklos:v:53:y:2000:i:4:p:527-44 is not listed on IDEAS
    11. Nejad, Maryam Naghsh & Young, Andrew T., 2016. "Want freedom, will travel: Emigrant self-selection according to institutional quality," European Journal of Political Economy, Elsevier, vol. 45(S), pages 71-84.
    12. Pitt, Mark M. & Lee, Lung-Fei, 1981. "The measurement and sources of technical inefficiency in the Indonesian weaving industry," Journal of Development Economics, Elsevier, vol. 9(1), pages 43-64, August.
    13. Schmidt, Peter & Sickles, Robin C, 1984. "Production Frontiers and Panel Data," Journal of Business & Economic Statistics, American Statistical Association, vol. 2(4), pages 367-374, October.
    14. repec:wvu:wpaper:10-15 is not listed on IDEAS
    15. Azman-Saini, W.N.W. & Baharumshah, Ahmad Zubaidi & Law, Siong Hook, 2010. "Foreign direct investment, economic freedom and economic growth: International evidence," Economic Modelling, Elsevier, vol. 27(5), pages 1079-1089, September.
    16. Carlos Martins-Filho & Feng Yao, 2015. "Semiparametric Stochastic Frontier Estimation via Profile Likelihood," Econometric Reviews, Taylor & Francis Journals, vol. 34(4), pages 413-451, April.
    17. William Horrace & Christopher Parmeter, 2011. "Semiparametric deconvolution with unknown error variance," Journal of Productivity Analysis, Springer, vol. 35(2), pages 129-141, April.
    18. Byeong Park & Léopold Simar & Valentin Zelenyuk, 2015. "Categorical data in local maximum likelihood: theory and applications to productivity analysis," Journal of Productivity Analysis, Springer, vol. 43(2), pages 199-214, April.
    19. Peter G. Klein & Hung Luu, 2003. "Politics and Productivity," Economic Inquiry, Western Economic Association International, vol. 41(3), pages 433-447, July.
    20. James Gwartney, 2009. "2008 Presidential Address: Institutions, Economic Freedom, and Cross-Country Differences in Performance," Southern Economic Journal, John Wiley & Sons, vol. 75(4), pages 937-956, April.
    21. Gwartney, James & Lawson, Robert, 2003. "The concept and measurement of economic freedom," European Journal of Political Economy, Elsevier, vol. 19(3), pages 405-430, September.
    22. Kumbhakar,Subal C. & Wang,Hung-Jen & Horncastle,Alan P., 2015. "A Practitioner's Guide to Stochastic Frontier Analysis Using Stata," Cambridge Books, Cambridge University Press, number 9781107029514, September.
    23. Psacharopoulos, George, 1994. "Returns to investment in education: A global update," World Development, Elsevier, vol. 22(9), pages 1325-1343, September.
    24. Easton, Stephen T & Walker, Michael A, 1997. "Income, Growth, and Economic Freedom," American Economic Review, American Economic Association, vol. 87(2), pages 328-332, May.
    25. 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.
    26. Joshua C. Hall & Robert A. Lawson, 2014. "Economic Freedom Of The World: An Accounting Of The Literature," Contemporary Economic Policy, Western Economic Association International, vol. 32(1), pages 1-19, January.
    27. James D. Gwartney & Robert A. Lawson & Randall G. Holcombe, 1999. "Economic Freedom and the Environment for Economic Growth," Journal of Institutional and Theoretical Economics (JITE), Mohr Siebeck, Tübingen, vol. 155(4), pages 643-643, December.
    28. Kapuria-Foreman, Vibha., 2007. "Economic freedom and foreign direct investment in developing countries," Journal of Developing Areas, Tennessee State University, College of Business, vol. 41(1), pages 143-154, September.
    29. Dawson, John W, 1998. "Institutions, Investment, and Growth: New Cross-Country and Panel Data Evidence," Economic Inquiry, Western Economic Association International, vol. 36(4), pages 603-619, October.
    30. 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.
    31. Jondrow, James & Knox Lovell, C. A. & Materov, Ivan S. & Schmidt, Peter, 1982. "On the estimation of technical inefficiency in the stochastic frontier production function model," Journal of Econometrics, Elsevier, vol. 19(2-3), pages 233-238, August.
    32. Justesen, Mogens K., 2008. "The effect of economic freedom on growth revisited: New evidence on causality from a panel of countries 1970-1999," European Journal of Political Economy, Elsevier, vol. 24(3), pages 642-660, September.
    33. Christopher F. Parmeter & Hung-Jen Wang & Subal C. Kumbhakar, 2017. "Nonparametric estimation of the determinants of inefficiency," Journal of Productivity Analysis, Springer, vol. 47(3), pages 205-221, June.
    34. Kumbhakar, Subal C. & Park, Byeong U. & Simar, Leopold & Tsionas, Efthymios G., 2007. "Nonparametric stochastic frontiers: A local maximum likelihood approach," Journal of Econometrics, Elsevier, vol. 137(1), pages 1-27, March.
    35. Lee C. Adkins & Ronald L. Moomaw & Andreas Savvides, 2002. "Institutions, Freedom, and Technical Efficiency," Southern Economic Journal, John Wiley & Sons, vol. 69(1), pages 92-108, July.
    36. Nathan J. Ashby, 2010. "Freedom and International Migration," Southern Economic Journal, John Wiley & Sons, vol. 77(1), pages 49-62, July.
    37. Cornwell, Christopher & Schmidt, Peter & Sickles, Robin C., 1990. "Production frontiers with cross-sectional and time-series variation in efficiency levels," Journal of Econometrics, Elsevier, vol. 46(1-2), pages 185-200.
    38. 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.
    39. 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.
    40. Feng Yao & Fan Zhang & Subal C. Kumbhakar, 2019. "Semiparametric Smooth Coefficient Stochastic Frontier Model With Panel Data," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 37(3), pages 556-572, July.
    41. repec:wvu:wpaper:10-09 is not listed on IDEAS
    42. Parmeter, Christopher F. & Kumbhakar, Subal C., 2014. "Efficiency Analysis: A Primer on Recent Advances," Foundations and Trends(R) in Econometrics, now publishers, vol. 7(3-4), pages 191-385, December.
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    4. Gouider, Abdessalem & Nouira, Ridha & Saafi, Sami, 2022. "Re-Exploring the Nexus Between Economic Freedom and Growth: Is There a Threshold Effect?," Journal of Economic Development, The Economic Research Institute, Chung-Ang University, vol. 47(3), pages 147-167, September.
    5. Koffi Délali Kpognon & Henri Atangana Ondoa & Mamadou Bah & Peter Asare-Nuamah, 2022. "Fostering Labour Productivity Growth for Productive and Decent Job Creation in Sub-Saharan African Countries: the Role of Institutional Quality," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 13(3), pages 1962-1992, September.
    6. KPOGNON, Koffi & BAH, Mamadou, 2019. "Does institutional quality contribute to increasing labour productivity in sub-Saharan Africa? An empirical analysis," MPRA Paper 98674, University Library of Munich, Germany.
    7. Aminata Zong‐naba & Aké G.‐M. N'gbo & Omer S. Combary, 2024. "Labor differentiation and cotton productivity in Burkina Faso," African Development Review, African Development Bank, vol. 36(2), pages 306-319, June.
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    More about this item

    JEL classification:

    • C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Semiparametric and Nonparametric Methods: General
    • O43 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Institutions and Growth

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