Nothing Special   »   [go: up one dir, main page]
IDEAS home Printed from https://ideas.repec.org/p/mie/wpaper/552.html
   My bibliography  Save this paper

Measuring Aggregate Productivity Growth Using Plant-Level Data

Author

Listed:
  • Amil Petrin

    (University of Chicago)

  • James Levinsohn

    (University of Michigan)

Abstract
We define productivity growth as the change in welfare that arises from additional output holding primary inputs constant. Using this traditional growth-accounting definition, we show that gains may arise because of plant-level technology shocks, and, in imperfectly competitive settings, from the reallocation of inputs across plants with differing markups and/or shadow values of primary inputs. With plant-level data, the alternative and most popular definition of productivity growth looks at the difference in the first moments of the productivity distribution. We show that this definition adds an additional term to the growth-accounting measure, which has been called “reallocation.” We show there is a very weak relationship between the two indexes in almost every 3-digit manufacturing industry in both Chile from 1987-1996 and Colombia from 1981-1991 - 49 in total - primarily because this “reallocation” term is large and volatile. We explore the theoretical reasons for this sharp divergence, in the process uncovering a number of previously unnoticed and unattractive features of the first-moment definition. For example, it is not tethered to any theoretical model, it is sensitive to measured units, and it can report positive productivity growth when welfare has fallen.

Suggested Citation

  • Amil Petrin & James Levinsohn, 2005. "Measuring Aggregate Productivity Growth Using Plant-Level Data," Working Papers 552, Research Seminar in International Economics, University of Michigan.
    • Handle: RePEc:mie:wpaper:552
    as

    Download full text from publisher

    File URL: http://www.fordschool.umich.edu/rsie/workingpapers/Papers551-575/r552.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Andrew B. Bernard & Jonathan Eaton & J. Bradford Jensen & Samuel Kortum, 2003. "Plants and Productivity in International Trade," American Economic Review, American Economic Association, vol. 93(4), pages 1268-1290, September.
    2. Hulten, Charles R, 1992. "Growth Accounting When Technical Change Is Embodied in Capital," American Economic Review, American Economic Association, vol. 82(4), pages 964-980, September.
    3. Levinsohn, James, 1999. "Employment responses to international liberalization in Chile," Journal of International Economics, Elsevier, vol. 47(2), pages 321-344, April.
    4. Basu, Susanto & Fernald, John G., 1995. "Are apparent productive spillovers a figment of specification error?," Journal of Monetary Economics, Elsevier, vol. 36(1), pages 165-188, August.
    5. Bernard, Andrew B. & Bradford Jensen, J., 1999. "Exceptional exporter performance: cause, effect, or both?," Journal of International Economics, Elsevier, vol. 47(1), pages 1-25, February.
    6. Diego Restuccia & Richard Rogerson, 2008. "Policy Distortions and Aggregate Productivity with Heterogeneous Plants," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 11(4), pages 707-720, October.
    7. Charles R. Hulten, 1978. "Growth Accounting with Intermediate Inputs," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 45(3), pages 511-518.
    8. Mortensen, Dale & Pissarides, Christopher, 2011. "Job Creation and Job Destruction in the Theory of Unemployment," Ekonomicheskaya Politika / Economic Policy, Russian Presidential Academy of National Economy and Public Administration, vol. 1, pages 1-19.
    9. S.K. Bhutani, 2009. "China and India," India Quarterly: A Journal of International Affairs, , vol. 65(4), pages 383-391, October.
    10. Ricardo J. Caballero & Eduardo M. R. A. Engel, 1993. "Microeconomic Adjustment Hazards and Aggregate Dynamics," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(2), pages 359-383.
    11. Nina Pavcnik, 2002. "Trade Liberalization, Exit, and Productivity Improvements: Evidence from Chilean Plants," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 69(1), pages 245-276.
    12. Rasmus Lentz & Dale T. Mortensen, 2008. "An Empirical Model of Growth Through Product Innovation," Econometrica, Econometric Society, vol. 76(6), pages 1317-1373, November.
    13. Hulten, Charles R, 1973. "Divisia Index Numbers," Econometrica, Econometric Society, vol. 41(6), pages 1017-1025, November.
    14. Aghion, Philippe & Howitt, Peter, 1992. "A Model of Growth through Creative Destruction," Econometrica, Econometric Society, vol. 60(2), pages 323-351, March.
    15. Amil Petrin, 2002. "Quantifying the Benefits of New Products: The Case of the Minivan," Journal of Political Economy, University of Chicago Press, vol. 110(4), pages 705-729, August.
    16. Jonathan Eaton & Samuel Kortum & Francis Kramarz, 2011. "An Anatomy of International Trade: Evidence From French Firms," Econometrica, Econometric Society, vol. 79(5), pages 1453-1498, September.
    17. Ricardo J. Caballero & Eduardo M. R. A. Engel, 1999. "Explaining Investment Dynamics in U.S. Manufacturing: A Generalized (S,s) Approach," Econometrica, Econometric Society, vol. 67(4), pages 783-826, July.
    18. Marc J. Melitz, 2003. "The Impact of Trade on Intra-Industry Reallocations and Aggregate Industry Productivity," Econometrica, Econometric Society, vol. 71(6), pages 1695-1725, November.
    19. Basu, Susanto & Fernald, John G., 2002. "Aggregate productivity and aggregate technology," European Economic Review, Elsevier, vol. 46(6), pages 963-991, June.
    20. Bert M. Balk, 2005. "Divisia price and quantity indices: 80 years after," Statistica Neerlandica, Netherlands Society for Statistics and Operations Research, vol. 59(2), pages 119-158, May.
    21. Trivedi, P K, 1981. "Some Discrete Approximations to Divisia Integral Indices," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 22(1), pages 71-77, February.
    22. repec:lic:licosd:29911 is not listed on IDEAS
    23. Star, Spencer & Hall, Robert E, 1976. "An Approximate Divisia Index of Total Factor Productivity," Econometrica, Econometric Society, vol. 44(2), pages 257-263, March.
    24. Martin L. Weitzman, 1976. "On the Welfare Significance of National Product in a Dynamic Economy," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 90(1), pages 156-162.
    25. Olley, G Steven & Pakes, Ariel, 1996. "The Dynamics of Productivity in the Telecommunications Equipment Industry," Econometrica, Econometric Society, vol. 64(6), pages 1263-1297, November.
    26. Chang-Tai Hsieh & Peter J. Klenow, 2009. "Misallocation and Manufacturing TFP in China and India," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(4), pages 1403-1448.
    27. John M. Abowd & Francis Kramarz & David N. Margolis, 1999. "High Wage Workers and High Wage Firms," Econometrica, Econometric Society, vol. 67(2), pages 251-334, March.
    28. Bresnahan, Timothy F & Reiss, Peter C, 1991. "Entry and Competition in Concentrated Markets," Journal of Political Economy, University of Chicago Press, vol. 99(5), pages 977-1009, October.
    29. Samuel Bentolila & Giuseppe Bertola, 1990. "Firing Costs and Labour Demand: How Bad is Eurosclerosis?," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 57(3), pages 381-402.
    30. James Levinsohn & Amil Petrin, 1999. "When Industries Become More Productive, Do Firms?," NBER Working Papers 6893, National Bureau of Economic Research, Inc.
    31. Levinsohn, J. & Petrin, A., 1999. "When Industries Become More Productive, Do Firms?: Investigating Productivity Dynamics," Working Papers 445, Research Seminar in International Economics, University of Michigan.
    32. Trajtenberg, Manuel, 1989. "The Welfare Analysis of Product Innovations, with an Application to Computed Tomography Scanners," Journal of Political Economy, University of Chicago Press, vol. 97(2), pages 444-479, April.
    33. Jeffrey Campbell, 1998. "Entry, Exit, Embodied Technology, and Business Cycles," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 1(2), pages 371-408, April.
    34. Philippe Aghion & Peter Howitt, 1994. "Growth and Unemployment," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 61(3), pages 477-494.
    35. Diewert, W. E., 1976. "Exact and superlative index numbers," Journal of Econometrics, Elsevier, vol. 4(2), pages 115-145, May.
    36. Benhabib, Jess & Rustichini, Aldo, 1991. "Vintage capital, investment, and growth," Journal of Economic Theory, Elsevier, vol. 55(2), pages 323-339, December.
    37. Richard Ericson & Ariel Pakes, 1995. "Markov-Perfect Industry Dynamics: A Framework for Empirical Work," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 62(1), pages 53-82.
    38. Charles R. Hulten, 2001. "Total Factor Productivity: A Short Biography," NBER Chapters, in: New Developments in Productivity Analysis, pages 1-54, National Bureau of Economic Research, Inc.
    39. Hopenhayn, Hugo & Rogerson, Richard, 1993. "Job Turnover and Policy Evaluation: A General Equilibrium Analysis," Journal of Political Economy, University of Chicago Press, vol. 101(5), pages 915-938, October.
    40. James Levinsohn & Amil Petrin, 2003. "Estimating Production Functions Using Inputs to Control for Unobservables," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 70(2), pages 317-341.
    41. Lucia Foster & John C. Haltiwanger & C. J. Krizan, 2001. "Aggregate Productivity Growth: Lessons from Microeconomic Evidence," NBER Chapters, in: New Developments in Productivity Analysis, pages 303-372, National Bureau of Economic Research, Inc.
    42. Ricardo J. Caballero & Mohamad L. Hammour, 1996. "On the Timing and Efficiency of Creative Destruction," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 111(3), pages 805-852.
    43. Wooldridge, Jeffrey M., 2009. "On estimating firm-level production functions using proxy variables to control for unobservables," Economics Letters, Elsevier, vol. 104(3), pages 112-114, September.
    44. Peter Diamond (ed.), 1990. "Growth / Productivity / Unemployment," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262041103, April.
    45. Charles R. Hulten, 1992. "Growth Accounting When Technical Change is Embodied in Capital," NBER Working Papers 3971, National Bureau of Economic Research, Inc.
    46. Griliches, Zvi & Regev, Haim, 1995. "Firm productivity in Israeli industry 1979-1988," Journal of Econometrics, Elsevier, vol. 65(1), pages 175-203, January.
    47. repec:fth:michin:445 is not listed on IDEAS
    48. Austan Goolsbee & Amil Petrin, 2004. "The Consumer Gains from Direct Broadcast Satellites and the Competition with Cable TV," Econometrica, Econometric Society, vol. 72(2), pages 351-381, March.
    49. Caballero, Ricardo J & Hammour, Mohamad L, 1994. "The Cleansing Effect of Recessions," American Economic Review, American Economic Association, vol. 84(5), pages 1350-1368, December.
    50. Berndt, Ernst R. & Fuss, Melvyn A., 1986. "Productivity measurement with adjustments for variations in capacity utilization and other forms of temporary equilibrium," Journal of Econometrics, Elsevier, vol. 33(1-2), pages 7-29.
    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. Stefano Federico & Gaetano Alfredo Minerva, 2008. "Outward FDI and Local Employment Growth in Italy," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 144(2), pages 295-324, July.
    2. Amil Petrin & Jagadeesh Sivadasan, 2006. "Job Security Does Affect Economic Efficiency: Theory, A New Statistic, and Evidence from Chile," NBER Working Papers 12757, National Bureau of Economic Research, Inc.
    3. Javad Sadeghzadeh, 2014. "Innovation Subsidies: Misallocation and Technology Upgrade," 2014 Papers psa1207, Job Market Papers.
    4. CompNet Task Force, 2014. "Micro-based evidence of EU competitiveness: The CompNet database," Working Paper Research 253, National Bank of Belgium.
    5. Contessi, Silvio, 2015. "Multinational firms׳ entry and productivity: Some aggregate implications of firm-level heterogeneity," Journal of Economic Dynamics and Control, Elsevier, vol. 61(C), pages 61-80.
    6. Péter Harasztosi, 2011. "Growth in Hungary 1994-2008: The role of capital, labour, productivity and reallocation," MNB Working Papers 2011/12, Magyar Nemzeti Bank (Central Bank of Hungary).
    7. Wu, Xiuqin & Zhao, Jinsong & Zhang, Dayong & Lee, Wen-Chieh & Yu, Chin-Hsien, 2022. "Resource misallocation and the development of hydropower industry," Applied Energy, Elsevier, vol. 306(PA).
    8. Robert Breunig & Marn‐Heong Wong, 2008. "A Richer Understanding of Australia's Productivity Performance in the 1990s: Improved Estimates Based Upon Firm‐Level Panel Data," The Economic Record, The Economic Society of Australia, vol. 84(265), pages 157-176, June.
    9. Guido Sandleris & Mark L. J. Wright, 2014. "The Costs of Financial Crises: Resource Misallocation, Productivity, and Welfare in the 2001 Argentine Crisis," Scandinavian Journal of Economics, Wiley Blackwell, vol. 116(1), pages 87-127, January.
    10. Jean-Paul Chavas & Bradford Barham & Jeremy Foltz & Kwansoo Kim, 2012. "Analysis and decomposition of scope economies: R&D at US research universities," Applied Economics, Taylor & Francis Journals, vol. 44(11), pages 1387-1404, April.
    11. Bawa, Siraj G., 2017. "Good intentions bad outcomes: the effects of investment subsidies on agricultural productivity," 2017 Annual Meeting, July 30-August 1, Chicago, Illinois 258485, Agricultural and Applied Economics Association.
    12. Chad Syverson, 2011. "What Determines Productivity?," Journal of Economic Literature, American Economic Association, vol. 49(2), pages 326-365, June.
    13. Shuyun Li, 2011. "Costly external finance, reallocation, and aggregate productivity," Journal of Productivity Analysis, Springer, vol. 35(3), pages 181-195, June.
    14. Marc J. Melitz & Sašo Polanec, 2015. "Dynamic Olley-Pakes productivity decomposition with entry and exit," RAND Journal of Economics, RAND Corporation, vol. 46(2), pages 362-375, June.
    15. Sophie Osotimehin, 2019. "Aggregate productivity and the allocation of resources over the business cycle," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 32, pages 180-205, April.
    16. Dhyne, Emmanuel & Zurlo, Davide & Sandoz-Dit-Bragard, Charlotte & Chiriacescu, Bogdan & Cazacu, Ana-Maria & Lalinsky, Tibor & Biewen, Elena & Blank, Sven & Meinen, Philipp & Hagemejer, Jan & Tello, Pa, 2014. "Micro-based evidence of EU competitiveness: the CompNet database," Working Paper Series 1634, European Central Bank.
    17. Hulten, Charles R., 2010. "Growth Accounting," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 2, chapter 0, pages 987-1031, Elsevier.

    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. Mitsukuni Nishida & Amil Petrin & Sašo Polanec, 2014. "Exploring reallocation’s apparent weak contribution to growth," Journal of Productivity Analysis, Springer, vol. 42(2), pages 187-210, October.
    2. repec:eee:labchp:v:3:y:1999:i:pb:p:2711-2805 is not listed on IDEAS
    3. Massimo Del Gatto & Adriana Di Liberto & Carmelo Petraglia, 2011. "Measuring Productivity," Journal of Economic Surveys, Wiley Blackwell, vol. 25(5), pages 952-1008, December.
    4. Matthias Kehrig, 2011. "The Cyclicality of Productivity Dispersion," 2011 Meeting Papers 484, Society for Economic Dynamics.
    5. Hulten, Charles R., 2010. "Growth Accounting," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 2, chapter 0, pages 987-1031, Elsevier.
    6. Redha Fares, 2022. "Bankruptcy, Performance and Market Selection: Evidence from Firms in France," Erudite Ph.D Dissertations, Erudite, number ph22-01 edited by Claude Mathieu.
    7. Lucia Foster & John C. Haltiwanger & C. J. Krizan, 2001. "Aggregate Productivity Growth: Lessons from Microeconomic Evidence," NBER Chapters, in: New Developments in Productivity Analysis, pages 303-372, National Bureau of Economic Research, Inc.
    8. Chad Syverson, 2011. "What Determines Productivity?," Journal of Economic Literature, American Economic Association, vol. 49(2), pages 326-365, June.
    9. Maliranta, Mika, . "Micro Level Dynamics of Productivity Growth. An Empirical Analysis of the Great Leap in Finnish Manufacturing Productivity in 1975-2000," ETLA A, The Research Institute of the Finnish Economy, number 38, June.
    10. Jose Garcia-Louzao & Linas Tarasonis, 2023. "Productivity-enhancing reallocation during the Great Recession: evidence from Lithuania," Oxford Economic Papers, Oxford University Press, vol. 75(3), pages 729-749.
    11. Andrew B. Bernard & Stephen J. Redding & Peter K. Schott, 2009. "Products and Productivity," Scandinavian Journal of Economics, Wiley Blackwell, vol. 111(4), pages 681-709, December.
    12. Fernandes, Ana M., 2007. "Trade policy, trade volumes and plant-level productivity in Colombian manufacturing industries," Journal of International Economics, Elsevier, vol. 71(1), pages 52-71, March.
    13. Daan Freeman & Leon Bettendorf & Harro van Heuvelen & Gerdien Meijerink, 2021. "The contribution of business dynamics to productivity growth in the Netherlands," CPB Discussion Paper 427, CPB Netherlands Bureau for Economic Policy Analysis.
    14. J. David Brown & John S. Earle, 2004. "Economic Reforms and Productivity-Enhancing Reallocation in the Post-Soviet Transition," Upjohn Working Papers 04-98, W.E. Upjohn Institute for Employment Research.
    15. Bartelsman, Eric & Haltiwanger, John C. & Scarpetta, Stefano, 2004. "Microeconomic Evidence of Creative Destruction in Industrial and Developing Countries," IZA Discussion Papers 1374, Institute of Labor Economics (IZA).
    16. Schiantarelli, Fabio, 2005. "Product Market Regulation and Macroeconomic Performance: A Review of Cross Country Evidence," IZA Discussion Papers 1791, Institute of Labor Economics (IZA).
    17. Daniel A. Dias & Carlos Robalo Marques, 2021. "Every Cloud Has a Silver Lining: Cleansing Effects of the Portuguese Financial Crisis," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 83(2), pages 352-376, April.
    18. Mark Doms & Eric J. Bartelsman, 2000. "Understanding Productivity: Lessons from Longitudinal Microdata," Journal of Economic Literature, American Economic Association, vol. 38(3), pages 569-594, September.
    19. Young Eun Kim & Norman V. Loayza, 2019. "Productivity Growth: Patterns and Determinants across the World," Revista Economía, Fondo Editorial - Pontificia Universidad Católica del Perú, vol. 42(84), pages 36-93.
    20. J. David Brown & Gustavo A. Crespi & Leonardo Iacovone & Luca Marcolin, 2018. "Decomposing firm-level productivity growth and assessing its determinants: evidence from the Americas," The Journal of Technology Transfer, Springer, vol. 43(6), pages 1571-1606, December.
    21. Xuefeng, Qian & Yaşar, Mahmut, 2016. "Export Market Diversification and Firm Productivity: Evidence from a Large Developing Country," World Development, Elsevier, vol. 82(C), pages 28-47.

    More about this item

    JEL classification:

    • L0 - Industrial Organization - - 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:mie:wpaper:552. 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: FSPP Webmaster (email available below). General contact details of provider: https://edirc.repec.org/data/riumius.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.