IDEAS home Printed from https://ideas.repec.org/a/eee/ecanpo/v62y2019icp325-341.html
   My bibliography  Save this article

The impact of labour subsidies on total factor productivity and profit per employee

Author

Listed:
  • Mattsson, Pontus

Abstract

Subsidising targeted labour groups is a common intervention to prevent long-term unemployment. Lower expected firm productivity is the motivation for subsidising labour, but all research, with one exception, focuses on other effects while some investigate the total factor productivity (TFP) effects of capital subsidies. This study combines methods that, to the best of my knowledge, have not previously been used together to determine the impacts of labour subsidies on TFP. Further, profit per employee is included as a second outcome. Coarsened exact matching (CEM) is performed on the key variables; difference-in-differences (DiD) is then applied to the matched data. It is found that firms employing workers with wage subsidies experience negative and significant effects on both TFP and profit per employee. Heterogeneity is, however, observed; the only sector to show a deficit in both TFP and profit per employee is wholesale. During the second year with a subsidy, a negative impact can be observed on the profit per employee but not on TFP. The policy conclusion from the analysis is that subsidising individuals from particular groups is necessary to induce firms to hire workers from these groups. However, the time period for which a single firm is subsidised should be considered.

Suggested Citation

  • Mattsson, Pontus, 2019. "The impact of labour subsidies on total factor productivity and profit per employee," Economic Analysis and Policy, Elsevier, vol. 62(C), pages 325-341.
  • Handle: RePEc:eee:ecanpo:v:62:y:2019:i:c:p:325-341
    DOI: 10.1016/j.eap.2018.09.007
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0313592618302078
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.eap.2018.09.007?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Gerfin, Michael & Lechner, Michael & Steiger, Heidi, 2005. "Does subsidised temporary employment get the unemployed back to work? Aneconometric analysis of two different schemes," Labour Economics, Elsevier, vol. 12(6), pages 807-835, December.
    2. Jonas Månsson & A. Quoreshi, 2015. "Evaluating regional cuts in the payroll tax from a firm perspective," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 54(2), pages 323-347, March.
    3. Baghana, Rufin, 2010. "Public R&D Subsidies and Productivity: Evidence from Firm-Level Data in Quebec," MERIT Working Papers 2010-055, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    4. Michael Kremer, 1993. "The O-Ring Theory of Economic Development," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(3), pages 551-575.
    5. Gibbons, Robert & Katz, Lawrence F, 1991. "Layoffs and Lemons," Journal of Labor Economics, University of Chicago Press, vol. 9(4), pages 351-380, October.
    6. Stefan Eriksson & Dan-Olof Rooth, 2014. "Do Employers Use Unemployment as a Sorting Criterion When Hiring? Evidence from a Field Experiment," American Economic Review, American Economic Association, vol. 104(3), pages 1014-1039, March.
    7. Nordström Skans, Oskar & Vikström, Johan & Lombardi, Stefano, 2018. "Wage subsidies, job-displacement and Swedish firms: A comparison between policy systems," Working Paper Series 2018:6, IFAU - Institute for Evaluation of Labour Market and Education Policy.
    8. Richard Harris & Mary Trainor, 2005. "Capital Subsidies and their Impact on Total Factor Productivity: Firm‐Level Evidence from Northern Ireland," Journal of Regional Science, Wiley Blackwell, vol. 45(1), pages 49-74, February.
    9. Bjurek, Hans, 1996. " The Malmquist Total Factor Productivity Index," Scandinavian Journal of Economics, Wiley Blackwell, vol. 98(2), pages 303-313, June.
    10. Bogetoft, Peter & Kromann, Lene, 2018. "Evaluating treatment effects using data envelopment analysis on matched samples: An analysis of electronic information sharing and firm performance," European Journal of Operational Research, Elsevier, vol. 270(1), pages 302-313.
    11. Nicholas Bloom & Benn Eifert & Aprajit Mahajan & David McKenzie & John Roberts, 2013. "Does Management Matter? Evidence from India," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 128(1), pages 1-51.
    12. Matthew Blackwell & Stefano Iacus & Gary King & Giuseppe Porro, 2009. "cem: Coarsened exact matching in Stata," Stata Journal, StataCorp LP, vol. 9(4), pages 524-546, December.
    13. Hung-jen Wang & Peter Schmidt, 2002. "One-Step and Two-Step Estimation of the Effects of Exogenous Variables on Technical Efficiency Levels," Journal of Productivity Analysis, Springer, vol. 18(2), pages 129-144, September.
    14. Pontus Mattsson & Jonas Månsson & Christian Andersson & Fredrik Bonander, 2018. "A bootstrapped Malmquist index applied to Swedish district courts," European Journal of Law and Economics, Springer, vol. 46(1), pages 109-139, August.
    15. Dimitris Skuras & Kostas Tsekouras & Efthalia Dimara & Dimitris Tzelepis, 2006. "The Effects of Regional Capital Subsidies on Productivity Growth: A Case Study of the Greek Food and Beverage Manufacturing Industry," Journal of Regional Science, Wiley Blackwell, vol. 46(2), pages 355-381, May.
    16. Laurits R. Christensen & Dale W. Jorgenson, 1970. "U.S. Real Product And Real Factor Input, 1929–1967," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 16(1), pages 19-50, March.
    17. Montgomery, James D, 1991. "Social Networks and Labor-Market Outcomes: Toward an Economic Analysis," American Economic Review, American Economic Association, vol. 81(5), pages 1407-1418, December.
    18. Boris Bravo-Ureta & William Greene & Daniel Solís, 2012. "Technical efficiency analysis correcting for biases from observed and unobserved variables: an application to a natural resource management project," Empirical Economics, Springer, vol. 43(1), pages 55-72, August.
    19. Heli Koski & Mika Pajarinen, 2015. "Subsidies, the Shadow of Death and Labor Productivity," Journal of Industry, Competition and Trade, Springer, vol. 15(2), pages 189-204, June.
    20. Bernini, Cristina & Pellegrini, Guido, 2011. "How are growth and productivity in private firms affected by public subsidy? Evidence from a regional policy," Regional Science and Urban Economics, Elsevier, vol. 41(3), pages 253-265, May.
    21. Calmfors, Lars & Forslund, Anders & Hemström, Maria, 2002. "Does active labour market policy work? Lessons from the Swedish experiences," Working Paper Series 2002:4, IFAU - Institute for Evaluation of Labour Market and Education Policy.
    22. 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.
    23. Lundberg, Shelly & Rose, Elaina, 2000. "Parenthood and the earnings of married men and women," Labour Economics, Elsevier, vol. 7(6), pages 689-710, November.
    24. Marianne Bertrand & Esther Duflo & Sendhil Mullainathan, 2004. "How Much Should We Trust Differences-In-Differences Estimates?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 119(1), pages 249-275.
    25. Erik Brynjolfsson & Lorin M. Hitt, 2003. "Computing Productivity: Firm-Level Evidence," The Review of Economics and Statistics, MIT Press, vol. 85(4), pages 793-808, November.
    26. Bernini, Cristina & Cerqua, Augusto & Pellegrini, Guido, 2017. "Public subsidies, TFP and efficiency: A tale of complex relationships," Research Policy, Elsevier, vol. 46(4), pages 751-767.
    27. Kumbhakar,Subal C. & Wang,Hung-Jen & Horncastle,Alan P., 2015. "A Practitioner's Guide to Stochastic Frontier Analysis Using Stata," Cambridge Books, Cambridge University Press, number 9781107609464, January.
    28. Lutz Bellmann & Gesine Stephan, 2014. "Which firms use targeted wage subsidies? An empirical note for Germany [Welche Betriebe nutzen Eingliederungszuschüsse in Deutschland?]," Journal for Labour Market Research, Springer;Institute for Employment Research/ Institut für Arbeitsmarkt- und Berufsforschung (IAB), vol. 47(1), pages 165-175, March.
    29. Son Nghiem & Tim Coelli & Scott Barber, 2011. "Sources of Productivity Growth in Health Services: A Case Study of Queensland Public Hospitals," Economic Analysis and Policy, Elsevier, vol. 41(1), pages 37-48, March.
    30. Aki Kangasharju, 2007. "Do Wage Subsidies Increase Employment in Subsidized Firms?," Economica, London School of Economics and Political Science, vol. 74(293), pages 51-67, February.
    31. Domenico Lisi & Miguel A. Malo, 2017. "The impact of temporary employment on productivity [Auswirkungen befristeter Beschäftigung auf die Produktivität]," Journal for Labour Market Research, Springer;Institute for Employment Research/ Institut für Arbeitsmarkt- und Berufsforschung (IAB), vol. 50(1), pages 91-112, August.
    32. László Drechsler, 1973. "Weighting Of Index Numbers In Multilateral International Comparisons," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 19(1), pages 17-34, March.
    33. Bennmarker, Helge & Mellander, Erik & Öckert, Björn, 2009. "Do regional payroll tax reductions boost employment?," Labour Economics, Elsevier, vol. 16(5), pages 480-489, October.
    34. Supawat Rungsuriyawiboon & Tim Coelli, 2004. "Regulatory Reform and Economic Performance in US Electricity Generation," CEPA Working Papers Series WP062004, School of Economics, University of Queensland, Australia.
    35. Lam, Pun-Lee & Lam, Teresa, 2005. "Total factor productivity measures for Hong Kong telephone," Telecommunications Policy, Elsevier, vol. 29(1), pages 53-68, February.
    36. Matz Dahlberg & Anders Forslund, 2005. "Direct Displacement Effects of Labour Market Programmes," Scandinavian Journal of Economics, Wiley Blackwell, vol. 107(3), pages 475-494, September.
    37. Serafica, Ramonette B., 1998. "Was PLDT a natural monopoly?: An economic analysis of pre-reform Philippine telecoms," Telecommunications Policy, Elsevier, vol. 22(4-5), pages 359-370, May.
    38. Yi-Ting Chen & Yu-Chin Hsu & Hung-Jen Wang, 2014. "A Stochastic Frontier Model with an Effect Stochastic Frontier Models with Endogenous Selection," IEAS Working Paper : academic research 14-A006, Institute of Economics, Academia Sinica, Taipei, Taiwan, revised Sep 2015.
    39. Ursula Jaenichen & Gesine Stephan, 2011. "The effectiveness of targeted wage subsidies for hard-to-place workers," Applied Economics, Taylor & Francis Journals, vol. 43(10), pages 1209-1225.
    40. Ricardo Mora & Iliana Reggio, 2015. "didq: A command for treatment-effect estimation under alternative assumptions," Stata Journal, StataCorp LP, vol. 15(3), pages 796-808, September.
    41. William Greene, 2010. "A stochastic frontier model with correction for sample selection," Journal of Productivity Analysis, Springer, vol. 34(1), pages 15-24, August.
    42. Shunsuke Managi, 2010. "Productivity measures and effects from subsidies and trade: an empirical analysis for Japan's forestry," Applied Economics, Taylor & Francis Journals, vol. 42(30), pages 3871-3883.
    43. Kossoudji, Sherrie A, 1988. "English Language Ability and the Labor Market Opportunities of Hispanic and East Asian Immigrant Men," Journal of Labor Economics, University of Chicago Press, vol. 6(2), pages 205-228, April.
    44. Fan, Shenggen & Zhang, Xiaobo, 2002. "Production and Productivity Growth in Chinese Agriculture: New National and Regional Measures," Economic Development and Cultural Change, University of Chicago Press, vol. 50(4), pages 819-838, July.
    45. Diewert, W. E., 1976. "Exact and superlative index numbers," Journal of Econometrics, Elsevier, vol. 4(2), pages 115-145, May.
    46. Pontus Mattsson & Jonas Månsson & Christian Andersson & Fredrik Bonander, 2018. "Correction to: A bootstrapped Malmquist index applied to Swedish district courts," European Journal of Law and Economics, Springer, vol. 46(1), pages 141-142, August.
    47. Iacus, Stefano M. & King, Gary & Porro, Giuseppe, 2012. "Causal Inference without Balance Checking: Coarsened Exact Matching," Political Analysis, Cambridge University Press, vol. 20(1), pages 1-24, January.
    48. Christopher A. Pissarides, 1992. "Loss of Skill During Unemployment and the Persistence of Employment Shocks," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(4), pages 1371-1391.
    49. Michael Pries & Richard Rogerson, 2005. "Hiring Policies, Labor Market Institutions, and Labor Market Flows," Journal of Political Economy, University of Chicago Press, vol. 113(4), pages 811-839, August.
    50. repec:zwi:journl:v:43:y:2012:i:1:p:55-72 is not listed on IDEAS
    51. Deborah A. Cobb‐Clark & Thomas Crossley, 2003. "Econometrics for Evaluations: An Introduction to Recent Developments," The Economic Record, The Economic Society of Australia, vol. 79(247), pages 491-511, December.
    52. 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.
    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. Bearzotti, Enia & Polanec, Sašo & Bartolj, Tjaša, 2023. "The Effects of Subsidies on Firm Size and Productivity," MPRA Paper 118490, University Library of Munich, Germany.

    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. Per J. Agrell & Pontus Mattsson & Jonas Månsson, 2020. "Impacts on efficiency of merging the Swedish district courts," Annals of Operations Research, Springer, vol. 288(2), pages 653-679, May.
    2. Muratbek Baglan & Gershom Endelani Mwalupaso & Xue Zhou & Xianhui Geng, 2020. "Towards Cleaner Production: Certified Seed Adoption and Its Effect on Technical Efficiency," Sustainability, MDPI, vol. 12(4), pages 1-17, February.
    3. Pontus Mattsson & Jonas Månsson & William H. Greene, 2020. "TFP change and its components for Swedish manufacturing firms during the 2008–2009 financial crisis," Journal of Productivity Analysis, Springer, vol. 53(1), pages 79-93, February.
    4. Pontus Mattsson & Jonas Mansson & William H. Greene, 2018. "TFP Change and its Components for Swedish Manufacturing Firms During the 2008-2009 Financial Crisis," Working Papers 18-27, New York University, Leonard N. Stern School of Business, Department of Economics.
    5. Leduc, Elisabeth & Tojerow, Ilan, 2020. "Subsidizing Domestic Services as a Tool to Fight Unemployment: Effectiveness and Hidden Costs," IZA Discussion Papers 13544, Institute of Labor Economics (IZA).
    6. Kamiche Zegarra, J. & Bravo-Ureta, B., 2018. "Are users of market information efficient? A stochastic production frontier model corrected by sample selection," 2018 Conference, July 28-August 2, 2018, Vancouver, British Columbia 275870, International Association of Agricultural Economists.
    7. Chen, Xiaoqing & Kerstens, Kristiaan & Tsionas, Mike, 2024. "Does productivity change at all in Swedish district courts? Empirical analysis focusing on horizontal mergers," Socio-Economic Planning Sciences, Elsevier, vol. 91(C).
    8. Bravo-Ureta, Boris E. & Jara-Rojas, Roberto & Lachaud, Michee A. & Moreira L., Victor H. & Scheierling, Susanne M., 2015. "Water and Farm Efficiency: Insights from the Frontier Literature," 2015 AAEA & WAEA Joint Annual Meeting, July 26-28, San Francisco, California 206076, Agricultural and Applied Economics Association.
    9. Rudinskaya, T. & Náglová, Z., 2018. "Impact of Subsidies on Technical Efficiency of Meat Processing Companies," AGRIS on-line Papers in Economics and Informatics, Czech University of Life Sciences Prague, Faculty of Economics and Management, vol. 10(1).
    10. Bernini, Cristina & Cerqua, Augusto & Pellegrini, Guido, 2017. "Public subsidies, TFP and efficiency: A tale of complex relationships," Research Policy, Elsevier, vol. 46(4), pages 751-767.
    11. Won-Sik Hwang & Ho-Sung Kim, 2022. "Does the adoption of emerging technologies improve technical efficiency? Evidence from Korean manufacturing SMEs," Small Business Economics, Springer, vol. 59(2), pages 627-643, August.
    12. Boris E. Bravo‐Ureta & Mario González‐Flores & William Greene & Daniel Solís, 2021. "Technology and Technical Efficiency Change: Evidence from a Difference in Differences Selectivity Corrected Stochastic Production Frontier Model," American Journal of Agricultural Economics, John Wiley & Sons, vol. 103(1), pages 362-385, January.
    13. Štefan Bojnec & Sabina Žampa, 2021. "Subsidies and Economic and Financial Performance of Enterprises," JRFM, MDPI, vol. 14(11), pages 1-16, October.
    14. Ang, Frederic & Kerstens, Pieter Jan, 2017. "Decomposing the Luenberger–Hicks–Moorsteen Total Factor Productivity indicator: An application to U.S. agriculture," European Journal of Operational Research, Elsevier, vol. 260(1), pages 359-375.
    15. Markose Chekol Zewdie & Michele Moretti & Daregot Berihun Tenessa & Zemen Ayalew Ayele & Jan Nyssen & Enyew Adgo Tsegaye & Amare Sewnet Minale & Steven Van Passel, 2021. "Agricultural Technical Efficiency of Smallholder Farmers in Ethiopia: A Stochastic Frontier Approach," Land, MDPI, vol. 10(3), pages 1-17, March.
    16. Subal C. Kumbhakar & Christopher F. Parmeter & Valentin Zelenyuk, 2022. "Stochastic Frontier Analysis: Foundations and Advances I," Springer Books, in: Subhash C. Ray & Robert G. Chambers & Subal C. Kumbhakar (ed.), Handbook of Production Economics, chapter 8, pages 331-370, Springer.
    17. Matthias Collischon & Kamila Cygan-Rehm & Regina T. Riphahn, 2021. "Employment effects of payroll tax subsidies," Small Business Economics, Springer, vol. 57(3), pages 1201-1219, October.
    18. Antony Andrews & Omphile Temoso & Sean Kimpton, 2021. "Persistent and Transient Inefficiency of Australian States and Territories in Providing Public Hospital Services: An Application of Bayesian Stochastic Finite Mixture Frontier Analysis," Economic Papers, The Economic Society of Australia, vol. 40(2), pages 104-115, June.
    19. Fox, Kevin J. & Grafton, R. Quentin & Kirkley, James & Squires, Dale, 2003. "Property rights in a fishery: regulatory change and firm performance," Journal of Environmental Economics and Management, Elsevier, vol. 46(1), pages 156-177, July.
    20. Magambo, Isaiah & Dikgang, Johane & Gelo, Dambala & Tregenna, Fiona, 2021. "Environmental and Technical Efficiency in Large Gold Mines in Developing Countries," MPRA Paper 108068, University Library of Munich, Germany.

    More about this item

    Keywords

    Coarsened exact matching (CEM); Difference-in-differences (DiD); Profit per employee; Subsidised employment; Törnqvist TFP index;
    All these keywords.

    JEL classification:

    • C43 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - Index Numbers and Aggregation
    • D24 - Microeconomics - - Production and Organizations - - - Production; Cost; Capital; Capital, Total Factor, and Multifactor Productivity; Capacity
    • J08 - Labor and Demographic Economics - - General - - - Labor Economics Policies
    • J23 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Labor Demand
    • O38 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Government Policy

    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:eee:ecanpo:v:62:y:2019:i:c:p:325-341. 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: Catherine Liu (email available below). General contact details of provider: http://www.journals.elsevier.com/economic-analysis-and-policy .

    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.