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Estimating Radial Measures of Productivity Growth: Frontier vs Non-Frontier Approaches

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  • Scott Atkinson
  • Christopher Cornwell

Abstract

In this paper, we propose an alternative econometric framework for estimating and decomposing productivity change that does not require a distribution for inefficiency or the uncorrelatedness between inefficiency and the regressors. We develop our methodology for the input-oriented radial measure of productivity change and establish that this equals the negative of the time change in the log cost function. Our econometric framework is based on a fixed-effects, multiple-output cost frontier, where we decompose productivity change into discrete shifts in the frontier and changes in firm efficiency levels relative to the frontier. We also show that the standard non-frontier specification is nested within our frontier model and thus can produce different estimates of productivity change. Using a panel of twelve US railroads from 1951 to 1975, our estimated cost frontier suggests average annual productivity growth of roughly 0.3 percent, with efficiency change rising then falling over the period. Specification tests reject the non-frontier model, which yields smaller gains in productivity. Copyright Kluwer Academic Publishers 1998

Suggested Citation

  • Scott Atkinson & Christopher Cornwell, 1998. "Estimating Radial Measures of Productivity Growth: Frontier vs Non-Frontier Approaches," Journal of Productivity Analysis, Springer, vol. 10(1), pages 35-46, July.
  • Handle: RePEc:kap:jproda:v:10:y:1998:i:1:p:35-46
    DOI: 10.1023/A:1018394231538
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    1. Caves, Douglas W & Christensen, Laurits R & Diewert, W Erwin, 1982. "The Economic Theory of Index Numbers and the Measurement of Input, Output, and Productivity," Econometrica, Econometric Society, vol. 50(6), pages 1393-1414, November.
    2. Oulton,Nicholas & O'Mahony,Mary, 1994. "Productivity and Growth," Cambridge Books, Cambridge University Press, number 9780521453455, January.
    3. Nishimizu, Mieko & Page, John M, Jr, 1982. "Total Factor Productivity Growth, Technological Progress and Technical Efficiency Change: Dimensions of Productivity Change in Yugoslavia, 1965-78," Economic Journal, Royal Economic Society, vol. 92(368), pages 920-936, December.
    4. Atkinson, Scott E & Cornwell, Christopher, 1994. "Estimation of Output and Input Technical Efficiency Using a Flexible Form and Panel Data," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 35(1), pages 245-255, February.
    5. Douglas W. Caves & Laurits R. Christensen & Joseph A. Swanson, 1980. "Productivity in U.S. Railroads, 1951-1974," Bell Journal of Economics, The RAND Corporation, vol. 11(1), pages 166-181, Spring.
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    Cited by:

    1. Renuka Mahadevan, 2002. "Trade liberalization and productivity growth in Australian manufacturing industries," Atlantic Economic Journal, Springer;International Atlantic Economic Society, vol. 30(2), pages 170-185, June.
    2. Margarita Genius & Spiro Stefanou & Vangelis Tzouvelekas, 2009. "Productivity Growth and Efficiency under Leontief Technology: An Application to US Steam-Electric Power Generation Utilities," Working Papers 0913, University of Crete, Department of Economics.
    3. Lassaad Lachaal, 1998. "Production Structure Characteristics and Adaptations of Productivity Growth Measures : A Survey," Post-Print hal-01200909, HAL.
    4. Ali Kabasakal & Aziz Kutlar & Murat Sarikaya, 2015. "Efficiency determinations of the worldwide railway companies via DEA and contributions of the outputs to the efficiency and TFP by panel regression," Central European Journal of Operations Research, Springer;Slovak Society for Operations Research;Hungarian Operational Research Society;Czech Society for Operations Research;Österr. Gesellschaft für Operations Research (ÖGOR);Slovenian Society Informatika - Section for Operational Research;Croatian Operational Research Society, vol. 23(1), pages 69-88, March.
    5. Genius, Margarita & Stefanou, Spiro E. & Tzouvelekas, Vangelis, 2012. "Measuring productivity growth under factor non-substitution: An application to US steam-electric power generation utilities," European Journal of Operational Research, Elsevier, vol. 220(3), pages 844-852.
    6. Arandarage Mayura Prasad Arandara & Shingo Takahashi, 2023. "Productivity analysis of Sri Lankan cooperative banks: input distance function approach," Asia-Pacific Journal of Regional Science, Springer, vol. 7(1), pages 93-117, March.
    7. Sushanta K. MALLICK & Ricardo M. SOUSA, 2017. "The skill premium effect of technological change: New evidence from United States manufacturing," International Labour Review, International Labour Organization, vol. 156(1), pages 113-131, March.
    8. Lassaad Lachaal, 1998. "Production Structure Characteristics and Adaptations of Productivity Growth Measures : A Survey," Cahiers d'Economie et Sociologie Rurales, INRA Department of Economics, vol. 48, pages 61-78.
    9. Giannis Karagiannis, 2005. "Explaining output growth with a heteroscedastic non-neutral production frontier: the case of sheep farms in Greece," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 32(1), pages 51-74, March.
    10. Subal Kumbhakar & Dan Wang, 2007. "Economic reforms, efficiency and productivity in Chinese banking," Journal of Regulatory Economics, Springer, vol. 32(2), pages 105-129, October.
    11. Aziz Kutlar & Ali Kabasakal & Murat Sarikaya, 2013. "Determination of the efficiency of the world railway companies by method of DEA and comparison of their efficiency by Tobit analysis," Quality & Quantity: International Journal of Methodology, Springer, vol. 47(6), pages 3575-3602, October.
    12. Michael L. Polemis & Mike G. Tsionas, 2022. "Endogenous productivity: a new Bayesian perspective," Annals of Operations Research, Springer, vol. 318(1), pages 425-451, November.
    13. A. Wondemu Kifle, 2016. "Working Paper 237 - Decomposing Sources of Productivity Change in Small-Scale Farming in Ethiopia," Working Paper Series 2332, African Development Bank.
    14. Rolf Färe & Giannis Karagiannis, 2014. "Radial and directional measures of the rate of technical change," Journal of Economics, Springer, vol. 112(2), pages 183-199, June.
    15. Giannis Karagiannis & Peter Midmore & Vangelis Tzouvelekas, 2002. "Parametric Decomposition of Output Growth," Working Papers 0204, University of Crete, Department of Economics.
    16. Müller, Gernot, 2009. "Produktivitäts- und Effizienzmessung im Eisenbahninfrastruktursektor: Methodische Grundlagen und Schätzung des Produktivitätsfortschritts für den deutschen Markt," WIK Discussion Papers 318, WIK Wissenschaftliches Institut für Infrastruktur und Kommunikationsdienste GmbH.
    17. Rich, Daniel P., 2004. "6. Productivity, Technical Change And Labor Relations In Transportation Industries," Research in Transportation Economics, Elsevier, vol. 10(1), pages 109-135, January.
    18. Lachaal, Lassaad, 1998. "Production Structure Characteristics and Adaptations of Productivity Growth Measures : A Survey," Cahiers d'Economie et de Sociologie Rurales (CESR), Institut National de la Recherche Agronomique (INRA), vol. 48.
    19. Karagiannis, Giannis & Midmore, Peter & Tzouvelekas, Vangelis, 2002. "Parametric Decomposition of Output Growth: An Input-Distance Function Approach," 2002 International Congress, August 28-31, 2002, Zaragoza, Spain 24972, European Association of Agricultural Economists.

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