Be productive or face decline. On the sources and determinants of output growth in Italian manufacturing firms
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.Download Info
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Paper provided by University of Verona, Department of Economics in its series Working Papers with number 46/2008.Length: 33
Date of creation: Mar 2008
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Handle: RePEc:ver:wpaper:46/2008
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Keywords: growth accounting; stochastic frontiers; TFP; R&D spillovers; banking efficiency; infrastructure; Italian manufacturing firms;Other versions of this item:
- Francesco Aiello & Camilla Mastromarco & Angelo Zago, 2011. "Be productive or face decline. On the sources and determinants of output growth in Italian manufacturing firms," Empirical Economics, Springer, vol. 41(3), pages 787-815, December.
- O47 - Economic Development, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Measurement of Economic Growth; Aggregate Productivity; Cross-Country Output Convergence
- C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Longitudinal Data; Spatial Time Series
- 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
References
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- Romer, Paul M, 1986. "Increasing Returns and Long-run Growth," Journal of Political Economy, University of Chicago Press, vol. 94(5), pages 1002-37, October.
- Mark J. Manning, 2003. "Finance Causes Growth: Can We Be So Sure?," The B.E. Journal of Macroeconomics, De Gruyter, vol. 0(1), pages 12.
- Lucchetti, Riccardo & Papi, Luca & Zazzaro, Alberto, 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.
- Riccardo Lucchetti & Luca Papi & Alberto Zazzaro, 2001. "Banks´ Inefficiency and Economic Growth A Micro-Macro Approach," Development Working Papers 153, Centro Studi Luca d\'Agliano, University of Milano.
- Riccardo Lucchetti & Luca Papi & Alberto Zazzaro, 2000. "Banks' inefficiency and economic growth: a micro-macro approach," Heterogeneity and monetary policy 0004, Universita di Modena e Reggio Emilia, Dipartimento di Economia Politica.
- Leopold Simar & Paul Wilson, 2000.
"A general methodology for bootstrapping in non-parametric frontier models,"
Journal of Applied Statistics,
Taylor and Francis Journals, vol. 27(6), pages 779-802.
- Simar, L. & Wilson, P.W., 1998. "A General Methodology for Bootstrapping in Nonparametric Frontier Models," Papers 9811, Catholique de Louvain - Institut de statistique.
- 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.
- SIMAR, Léopold & WILSON, Paul, 1995. "Sensitivity Analysis to Efficiency Scores : How to Bootstrap in Nonparametric Frontier Models," CORE Discussion Papers 1995043, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
- 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.
- Greenwood, J. & Jovanovic, B., 1988. "Financial Development, Growth, And The Distribution Of Income," RCER Working Papers 131, University of Rochester - Center for Economic Research (RCER).
- Greenwood, J. & Jovanovic, B., 1990. "Financial Development, Growth, And The Distribution Of Income," University of Western Ontario, The Centre for the Study of International Economic Relations Working Papers 9002, University of Western Ontario, The Centre for the Study of International Economic Relations.
- Jeremy Greenwood & Boyan Jovanovic, 1989. "Financial Development, Growth, and the Distribution of Income," NBER Working Papers 3189, National Bureau of Economic Research, Inc.
- Greenwood, Jeremy & Jovanovic, Boyan, 1988. "Financial Development, Growth, And The Distribution Of Income," Working Papers 88-12, C.V. Starr Center for Applied Economics, New York University.
- Marco Maffezzoli, 2004.
"Convergence Across Italian Regions and the Role of Technological Catch-Up,"
Working Papers
274, IGIER (Innocenzo Gasparini Institute for Economic Research), Bocconi University.
- Marco Maffezzoli, 2006. "Convergence Across Italian Regions and the Role of Technological Catch-Up," The B.E. Journal of Macroeconomics, De Gruyter, vol. 0(1), pages 15.
- Aschauer, David Alan, 1989.
"Does public capital crowd out private capital?,"
Journal of Monetary Economics,
Elsevier, vol. 24(2), pages 171-188, September.
- David Aschauer, 1988. "Does public capital crowd out private capital?," Staff Memoranda 88-10, Federal Reserve Bank of Chicago.
- 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.
- Federico Bonaglia & Eliana La Ferrara & Massimiliano Marcellino, . "Public Capital and Economic Performance: Evidence from Italy," Working Papers 163, IGIER (Innocenzo Gasparini Institute for Economic Research), Bocconi University.
- 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 (S (ed.), Banking, Financial Integration, and International Crises, edition 1, volume 3, chapter 2, pages 031-084
Central Bank of Chile.
- Levine, Ross & Loayza, Norman & Beck, Thorsten, 2000. "Financial intermediation and growth: Causality and causes," Journal of Monetary Economics, Elsevier, vol. 46(1), pages 31-77, August.
- Thorsten Beck & Ross Levine & Norman Loayza, 1999. "Financial Intermediation and Growth: Causality and Causes," Working Papers Central Bank of Chile 56, Central Bank of Chile.
- Beck, T.H.L. & Levine, R. & Loayza, N., 2000. "Financial intermediation and growth: Causality and causes," Open Access publications from Tilburg University urn:nbn:nl:ui:12-3125519, Tilburg University.
- Levine, Ross & Loayza, Norman & Beck, Thorsten, 1999. "Financial intermediation and growth : Causality and causes," Policy Research Working Paper Series 2059, The World Bank.
- Oleg Badunenko & Daniel J. Henderson & Valentin Zelenyuk, 2007.
"Technological Change and Transition: Relative Contributions to Worldwide Growth during the 1990s,"
Discussion Papers of DIW Berlin
740, DIW Berlin, German Institute for Economic Research.
- 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, 08.
- King, Robert G. & Levine, Ross, 1993.
"Finance and growth : Schumpeter might be right,"
Policy Research Working Paper Series
1083, The World Bank.
- King, Robert G & Levine, Ross, 1993. "Finance and Growth: Schumpeter Might Be Right," The Quarterly Journal of Economics, MIT Press, vol. 108(3), pages 717-37, August.
- 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.
- F. Daveri & C. Jona-Lasinio, 2006. "Italy’s decline: getting the facts right," Economics Department Working Papers 2006-EP01, Department of Economics, Parma University (Italy).
- Francesco Daveri & Cecilia Jona-Lasinio, 2005. "Italy’s Decline: Getting the Facts Right," Working Papers 301, IGIER (Innocenzo Gasparini Institute for Economic Research), Bocconi University.
- Greene, William H., 1990. "A Gamma-distributed stochastic frontier model," Journal of Econometrics, Elsevier, vol. 46(1-2), pages 141-163.
- 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.
- Koop, Gary & Osiewalski, Jacek & Steel, Mark F.J. & Broeck, Julien Van den, . "Stochastic frontier models: a bayesian perspective," Open Access publications from Universidad Carlos III de Madrid info:hdl:10016/2823, Universidad Carlos III de Madrid.
- La Porta, Rafael & Lopez-de-Silanes, Florencio & Shleifer, Andrei & Vishny, Robert W., 1998.
"Law and Finance,"
Scholarly Articles
3451310, Harvard University Department of Economics.
- 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.
- Rafael LaPorta & Florencio Lopez de-Silanes & Andrei Shleifer & Robert W. Vishny, 1996. "Law and Finance," Harvard Institute of Economic Research Working Papers 1768, Harvard - Institute of Economic Research.
- Rafael La Porta & Florencio Lopez-de-Silane & Andrei Shleifer & Robert W. Vishny, 1996. "Law and Finance," NBER Working Papers 5661, National Bureau of Economic Research, Inc.
- Ellis W. Tallman & Ping Wang, 1990.
"Human capital and endogenous growth: evidence from Taiwan,"
Working Paper
90-9, Federal Reserve Bank of Atlanta.
- 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.
- 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.
- Catherine J. Morrison & Amy Ellen Schwartz, 1992. "State Infrastructure and Productive Performance," NBER Working Papers 3981, National Bureau of Economic Research, Inc.
- 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.
- 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.
- Barro, R.J., 1988.
"Government Spending In A Simple Model Of Endogenous Growth,"
RCER Working Papers
130, University of Rochester - Center for Economic Research (RCER).
- 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 S103-26, October.
- Robert J. Barro, 1991. "Government Spending in a Simple Model of Endogenous Growth," NBER Working Papers 2588, National Bureau of Economic Research, Inc.
- Barro, Robert J., 1990. "Government Spending in a Simple Model of Endogeneous Growth," Scholarly Articles 3451296, Harvard University Department of Economics.
- Lucio Picci, 1995.
"Productivity and Infrastructure in the Italian Regions,"
Working Papers
230, Dipartimento Scienze Economiche, Universita' di Bologna.
- 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.
- 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.
- Guiso, Luigi & Sapienza, Paola & Zingales, Luigi, 2002.
"Does Local Financial Development Matter?,"
CEPR Discussion Papers
3307, C.E.P.R. Discussion Papers.
- Luigi Guiso & Paola Sapienza & Luigi Zingales, 2004. "Does Local Financial Development Matter?," The Quarterly Journal of Economics, MIT Press, vol. 119(3), pages 929-969, August.
- Luigi Guiso & Paola Sapienza & Luigi Zingales, 2002. "Does Local Financial Development Matter?," NBER Working Papers 8923, National Bureau of Economic Research, Inc.
- Sergio Destefanis & Vania Sena, 2005. "Public capital and total factor productivity: New evidence from the Italian regions, 1970-98," Regional Studies, Taylor and Francis Journals, vol. 39(5), pages 603-617.
- 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 715-23, August.
- Pavitt, Keith, 1984. "Sectoral patterns of technical change: Towards a taxonomy and a theory," Research Policy, Elsevier, vol. 13(6), pages 343-373, December.
- King, Robert G. & Levine, Ross, 1993.
"Finance and growth : Schumpeter might be right,"
Policy Research Working Paper Series
1083, The World Bank.
- King, Robert G & Levine, Ross, 1993. "Finance and Growth: Schumpeter Might Be Right," The Quarterly Journal of Economics, MIT Press, vol. 108(3), pages 717-37, August.
- 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 279-86, July.
- Kodde, David A & Palm, Franz C, 1986.
"Wald Criteria for Jointly Testing Equality and Inequality Restriction s,"
Econometrica,
Econometric Society, vol. 54(5), pages 1243-48, September.
- Kodde, David A. & Palm, Franz C., 1986. "Wald criteria for jointly testing equality and inequality restrictions," Open Access publications from Maastricht University urn:nbn:nl:ui:27-5750, Maastricht University.
- Hicks, J. R., 1969. "A Theory of Economic History," OUP Catalogue, Oxford University Press, number 9780198811633, September.
- 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.
- 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.
- Adriana Di Liberto & Roberto Mura & Francesco Pigliaru, 2005. "How to Measure the Unobservable: A Panel Technique for the Analysis of TFP Convergence," Working Papers 2005.16, Fondazione Eni Enrico Mattei.
- A. Di Liberto & F. Pigliaru & R. Mura, 2004. "How to measure the unobservable: a panel technique for the analysis of TFP convergence," Working Paper CRENoS 200405, Centre for North South Economic Research, University of Cagliari and Sassari, Sardinia.
- Angelo Zago & Paola Dongili, 2011. "Credit quality and technical efficiency in banking," Empirical Economics, Springer, vol. 40(2), pages 537-558, April.
- Camilla Mastromarco & Ulrich Woitek, 2006. "Public Infrastructure Investment and Efficiency in Italian Regions," Journal of Productivity Analysis, Springer, vol. 25(1), pages 57-65, 04.
- Levine, Ross, 1999. "Law, Finance, and Economic Growth," Journal of Financial Intermediation, Elsevier, vol. 8(1-2), pages 8-35, January.
- Daniel J. Henderson & Subal C. Kumbhakar, 2006. "Public and Private Capital Productivity Puzzle: A Nonparametric Approach," Southern Economic Journal, Southern Economic Association, vol. 73(1), pages 219â232, July.
- Quah, Danny T., 1996. "Empirics for economic growth and convergence," European Economic Review, Elsevier, vol. 40(6), pages 1353-1375, June.
- 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.
- Emanuela Marrocu & Raffaele Paci, 2010.
"The effects of public capital on the productivity of the Italian regions,"
Applied Economics,
Taylor and Francis Journals, vol. 42(8), pages 989-1002.
- E. Marrocu & R. Paci, 2006. "The effects of public capital on the productivity of the Italian regions," Working Paper CRENoS 200613, Centre for North South Economic Research, University of Cagliari and Sassari, Sardinia.
- 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 351-59.
- 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 325-32.
- 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.
- Koetter, Michael & Wedow, Michael, 2005. "Finance and growth in a bank-based economy: is it quantity or quality that matters?," Discussion Paper Series 2: Banking and Financial Studies 2006,02, Deutsche Bundesbank, Research Centre.
- 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.
- 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.
- Francesco Aiello & Paola Cardamone, 2008. "R&D spillovers and firms’ performance in Italy," Empirical Economics, Springer, vol. 34(1), pages 143-166, February.
- 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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