IDEAS home Printed from https://ideas.repec.org/a/bla/worlde/v45y2022i7p2222-2250.html
   My bibliography  Save this article

Productivity and wage effects of firm‐level upstreamness: Evidence from Belgian linked panel data

Author

Listed:
  • Benoît Mahy
  • François Rycx
  • Guillaume Vermeylen
  • Mélanie Volral

Abstract

This paper is the first to estimate the impact of a direct measurement of firm‐level upstreamness (i.e. the steps—weighted distance—before the production of a firm meets either domestic or foreign final demand) on productivity and wage costs. To this end, we merged detailed Belgian linked panel data, covering all years from 2002 to 2010, with a unique dataset containing accurate information on the yearly position of each firm in the value chain. We rely on the methodological framework pioneered by Hellerstein et al. (Journal of Labor Economics, 1999, 17, 409) to estimate panel data models at the firm level. Controlling for key worker and firm characteristics, our GMM‐SYS and FE‐IV estimates show that firms positioned more upstream (i.e. further away from the final consumer) create more value. Our results also indicate that the impact of firm‐level upstreamness is stronger on productivity than on wage costs, which implies that profitability is fostered. More precisely, in line with Belgium's strong labour market institutions, our estimates suggest that the productivity gains associated with upstreamness are shared almost equally between wages and profits.

Suggested Citation

  • Benoît Mahy & François Rycx & Guillaume Vermeylen & Mélanie Volral, 2022. "Productivity and wage effects of firm‐level upstreamness: Evidence from Belgian linked panel data," The World Economy, Wiley Blackwell, vol. 45(7), pages 2222-2250, July.
  • Handle: RePEc:bla:worlde:v:45:y:2022:i:7:p:2222-2250
    DOI: 10.1111/twec.13227
    as

    Download full text from publisher

    File URL: https://doi.org/10.1111/twec.13227
    Download Restriction: no

    File URL: https://libkey.io/10.1111/twec.13227?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
    ---><---

    References listed on IDEAS

    as
    1. Giulio Buciuni & Giancarlo Coro' & Stefano Micelli, 2014. "Rethinking the role of manufacturing in global value chains: an international comparative study in the furniture industry," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 23(4), pages 967-996.
    2. Sabien Dobbelaere & Mark Vancauteren, 2014. "Market imperfections, skills and total factor productivity : Firm-level evidence on Belgium and the Netherlands," Working Paper Research 267, National Bank of Belgium.
    3. Therry Lallemand & François Rycx, 2006. "Establishment Size and the Dipsersion of Wages: Evidence from european Countries," Applied Economics Quarterly (formerly: Konjunkturpolitik), Duncker & Humblot, Berlin, vol. 52(4), pages 309-336.
    4. Pol Antràs & Davin Chor, 2013. "Organizing the Global Value Chain," Econometrica, Econometric Society, vol. 81(6), pages 2127-2204, November.
    5. Laura Alfaro & Pol Antràs & Davin Chor & Paola Conconi, 2019. "Internalizing Global Value Chains: A Firm-Level Analysis," Journal of Political Economy, University of Chicago Press, vol. 127(2), pages 508-559.
    6. Hansen, Lars Peter, 1982. "Large Sample Properties of Generalized Method of Moments Estimators," Econometrica, Econometric Society, vol. 50(4), pages 1029-1054, July.
    7. I. Sebastian Buhai & Elena Cottini & Niels Westergaard‐Nielsen, 2017. "How Productive Is Workplace Health and Safety?," Scandinavian Journal of Economics, Wiley Blackwell, vol. 119(4), pages 1086-1104, October.
    8. Alessia Matano & Paolo Naticchioni, 2017. "The Extent of Rent Sharing along the Wage Distribution," British Journal of Industrial Relations, London School of Economics, vol. 55(4), pages 751-777, December.
    9. Stephen Bond & Måns Söderbom, 2005. "Adjustment Costs and the Identification of Cobb Douglas Production Functions," Economics Papers 2005-W04, Economics Group, Nuffield College, University of Oxford.
    10. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
    11. Kampelmann, Stephan & Rycx, François, 2011. "Does Institutional Diversity Account for Pay Rules in Germany and Belgium?," IZA Discussion Papers 6010, Institute of Labor Economics (IZA).
    12. David Roodman, 2009. "How to do xtabond2: An introduction to difference and system GMM in Stata," Stata Journal, StataCorp LP, vol. 9(1), pages 86-136, March.
    13. Robert C. Feenstra & Gordon H. Hanson, 1999. "The Impact of Outsourcing and High-Technology Capital on Wages: Estimates For the United States, 1979–1990," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(3), pages 907-940.
    14. Philip Du Caju & François Rycx & Ilan Tojerow, 2011. "Inter‐Industry Wage Differentials: How Much Does Rent Sharing Matter?," Manchester School, University of Manchester, vol. 79(4), pages 691-717, July.
    15. Alessandro Manello & Giuseppe G. Calabrese & Piercarlo Frigero, 2016. "Technical efficiency and productivity growth along the automotive value chain: evidence from Italy," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 25(2), pages 245-259.
    16. Hervé Le Bihan & Jérémi Montornès & Thomas Heckel, 2012. "Sticky Wages: Evidence from Quarterly Microeconomic Data," American Economic Journal: Macroeconomics, American Economic Association, vol. 4(3), pages 1-32, July.
    17. Feenstra, Robert C & Hanson, Gordon H, 1996. "Globalization, Outsourcing, and Wage Inequality," American Economic Review, American Economic Association, vol. 86(2), pages 240-245, May.
    18. Thierry Lallemand & Robert Plasman & François Rycx, 2007. "The establishment-size wage premium: evidence from European countries," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 34(5), pages 427-451, December.
    19. Francesco Devicienti & Elena Grinza & Davide Vannoni, 2018. "The impact of part-time work on firm productivity: evidence from Italy," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 27(2), pages 321-347.
    20. Chor, Davin & Manova, Kalina & Yu, Zhihong, 2021. "Growing like China: Firm performance and global production line position," Journal of International Economics, Elsevier, vol. 130(C).
    21. Christian Göbel & Thomas Zwick, 2012. "Age and Productivity: Sector Differences," De Economist, Springer, vol. 160(1), pages 35-57, March.
    22. Chad Syverson, 2011. "What Determines Productivity?," Journal of Economic Literature, American Economic Association, vol. 49(2), pages 326-365, June.
    23. François Rycx & Ilan Tojerow, 2004. "Rent sharing and the gender wage gap in Belgium," International Journal of Manpower, Emerald Group Publishing Limited, vol. 25(3/4), pages 279-299, April.
    24. Rungi, Armando & Del Prete, Davide, 2018. "The smile curve at the firm level: Where value is added along supply chains," Economics Letters, Elsevier, vol. 164(C), pages 38-42.
    25. Ju, Jiandong & Yu, Xinding, 2015. "Productivity, profitability, production and export structures along the value chain in China," Journal of Comparative Economics, Elsevier, vol. 43(1), pages 33-54.
    26. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    27. Michael Rusinek & François Rycx, 2013. "Rent-Sharing under Different Bargaining Regimes: Evidence from Linked Employer–Employee Data," British Journal of Industrial Relations, London School of Economics, vol. 51(1), pages 28-58, March.
    28. E. Dhyne & C. Duprez, 2013. "Structural dynamics of Belgium’s foreign trade," Economic Review, National Bank of Belgium, issue i, pages 27-38, June.
    29. Dobbelaere, Sabien & Mairesse, Jacques, 2018. "Comparing micro-evidence on rent sharing from two different econometric models," Labour Economics, Elsevier, vol. 52(C), pages 18-26.
    30. Sebastian Nielen & Alexander Schiersch, 2014. "Temporary Agency Work and Firm Competitiveness: Evidence from German Manufacturing Firms," Industrial Relations: A Journal of Economy and Society, Wiley Blackwell, vol. 53(3), pages 365-393, July.
    31. Jens Matthias Arnold & Katrin Hussinger, 2005. "Export Behavior and Firm Productivity in German Manufacturing: A Firm-Level Analysis," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 141(2), pages 219-243, July.
    32. Stephen R. Bond, 2002. "Dynamic panel data models: a guide to micro data methods and practice," Portuguese Economic Journal, Springer;Instituto Superior de Economia e Gestao, vol. 1(2), pages 141-162, August.
    33. Mahlberg, Bernhard & Freund, Inga & Crespo Cuaresma, Jesús & Prskawetz, Alexia, 2013. "Ageing, productivity and wages in Austria," Labour Economics, Elsevier, vol. 22(C), pages 5-15.
    34. Romina Giuliano & Stephan Kampelmann & Benoît Mahy & François Rycx, 2017. "Short Notice, Big Difference? The Effect of Temporary Employment on Firm Competitiveness across Sectors," British Journal of Industrial Relations, London School of Economics, vol. 55(2), pages 421-449, June.
    35. Stephan Kampelmann & François Rycx & Yves Saks & Ilan Tojerow, 2018. "Does education raise productivity and wages equally? The moderating role of age and gender," IZA Journal of Labor Economics, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 7(1), pages 1-37, December.
    36. Jan Ours & Lenny Stoeldraijer, 2011. "Age, Wage and Productivity in Dutch Manufacturing," De Economist, Springer, vol. 159(2), pages 113-137, June.
    37. Andrea Garnero & François Rycx & Isabelle Terraz, 2020. "Productivity and Wage Effects of Firm‐Level Collective Agreements: Evidence from Belgian Linked Panel Data," British Journal of Industrial Relations, London School of Economics, vol. 58(4), pages 936-972, December.
    38. Jason Dedrick & Kenneth L. Kraemer & Greg Linden, 2010. "Who profits from innovation in global value chains? A study of the iPod and notebook PCs," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 19(1), pages 81-116, February.
    39. 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.
    40. Ana Cardoso & Paulo Guimarães & José Varejão, 2011. "Are Older Workers Worthy of Their Pay? An Empirical Investigation of Age-Productivity and Age-Wage Nexuses," De Economist, Springer, vol. 159(2), pages 95-111, June.
    41. Giovannetti, Giorgia & Marvasi, Enrico, 2018. "Governance, value chain positioning and firms' heterogeneous performance: The case of Tuscany," International Economics, Elsevier, vol. 154(C), pages 86-107.
    42. 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.
    43. Gaaitzen de Vries & Aobo Jiang & Oscar Lemmers & Shang‐Jin Wei, 2021. "Firm productivity and functional specialisation," The World Economy, Wiley Blackwell, vol. 44(5), pages 1232-1260, May.
    44. Hellerstein, Judith K & Neumark, David & Troske, Kenneth R, 1999. "Wages, Productivity, and Worker Characteristics: Evidence from Plant-Level Production Functions and Wage Equations," Journal of Labor Economics, University of Chicago Press, vol. 17(3), pages 409-446, July.
    45. Richard Baldwin, 2011. "Trade And Industrialisation After Globalisation's 2nd Unbundling: How Building And Joining A Supply Chain Are Different And Why It Matters," NBER Working Papers 17716, National Bureau of Economic Research, Inc.
    46. João Amador & Sónia Cabral, 2016. "Global Value Chains: A Survey Of Drivers And Measures," Journal of Economic Surveys, Wiley Blackwell, vol. 30(2), pages 278-301, April.
    47. François Rycx & Ilan Tojerow & Robert Plasman, 2004. "Rent sharing and the gender wage gap in Belgium," ULB Institutional Repository 2013/785, ULB -- Universite Libre de Bruxelles.
    48. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    49. Freund, Caroline & Pierola, Martha Denisse, 2010. "Export entrepreneurs : evidence from Peru," Policy Research Working Paper Series 5407, The World Bank.
    50. Bernhard Mahlberg & Inga Freund & Alexia Prskawetz, 2013. "Ageing, productivity and wages in Austria: sector level evidence," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 40(4), pages 561-584, November.
    51. Carlo Pietrobelli & Federica Saliola, 2008. "Power relationships along the value chain: multinational firms, global buyers and performance of local suppliers," Cambridge Journal of Economics, Oxford University Press, vol. 32(6), pages 947-962, November.
    52. Timothy Sturgeon & Johannes Van Biesebroeck & Gary Gereffi, 2008. "Value chains, networks and clusters: reframing the global automotive industry," Journal of Economic Geography, Oxford University Press, vol. 8(3), pages 297-321, May.
    53. Stephen Bond, 2002. "Dynamic panel data models: a guide to microdata methods and practice," CeMMAP working papers CWP09/02, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    54. Stephen Bond & Måns Söderbom, 2005. "Adjustment Costs and the Identification of Cobb Douglas Production Functions," Economics Series Working Papers 2005-W04, University of Oxford, Department of Economics.
    Full references (including those not matched with items on IDEAS)

    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. Benoît Mahy & François Rycx & Guillaume Vermeylen & Mélanie Volral, 2018. "Productivity, wages and profits: Does firms’ position in the value chain matter?," Working Paper Research 358, National Bank of Belgium.
    2. Stephan Kampelmann & Benoit Mahy & François Rycx & Guillaume Vermeylen, 2016. "Who is your perfect match? Educational norms, educational mismatch and firm profitability," Working Papers CEB 16-050, ULB -- Universite Libre de Bruxelles.
    3. François Rycx & Yves Saks & Ilan Tojerow, 2015. "Does Education Raise Productivity and Wages Equally? The Moderating Roles of Age, Gender and Industry," Working Paper Research 281, National Bank of Belgium.
    4. Valentine Fays & Benoît Mahy & François Rycx, 2023. "Wage differences according to workers' origin: The role of working more upstream in GVCs," LABOUR, CEIS, vol. 37(2), pages 319-342, June.
    5. Romina Giuliano & Stephan Kampelmann & Benoît Mahy & François Rycx, 2017. "Short Notice, Big Difference? The Effect of Temporary Employment on Firm Competitiveness across Sectors," British Journal of Industrial Relations, London School of Economics, vol. 55(2), pages 421-449, June.
    6. Stephan Kampelmann & François Rycx & Yves Saks & Ilan Tojerow, 2018. "Does education raise productivity and wages equally? The moderating role of age and gender," IZA Journal of Labor Economics, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 7(1), pages 1-37, December.
    7. Valentine Jacobs & Kevin Pineda-Hernández & François Rycx & Mélanie Volral, 2023. "Does over-education raise productivity and wages equally? The moderating role of workers’ origin and immigrants’ background," Education Economics, Taylor & Francis Journals, vol. 31(6), pages 698-724, November.
    8. Andrea Garnero & François Rycx & Isabelle Terraz, 2020. "Productivity and Wage Effects of Firm‐Level Collective Agreements: Evidence from Belgian Linked Panel Data," British Journal of Industrial Relations, London School of Economics, vol. 58(4), pages 936-972, December.
    9. Rycx, François & Saks, Yves & Tojerow, Ilan, 2016. "Misalignment of Productivity and Wages across Regions? Evidence from Belgian Matched Panel Data," IZA Discussion Papers 10336, Institute of Labor Economics (IZA).
    10. Kampelmann, Stephan & Rycx, François, 2012. "The impact of educational mismatch on firm productivity: Evidence from linked panel data," Economics of Education Review, Elsevier, vol. 31(6), pages 918-931.
    11. Nicola Gagliardi & Benoît Mahy & François Rycx, 2021. "Upstreamness, Wages and Gender: Equal Benefits for All?," British Journal of Industrial Relations, London School of Economics, vol. 59(1), pages 52-83, March.
    12. R. Giuliano & B. Mahy & F. Rycx & G. Vermeylen, 2017. "Does corporate social responsibility make over-educated workers more productive?," Applied Economics, Taylor & Francis Journals, vol. 49(6), pages 587-605, February.
    13. Bruno Merlevede & Angelos Theodorakopoulos, 2016. "Productivity effects from inter-industry offshoring and inshoring: Firm-level evidence from Belgium," FIW Working Paper series 165, FIW.
    14. Philip Du Caju & François Rycx & Ilan Tojerow, 2011. "Wage Structure Effects of International Trade: Evidence from a Small Open Economy," Working Papers CEB 11-011, ULB -- Universite Libre de Bruxelles.
    15. Dobbelaere, Sabien & Mairesse, Jacques, 2018. "Comparing micro-evidence on rent sharing from two different econometric models," Labour Economics, Elsevier, vol. 52(C), pages 18-26.
    16. Martin Andersson & Hans Lööf, 2009. "Learning‐by‐Exporting Revisited: The Role of Intensity and Persistence," Scandinavian Journal of Economics, Wiley Blackwell, vol. 111(4), pages 893-916, December.
    17. Davide Consoli & Francesco Vona & Francesco Rentocchini, 2016. "That was then, this is now: skills and routinization in the 2000s," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 25(5), pages 847-866.
    18. Dobbelaere, Sabien & Kiyota, Kozo & Mairesse, Jacques, 2015. "Product and labor market imperfections and scale economies: Micro-evidence on France, Japan and the Netherlands," Journal of Comparative Economics, Elsevier, vol. 43(2), pages 290-322.
    19. repec:hal:spmain:info:hdl:2441/2ajduu0gqt9ho8h2tavbin6ops is not listed on IDEAS
    20. Philip Du Caju & François Rycx & Ilan Tojerow, 2012. "Wage structure effects of international trade in a small open economy: the case of Belgium," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 148(2), pages 297-331, June.
    21. Nils aus dem Moore, 2014. "Shifting the Burden of Corporate Taxes: Heterogeneity in Direct Wage Incidence," Ruhr Economic Papers 0531, Rheinisch-Westfälisches Institut für Wirtschaftsforschung, Ruhr-Universität Bochum, Universität Dortmund, Universität Duisburg-Essen.

    More about this item

    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:bla:worlde:v:45:y:2022:i:7:p:2222-2250. 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: Wiley Content Delivery (email available below). General contact details of provider: http://www.blackwellpublishing.com/journal.asp?ref=0378-5920 .

    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.