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Be productive or face decline. On the sources and determinants of output growth in Italian manufacturing firms

Author

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  • Francesco Aiello

    (University of Calabria)

  • Camilla Mastromarco

    (University of Salento)

  • Angelo Zago

    (Department of Economics (University of Verona))

Abstract

We investigate the sources and determinants of output growth of Italian manufacturing firms. Applying stochastic frontier techniques, we decompose output growth into factor accumulation and TFP growth from 1998 to 2003. TFP growth is further decomposed into technological change, efficiency change, and scale effects.We find that both input accumulation and TFP growth are important in explaining output growth. In addition, efficiency change (technological catch-up) is the most significant component of TFP growth. Finally, using a specific formulation of the asymmetric error component, we find that R&D spillovers, banking efficiency and public infrastructures have statistically significant and economically relevant effects on the technological catch-up.

Suggested Citation

  • Francesco Aiello & Camilla Mastromarco & Angelo Zago, 2008. "Be productive or face decline. On the sources and determinants of output growth in Italian manufacturing firms," Working Papers 46/2008, University of Verona, Department of Economics.
    • Handle: RePEc:ver:wpaper:46/2008
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    1. Romer, Paul M, 1986. "Increasing Returns and Long-run Growth," Journal of Political Economy, University of Chicago Press, vol. 94(5), pages 1002-1037, October.
    2. Manning Mark J, 2003. "Finance Causes Growth: Can We Be So Sure?," The B.E. Journal of Macroeconomics, De Gruyter, vol. 3(1), pages 1-24, December.
    3. Leopold Simar & Paul Wilson, 2000. "A general methodology for bootstrapping in non-parametric frontier models," Journal of Applied Statistics, Taylor & Francis Journals, vol. 27(6), pages 779-802.
    4. Caselli, Francesco, 2005. "Accounting for Cross-Country Income Differences," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 9, pages 679-741, Elsevier.
    5. Jith Jayaratne & Philip E. Strahan, 1996. "The Finance-Growth Nexus: Evidence from Bank Branch Deregulation," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 111(3), pages 639-670.
    6. Greenwood, Jeremy & Jovanovic, Boyan, 1990. "Financial Development, Growth, and the Distribution of Income," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 1076-1107, October.
    7. Federico Bonaglia & Eliana La Ferrara & Massimiliano Marcellino, 2000. "Public Capital and Economic Performance: Evidence from Italy," Giornale degli Economisti, GDE (Giornale degli Economisti e Annali di Economia), Bocconi University, vol. 59(2), pages 221-244, September.
    8. Fare,Rolf & Grosskopf,Shawna & Lovell,C. A. Knox, 2008. "Production Frontiers," Cambridge Books, Cambridge University Press, number 9780521072069, September.
    9. Robert G. King & Ross Levine, 1993. "Finance and Growth: Schumpeter Might Be Right," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(3), pages 717-737.
    10. Tallman, Ellis W. & Wang, Ping, 1994. "Human capital and endogenous growth evidence from Taiwan," Journal of Monetary Economics, Elsevier, vol. 34(1), pages 101-124, August.
    11. Levine, Ross, 2005. "Finance and Growth: Theory and Evidence," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 12, pages 865-934, Elsevier.
    12. Raffaello Bronzini & Paolo Piselli, 2006. "Determinants of long-run regional productivity: the role of R&D, human capital and public infrastructure," Temi di discussione (Economic working papers) 597, Bank of Italy, Economic Research and International Relations Area.
    13. Ross Levine & Norman Loayza & Thorsten Beck, 2002. "Financial Intermediation and Growth: Causality and Causes," Central Banking, Analysis, and Economic Policies Book Series, in: Leonardo Hernández & Klaus Schmidt-Hebbel & Norman Loayza (Series Editor) & Klaus Schmidt-Hebbel (Se (ed.),Banking, Financial Integration, and International Crises, edition 1, volume 3, chapter 2, pages 031-084, Central Bank of Chile.
    14. Barro, Robert J, 1990. "Government Spending in a Simple Model of Endogenous Growth," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 103-126, October.
    15. Lucio Picci, 1999. "Productivity and Infrastructure in the Italian Regions," Giornale degli Economisti, GDE (Giornale degli Economisti e Annali di Economia), Bocconi University, vol. 58(3-4), pages 329-353, December.
    16. Ben R. Craig & William E. Jackson & James B. Thomson, 2004. "On SBA-guaranteed lending and economic growth," Working Papers (Old Series) 0403, Federal Reserve Bank of Cleveland.
    17. Luigi Guiso & Paola Sapienza & Luigi Zingales, 2009. "Does Local Financial Development Matter?," Springer Books, in: Damiano Bruno Silipo (ed.), The Banks and the Italian Economy, chapter 0, pages 31-66, Springer.
    18. Reifschneider, David & Stevenson, Rodney, 1991. "Systematic Departures from the Frontier: A Framework for the Analysis of Firm Inefficiency," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 32(3), pages 715-723, August.
    19. Pavitt, Keith, 1984. "Sectoral patterns of technical change: Towards a taxonomy and a theory," Research Policy, Elsevier, vol. 13(6), pages 343-373, December.
    20. Rafael La Porta & Florencio Lopez-de-Silanes & Andrei Shleifer & Robert W. Vishny, 1998. "Law and Finance," Journal of Political Economy, University of Chicago Press, vol. 106(6), pages 1113-1155, December.
    21. Benhabib, Jess & Spiegel, Mark M., 1994. "The role of human capital in economic development evidence from aggregate cross-country data," Journal of Monetary Economics, Elsevier, vol. 34(2), pages 143-173, October.
    22. Riccardo Lucchetti & Luca Papi & Alberto Zazzaro, 2001. "Banks’ Inefficiency and Economic Growth: A Micro‐Macro Approach," Scottish Journal of Political Economy, Scottish Economic Society, vol. 48(4), pages 400-424, September.
    23. Hicks, J. R., 1969. "A Theory of Economic History," OUP Catalogue, Oxford University Press, number 9780198811633.
    24. Parente, Stephen L. & Prescott, Edward C., 2005. "A Unified Theory of the Evolution of International Income Levels," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 21, pages 1371-1416, Elsevier.
    25. Francesco Aiello & Vincenzo Scoppa, 2000. "Uneven Regional Development in Italy: Explaining Differences in Productivity Levels," Giornale degli Economisti, GDE (Giornale degli Economisti e Annali di Economia), Bocconi University, vol. 59(2), pages 270-298, September.
    26. Angelo Zago & Paola Dongili, 2011. "Credit quality and technical efficiency in banking," Empirical Economics, Springer, vol. 40(2), pages 537-558, April.
    27. Levine, Ross, 1999. "Law, Finance, and Economic Growth," Journal of Financial Intermediation, Elsevier, vol. 8(1-2), pages 8-35, January.
    28. Francesco Daveri & Cecilia Jona-Lasinio, 2005. "Italy's Decline: Getting the Facts Right," Giornale degli Economisti, GDE (Giornale degli Economisti e Annali di Economia), Bocconi University, vol. 64(4), pages 365-410, December.
    29. Charnes, A. & Cooper, W. W. & Rhodes, E., 1978. "Measuring the efficiency of decision making units," European Journal of Operational Research, Elsevier, vol. 2(6), pages 429-444, November.
    30. Adriana Di Liberto & Francesco Pigliaru & Roberto Mura, 2008. "How to measure the unobservable: a panel technique for the analysis of TFP convergence," Oxford Economic Papers, Oxford University Press, vol. 60(2), pages 343-368, April.
    31. Bert Balk, 2003. "The Residual: On Monitoring and Benchmarking Firms, Industries, and Economies with Respect to Productivity," Journal of Productivity Analysis, Springer, vol. 20(1), pages 5-47, July.
    32. 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.
    33. Francesco Aiello & Paola Cardamone, 2008. "R&D spillovers and firms’ performance in Italy," Empirical Economics, Springer, vol. 34(1), pages 143-166, February.
    34. Koetter, Michael & Wedow, Michael, 2010. "Finance and growth in a bank-based economy: Is it quantity or quality that matters?," Journal of International Money and Finance, Elsevier, vol. 29(8), pages 1529-1545, December.
    35. van den Broeck, Julien & Koop, Gary & Osiewalski, Jacek & Steel, Mark F. J., 1994. "Stochastic frontier models : A Bayesian perspective," Journal of Econometrics, Elsevier, vol. 61(2), pages 273-303, April.
    36. Holtz-Eakin, Douglas, 1994. "Public-Sector Capital and the Productivity Puzzle," The Review of Economics and Statistics, MIT Press, vol. 76(1), pages 12-21, February.
    37. 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.
    38. Maffezzoli Marco, 2006. "Convergence Across Italian Regions and the Role of Technological Catch-Up," The B.E. Journal of Macroeconomics, De Gruyter, vol. 6(1), pages 1-43, August.
    39. Aschauer, David Alan, 1989. "Does public capital crowd out private capital?," Journal of Monetary Economics, Elsevier, vol. 24(2), pages 171-188, September.
    40. Zvi Griliches, 1998. "Issues in Assessing the Contribution of Research and Development to Productivity Growth," NBER Chapters, in: R&D and Productivity: The Econometric Evidence, pages 17-45, National Bureau of Economic Research, Inc.
    41. Nadiri, M Ishaq & Mamuneas, Theofanis P, 1994. "The Effects of Public Infrastructure and R&D Capital on the Cost Structure and Performance of U.S. Manufacturing Industries," The Review of Economics and Statistics, MIT Press, vol. 76(1), pages 22-37, February.
    42. Oleg Badunenko & Daniel J. Henderson & Valentin Zelenyuk, 2008. "Technological Change and Transition: Relative Contributions to Worldwide Growth During the 1990s," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 70(4), pages 461-492, August.
    43. Greene, William H., 1990. "A Gamma-distributed stochastic frontier model," Journal of Econometrics, Elsevier, vol. 46(1-2), pages 141-163.
    44. Destefanis, Sergio, 2000. "Differenziali territoriali di produttività ed efficienza e sviluppo dualistico [Territorial differences in productivity and efficiency and Italian dualism]," MPRA Paper 62065, University Library of Munich, Germany.
    45. Morrison, Catherine J & Schwartz, Amy Ellen, 1996. "State Infrastructure and Productive Performance," American Economic Review, American Economic Association, vol. 86(5), pages 1095-1111, December.
    46. Subodh Kumar & R. Robert Russell, 2002. "Technological Change, Technological Catch-up, and Capital Deepening: Relative Contributions to Growth and Convergence," American Economic Review, American Economic Association, vol. 92(3), pages 527-548, June.
    47. Krugman, Paul, 1987. "The narrow moving band, the Dutch disease, and the competitive consequences of Mrs. Thatcher : Notes on trade in the presence of dynamic scale economies," Journal of Development Economics, Elsevier, vol. 27(1-2), pages 41-55, October.
    48. Sergio Destefanis & Vania Sena, 2005. "Public capital and total factor productivity: New evidence from the Italian regions, 1970-98," Regional Studies, Taylor & Francis Journals, vol. 39(5), pages 603-617.
    49. Kumbhakar, Subal C & Ghosh, Soumendra & McGuckin, J Thomas, 1991. "A Generalized Production Frontier Approach for Estimating Determinants of Inefficiency in U.S. Dairy Farms," Journal of Business & Economic Statistics, American Statistical Association, vol. 9(3), pages 279-286, July.
    50. Kodde, David A & Palm, Franz C, 1986. "Wald Criteria for Jointly Testing Equality and Inequality Restriction s," Econometrica, Econometric Society, vol. 54(5), pages 1243-1248, September.
    51. Sena, Vania, 2006. "The determinants of firms' performance: Can finance constraints improve technical efficiency?," European Journal of Operational Research, Elsevier, vol. 172(1), pages 311-325, July.
    52. Camilla Mastromarco & Ulrich Woitek, 2006. "Public Infrastructure Investment and Efficiency in Italian Regions," Journal of Productivity Analysis, Springer, vol. 25(1), pages 57-65, April.
    53. Eliana La Ferrara & Massimiliano Marcellino, "undated". "TFP, Costs, and Public Infrastructure: An Equivocal Relationship," Working Papers 176, IGIER (Innocenzo Gasparini Institute for Economic Research), Bocconi University.
    54. Quah, Danny T., 1996. "Empirics for economic growth and convergence," European Economic Review, Elsevier, vol. 40(6), pages 1353-1375, June.
    55. Paola Dongili & Angelo Zago, 2005. "Bad loans and efficiency in Italian Banks," Working Papers 28/2005, University of Verona, Department of Economics.
    56. Emanuela Marrocu & Raffaele Paci, 2010. "The effects of public capital on the productivity of the Italian regions," Applied Economics, Taylor & Francis Journals, vol. 42(8), pages 989-1002.
    57. Baltagi, Badi H & Pinnoi, Nat, 1995. "Public Capital Stock and State Productivity Growth: Further Evidence from an Error Components Model," Empirical Economics, Springer, vol. 20(2), pages 351-359.
    58. Daniel J. Henderson & Subal C. Kumbhakar, 2006. "Public and Private Capital Productivity Puzzle: A Nonparametric Approach," Southern Economic Journal, John Wiley & Sons, vol. 73(1), pages 219-232, July.
    59. 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.
    60. 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.
    61. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
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    Cited by:

    1. Kellermann, Magnus A., 2015. "Total Factor Productivity Decomposition and Unobserved Heterogeneity in Stochastic Frontier Models," Agricultural and Resource Economics Review, Northeastern Agricultural and Resource Economics Association, vol. 44(1), pages 1-25, April.
    2. Mastromarco, Camilla & Zago, Angelo, 2012. "On modeling the determinants of TFP growth," Structural Change and Economic Dynamics, Elsevier, vol. 23(4), pages 373-382.
    3. Giuseppe Albanese & Giuseppe Marinelli, 2013. "Organized Crime and Productivity: Evidence from Firm-Level Data," Rivista italiana degli economisti, Società editrice il Mulino, issue 3, pages 367-394.
    4. Dipanwita Sarkar & Trevor C. Collier, 2019. "Does host-country education mitigate immigrant inefficiency? Evidence from earnings of Australian university graduates," Empirical Economics, Springer, vol. 56(1), pages 81-106, January.
    5. Francesco Aiello & Fernanda Ricotta, 2014. "Firm heterogeneity in productivity across Europe. What explains what?," ERSA conference papers ersa14p808, European Regional Science Association.
    6. Dyah Wulan Sari & Noor Aini Khalifah & Suyanto Suyanto, 2016. "The spillover effects of foreign direct investment on the firms’ productivity performances," Journal of Productivity Analysis, Springer, vol. 46(2), pages 199-233, December.
    7. Francesca Marino, 2013. "The Italian productivity slowdown in a Real Business Cycle perspective," SERIES 0046, Dipartimento di Economia e Finanza - Università degli Studi di Bari "Aldo Moro", revised Apr 2013.
    8. Camilla Mastromarco & Léopold Simar & Valentin Zelenyuk, 2021. "Predicting recessions with a frontier measure of output gap: an application to Italian economy," Empirical Economics, Springer, vol. 60(6), pages 2701-2740, June.
    9. Wang, Jue & Liu, Xiaming & Wei, Yingqi & Wang, Chengang, 2014. "Cultural Proximity and Local Firms’ catch up with Multinational Enterprises," World Development, Elsevier, vol. 60(C), pages 1-13.
    10. Francesco Aiello & Fernanda Ricotta, 2016. "Firm heterogeneity in productivity across Europe: evidence from multilevel models," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 25(1), pages 57-89, January.
    11. Bibhuti Sarker, 2023. "Foreign firms in the industry frontier and productivity convergence: Importance of proximity and firm attributes," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 44(2), pages 906-925, March.
    12. Francesca Marino, 2016. "The Italian productivity slowdown in a Real Business Cycle perspective," International Review of Economics, Springer;Happiness Economics and Interpersonal Relations (HEIRS), vol. 63(2), pages 171-193, June.

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    More about this item

    Keywords

    growth accounting; stochastic frontiers; TFP; R&D spillovers; banking efficiency; infrastructure; Italian manufacturing firms;
    All these keywords.

    JEL classification:

    • O47 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Empirical Studies of Economic Growth; Aggregate Productivity; Cross-Country Output Convergence
    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • H54 - Public Economics - - National Government Expenditures and Related Policies - - - Infrastructures

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