O’Mahony, Mary and Peng, Fei (2011): Intangible training capital and productivity in Europe.
Preview |
PDF
MPRA_paper_38648.pdf Download (984kB) | Preview |
Abstract
This paper employs industry data, derived from linking the EU LFS to productivity accounts from EU KLEMS, to examine workforce training and productivity in European Union original members states. Training activities are modelled as intangible investments by firms and cumulated to stocks so their impact can be evaluated within a production function framework, including links to the use of information and communications technology (ICT). The results suggest significantly positive effects of training on productivity, both direct and interacted with ICT, with different impacts in services than in production industries. These results are robust to the use of instrumental variables methods, both lagged instruments and a set of variables that capture features of the operation of labour markets.
Item Type: | MPRA Paper |
---|---|
Original Title: | Intangible training capital and productivity in Europe |
Language: | English |
Keywords: | Training, Intangible Capital, EUKLEMS, EU LFS |
Subjects: | M - Business Administration and Business Economics ; Marketing ; Accounting ; Personnel Economics > M5 - Personnel Economics > M53 - Training J - Labor and Demographic Economics > J2 - Demand and Supply of Labor > J24 - Human Capital ; Skills ; Occupational Choice ; Labor Productivity D - Microeconomics > D2 - Production and Organizations > D24 - Production ; Cost ; Capital ; Capital, Total Factor, and Multifactor Productivity ; Capacity |
Item ID: | 38648 |
Depositing User: | Fei Peng |
Date Deposited: | 09 May 2012 00:46 |
Last Modified: | 27 Sep 2019 14:25 |
References: | Acemoglu, Daron (1998). “Why do new technologies complement skills? Directed technical change and wage inequality.” Quarterly Journal of Economics, 113, 4, 1055-1089. Arellano, Manuel, and Stephen Bond (1991). “Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations.” Review of Economic Studies, 58, 2, 277-97. Autor, David H, Lawrence F Katz, and Alan B Krueger (1998). “Computing Inequality: Have Computers Changed the Labour Market?” Quarterly Journal of Labour Economics, 113, 4, 1169-1213. Baldwin, Timothy T, and J. Kevin Ford (1988). “Transfer of Training: A Review and Directions for Future Research.” Personnel Psychology, 41, 1, 63-105. Baldwin, John, Wulong Gu, Amélie Lafrance, and Ryan Macdonald. (2008), “Intangible capital in Canada: R&D, Innovation, Brand and Mining, Oil and Gas Exploration expenditures.” paper presented to the 2008 IARIW conference, Slovenia, Statistics Canada. Bartel, Ann P, and Frank R Lichtenberg (1987). “The Comparative Advantage of Educated Workers in Implementing New Technologies.” Review of Economics and Statistics, 69, 1, 1-11. Bartel, Ann P (1994). “Productivity Gains from the Implementation of Employee Training Programmes.” Industrial Relations, 33, 4, 411-425. Baum, Christopher F, Mark E Schaffer, and Steven Stillman (2003). “Instrumental variables and GMM: Estimation and testing,” Stata Journal, StataCorp LP, vol. 3, 1, 1-31. Bertschek, Irene, and Ulrich Kaiser (2004). “Productivity effects of organisational change: Microeconometric evidence.” Management Science, 50, 3, 394-404. Black, Sandra E, and Lisa M Lynch (1996). “Human capital investments and productivity.” American Economic Review, 86, 2, 263-267. Black, Sandra E, and Lisa M Lynch (2001). “How to Compete: The Impact of Workplace Practices and Information Technology on Productivity.” The Review of Economics and Statistics, 83, 3, 434-445. Bresnahan, Timothy F, Erik Brynjolfsson, and Lorin M Hitt (2002). “Information Technology, Workplace Organization, and the Demand for Skilled Labor: Firm-Level Evidence.” Quarterly Journal of Economics, 117, 1, 339 – 376. Brynjolfsson, Erik, Lorin M Hitt, , and ShinkYu Yang (2002). “Intangible Assets: Computers and Organisational Capital.” Brookings paper on Economic Activity, 1, 137-181. Card, David (2001). “Estimating the Return to Schooling: Progress on Some Persistent Econometric Problems”, Econometrica, 69, 5, 1127–1160. Carmichael, Fiona, Marco Ercolani, Lili Kang, Yasheng Maimaiti, Mary O’Mahony, Fei Peng, and Catherine Robinson (2009). “Education, Training and Productivity.” Report for the European Commission, University of Birmingham Carmichael, Fiona, and Marco Ercolani (2010). “Age-training gaps in the European Union: Evidence from the European Labour Force Surveys 2004-2007.” Paper presented at CREW conference, University of Birmingham Conti, Gabriella (2005). “Training, productivity and wages in Italy.” Labour Economics, 12, 4, 557-576. Corrado, Carol, Charles Hulten, and Daniel Sichel (2005). “Intangible Capital and Economic Growth.Measuring capital and technology: an expanded framework in C. Corrado, C. Hulten and D. Sichel eds, Measuring Capital in the New Economy, Studies in Income and Wealth Vol. 65, Chicago, The University of Chicago Press. Corrado, Carol, Charles Hulten, and Daniel Sichel (2006). “Intangible Capital and Economic Growth.” NBER Working Paper 11948. Dearden, Lorraine, Howard Reed, and John van Reenen (2006). “The Impact of Training on Productivity and Wages: Evidence from British Panel Data.” Oxford Bulletin of Economics and Statistics, 68, 4, 397-421. Dreher, Axel, and Martin Gassebner (2007). “Greasing the wheels of entrepreneurship? The impact of regulations and corruption on firm entry.” CESifo Working Paper No 2013. Durlauf, Steven N, Paul A Johnson, and Jonathan R. W Temple (2005). “Growth Econometrics.” in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 8, pp 555-677, Elsevier Friedrich, Robert J. (1982). “In Defense of Multiplicative Terms in Multiple Regression Equations.” American Journal of Poltical Science, 26, 4, 797-833. Fukao, Kyoji, Sumio Hamagata, Tsutomu Miyagawa, and Konomi Tonogi (2007). “Intangible Investment in Japan: Measurement and Contribution to Economic Growth” Discussion papers 07034, Research Institute of Economy, Trade and Industry (RIETI). Giorgio-Marrano, Mauro, and Jonathan Haskel (2006). “How much does the UK invest in intangible assets?” Dept of Economics, working paper No. 578, Queen Mary University of London. Giorgio-Marrano, Mauro, Jonathan Haskel, and Gavin Wallis (2007). “What happened to the knowledge economy? ICT, intangible investment and Britain’s productivity record revisited.” Dept of Economics, working paper No. 603, Queen Mary University of London. Griliches, Zvi. and Jerry A Hausman (1986). “Errors in Variables in Panel Data.” Journal of Econometrics, 31, 93–118. Hempell, Thomas, and Thomas Zwick (2008). “New Technology, Work Organisation, and Innovation”, Economics of Innovation and New Technology, 17, 4, 331-354. Inklaar, Robert C, and Marcel Timmer (2008). “GGDC Productivity Level Database: International Comparisons of Output, Inputs and Productivity at the Industry Level”, Groningen Growth and Development Centre Research Memorandum GD-104, Groningen: University of Groningen. Jalava, Jukka, Pirkko Aulin-Amhavarra, and Aku Alanen. (2007). “Intangible capital in the Finnish Business sector, 1975-2005”. ETLA - The Research Institute of the Finnish Economy, discussion paper no. 1103 Jona-Lasinio, Cecilia, Massimiliano Iommi, and Felix Roth (2009). “Report on gathering information and estimations for the Innodrive project – macro approach.” mimeo, Innodrive project. Jorgenson, Dale W.. and Barbara M Fraumeni (1992). “The Output of the Education Sector.” in Zvi Griliches ed. Output Measurement in the Services Sector, University of Chicago Press, Chicago. Kahn, James A. and Lim, Jong-Soo (1998). Skill labour augmenting technical progress in U.S. manufacturing. Quarterly Journal of Economics 113, 1281-1308. Krueger, Alan, and Cecilia Rouse (1998). “The effect of workplace education on earnings, turnover and job performance.” Journal of Labor Economics, 16, 1, 61-94 Lewis, Ethan (2005). “Immigration, skill mix and the choice of technique. ” Centre for Economic Studies, US Census Bureau Working Paper no. 05-04. MacDonald, Ronald, Aderbal Damasceno, and Flávio Vieira, (2010). “The role of institutions in cross-section income and panel data growth models: a deeper investigation on the weakness and proliferation of instruments.” Working Papers Department of Economics, University of Glasgow. Machin, Stephen, and John Van Reenen (1998). “Technology and changes in skill structure: evidence from seven OECD countries.” Quarterly Journal of Economics, 113, 4, 1215-44. O’Mahony, Mary (2010). “Human Capital Formation and Continuous Training: Evidence for EU countries.” paper presented to the IARIW conference, St Gallen, Switzerland. O’Mahony, Mary, and Bart van Ark (2003), editors, EU Productivity and Competitiveness: A Sectoral Perspective. Can Europe Resume the Catching-up Process? The European Commission, November O’Mahony, Mary, and Marcel P Timmer (2009). “Output, Input and Productivity Measures at the Industry Level: the EU KLEMS Database.” Economic Journal, 119 (June), F374–F403 Potrafke, Niklas (2009). “Did globalization restrict partisan politics? An empirical evaluation of social expenditures in a panel of OECD countries.” Public Choice 140: 105–124 Salas, Eduardo, and Janis A Cannon-Bowers (2001). “The science of training: A decade of progress.” Annual Review of Psychology, 52: pp. 471–499 Staiger, Douglas, and James H Stock (1997). “Instrumental Variables with Weak Instruments.” Econometrica, 65, 3, 557–586. Timmer, Marcel P, Mary O’Mahony, and Bart van Ark (2007). EU KLEMS Growth And Productivity Account: An Overview, March, available at www.euklems.net Timmer, Marcel P, Robert C Inklaar, Mary O’Mahony, and Bart van Ark (2009). “The European Economy in Comparative Perspective, forthcoming, Cambridge University Press. van Ark, Bart, Mary O’Mahony, and Marcel P Timmer (2008). “The productivity gap between Europe and the U.S.: Trends and causes.” Journal of Economic Perspectives, 22, 1, 25–44. van Rooijen-Horsten, Myriam, Dirk van den Bergen, and Murat Tanriseven (2008). “Intangible capital in the Netherlands: A benchmark.” Statistics Netherlands, Discussion paper no. 08001. Vignoles, Anna, Fernando Galindo-Rueda, and Leon Feinstein (2004). “The labour market impact of adult education and training: A cohort analysis.” Scottish Journal of Political Economy, 51, 2, 266-280. Weesie, Jeroen (1999). “sg121: Seemingly unrelated estimation and the cluster-adjusted sandwich estimator.” Stata Technical Bulletin 52: 34–47. Reprinted in Stata Technical Bulletin Reprints, vol. 9, pp. 231–248. College Station, TX: Stata Press. Zwick, Thomas (2006). “The Impact of Training Intensity on Establishment Productivity.” Industrial Relations, 45, 1, 26-46. |
URI: | https://mpra.ub.uni-muenchen.de/id/eprint/38648 |