IDEAS home Printed from https://ideas.repec.org/a/kap/empiri/v45y2018i1d10.1007_s10663-016-9352-4.html
   My bibliography  Save this article

The effects of offshoring to low-wage countries on domestic wages: a worldwide industrial analysis

Author

Listed:
  • Joanna Wolszczak-Derlacz

    (Gdańsk University of Technology)

  • Aleksandra Parteka

    (Gdańsk University of Technology)

Abstract

This paper extends the literature on the implications of offshoring for labour markets by investigating its effect on the wages of different skill groups in a broad global context. The analysis draws on input–output data from the WIOD project, and in the panel analysed (13 manufacturing industries, 40 countries, 1995–2009) we account for up to 96 % of the international trade in manufacturing inputs. Being particularly interested in the wage effects of offshoring to low-wage countries (LWC), we use precise LWC classifications (varying across industries and time) to decompose overall offshoring by source country. We use a decomposition of the conventional offshoring measure in order to capture its pure international component, which is further instrumented using a gravity-based strategy. According to the estimation results, the negative impact of offshoring on wages mainly concerns low and medium skilled workers. However, in terms of magnitude, the downward pressure on domestic wages exhibited by offshoring to LWC is relatively small.

Suggested Citation

  • Joanna Wolszczak-Derlacz & Aleksandra Parteka, 2018. "The effects of offshoring to low-wage countries on domestic wages: a worldwide industrial analysis," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 45(1), pages 129-163, February.
  • Handle: RePEc:kap:empiri:v:45:y:2018:i:1:d:10.1007_s10663-016-9352-4
    DOI: 10.1007/s10663-016-9352-4
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s10663-016-9352-4
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s10663-016-9352-4?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. Daron Acemoglu & Gino Gancia & Fabrizio Zilibotti, 2015. "Offshoring and Directed Technical Change," American Economic Journal: Macroeconomics, American Economic Association, vol. 7(3), pages 84-122, July.
    2. David H. Autor & David Dorn & Gordon H. Hanson & Jae Song, 2014. "Trade Adjustment: Worker-Level Evidence," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(4), pages 1799-1860.
    3. George J. Borjas & Richard B. Freeman & Lawrence F. Katz, 2021. "How Much Do Immigration and Trade Affect Labor Market Outcomes?," World Scientific Book Chapters, in: Foundational Essays in Immigration Economics, chapter 8, pages 163-234, World Scientific Publishing Co. Pte. Ltd..
    4. Marcel P. Timmer & Erik Dietzenbacher & Bart Los & Robert Stehrer & Gaaitzen J. Vries, 2015. "An Illustrated User Guide to the World Input–Output Database: the Case of Global Automotive Production," Review of International Economics, Wiley Blackwell, vol. 23(3), pages 575-605, August.
    5. Julian di Giovanni & Andrei A. Levchenko, 2009. "Trade Openness and Volatility," The Review of Economics and Statistics, MIT Press, vol. 91(3), pages 558-585, August.
    6. Maarten Goos & Alan Manning, 2003. "McJobs and MacJobs: The Growing Polarisation of Jobs in the UK," Palgrave Macmillan Books, in: Richard Dickens & Paul Gregg & Jonathan Wadsworth (ed.), The Labour Market Under New Labour, chapter 5, pages 70-85, Palgrave Macmillan.
    7. Bernard, Andrew B. & Jensen, J. Bradford & Schott, Peter K., 2006. "Survival of the best fit: Exposure to low-wage countries and the (uneven) growth of U.S. manufacturing plants," Journal of International Economics, Elsevier, vol. 68(1), pages 219-237, January.
    8. Davide Castellani & Maria Mancusi & Grazia Santangelo & Antonello Zanfei, 2015. "Special section: Offshoring, immigration and the labour market: a micro-level perspective," Economia e Politica Industriale: Journal of Industrial and Business Economics, Springer;Associazione Amici di Economia e Politica Industriale, vol. 42(2), pages 157-162, June.
    9. Baumgarten, Daniel & Geishecker, Ingo & Görg, Holger, 2013. "Offshoring, tasks, and the skill-wage pattern," European Economic Review, Elsevier, vol. 61(C), pages 132-152.
    10. Amit Khandelwal, 2010. "The Long and Short (of) Quality Ladders," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 77(4), pages 1450-1476.
    11. Castellani, Davide & De Benedictis, Luca & Horgos, Daniel, 2013. "Can we really trust offshoring indices?," Structural Change and Economic Dynamics, Elsevier, vol. 25(C), pages 159-172.
    12. Douglas Staiger & James H. Stock, 1997. "Instrumental Variables Regression with Weak Instruments," Econometrica, Econometric Society, vol. 65(3), pages 557-586, May.
    13. Bernhard Michel & François Rycx, 2012. "Does offshoring of materials and business services affect employment? Evidence from a small open economy," Applied Economics, Taylor & Francis Journals, vol. 44(2), pages 229-251, January.
    14. Guy Michaels & Ashwini Natraj & John Van Reenen, 2010. "Has ICT Polarized Skill Demand? Evidence from Eleven Countries over 25 Years," CEP Discussion Papers dp0987, Centre for Economic Performance, LSE.
    15. Gene Grossman, 2013. "Heterogeneous workers and international trade," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 149(2), pages 211-245, June.
    16. Christian M. Dahl & Daniel le Maire & Jakob R. Munch, 2013. "Wage Dispersion and Decentralization of Wage Bargaining," Journal of Labor Economics, University of Chicago Press, vol. 31(3), pages 501-533.
    17. Geishecker, Ingo & Görg, Holger & Munch, Jakob R., 2007. "Do Labour Market Institutions Matter? Micro-Level Wage Effects of International Outsourcing in Three European Countries," IZA Discussion Papers 3212, Institute of Labor Economics (IZA).
    18. David H. Autor, 2015. "Why Are There Still So Many Jobs? The History and Future of Workplace Automation," Journal of Economic Perspectives, American Economic Association, vol. 29(3), pages 3-30, Summer.
    19. David Card & Thomas Lemieux, 2001. "Can Falling Supply Explain the Rising Return to College for Younger Men? A Cohort-Based Analysis," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 116(2), pages 705-746.
    20. David Hummels & Rasmus J?rgensen & Jakob Munch & Chong Xiang, 2014. "The Wage Effects of Offshoring: Evidence from Danish Matched Worker-Firm Data," American Economic Review, American Economic Association, vol. 104(6), pages 1597-1629, June.
    21. Lawrence Edwards & Robert Z. Lawrence, 2010. "US Trade and Wages: The Misleading Implications of Conventional Trade Theory," NBER Working Papers 16106, National Bureau of Economic Research, Inc.
    22. Martin Falk & Yvonne Wolfmayr, 2005. "Employment Effects of Trade in intermediate Inputs with the EU Member States and Asia," Aussenwirtschaft, University of St. Gallen, School of Economics and Political Science, Swiss Institute for International Economics and Applied Economics Research, vol. 60(04), pages 441-461, December.
    23. 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.
    24. Mary Amiti & Shang-Jin Wei, 2005. "Fear of service outsourcing: is it justified? [‘Location of vertically linked industries: agglomeration versus comparative advantage’]," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 20(42), pages 308-347.
    25. David H. Autor & David Dorn & Gordon H. Hanson, 2013. "The China Syndrome: Local Labor Market Effects of Import Competition in the United States," American Economic Review, American Economic Association, vol. 103(6), pages 2121-2168, October.
    26. Manning, Alan, 2011. "Imperfect Competition in the Labor Market," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 11, pages 973-1041, Elsevier.
    27. Marcel P. Timmer & Bart Los & Robert Stehrer & Gaaitzen J. de Vries, 2013. "Fragmentation, incomes and jobs: an analysis of European competitiveness [Who captures value in global supply chains?]," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 28(76), pages 613-661.
    28. Ingo Geishecker & Holger Görg, 2013. "Services offshoring and wages: evidence from micro data," Oxford Economic Papers, Oxford University Press, vol. 65(1), pages 124-146, January.
    29. Neil Foster-McGregor & Robert Stehrer & Gaaitzen Vries, 2013. "Offshoring and the skill structure of labour demand," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 149(4), pages 631-662, December.
    30. Autor, David H., 2013. "The "task approach" to labor markets : an overview," Journal for Labour Market Research, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany], vol. 46(3), pages 185-199.
    31. Maarten Goos & Alan Manning & Anna Salomons, 2014. "Explaining Job Polarization: Routine-Biased Technological Change and Offshoring," American Economic Review, American Economic Association, vol. 104(8), pages 2509-2526, August.
    32. Avraham Ebenstein & Ann Harrison & Margaret McMillan & Shannon Phillips, 2022. "Estimating The Impact Of Trade And Offshoring On American Workers Using The Current Population Surveys," World Scientific Book Chapters, in: Globalization, Firms, and Workers, chapter 12, pages 275-289, World Scientific Publishing Co. Pte. Ltd..
    33. Hartmut Egger & Peter Egger, 2003. "Outsourcing and skill-specific employment in a small economy: Austria after the fall of the Iron Curtain," Oxford Economic Papers, Oxford University Press, vol. 55(4), pages 625-643, October.
    34. Robert C. Feenstra, 2010. "Offshoring in the Global Economy: Microeconomic Structure and Macroeconomic Implications," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262013835, December.
    35. Hijzen, Alexander & Swaim, Paul, 2007. "Does Offshoring Reduce Industry Employment?," National Institute Economic Review, National Institute of Economic and Social Research, vol. 201, pages 86-96, July.
    36. Stefano Federico, 2014. "Industry Dynamics and Competition from Low-Wage Countries: Evidence on Italy," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 76(3), pages 389-410, June.
    37. Alexander Hijzen & Holger Görg & Robert C. Hine, 2005. "International Outsourcing and the Skill Structure of Labour Demand in the United Kingdom," Economic Journal, Royal Economic Society, vol. 115(506), pages 860-878, October.
    38. Aleksandra Parteka & Joanna Wolszczak-Derlacz, 2015. "Integrated sectors - diversified earnings: the (missing) impact of offshoring on wages and wage convergence in the EU27," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 13(3), pages 325-350, September.
    39. Robert C. Feenstra, 1998. "Integration of Trade and Disintegration of Production in the Global Economy," Journal of Economic Perspectives, American Economic Association, vol. 12(4), pages 31-50, Fall.
    40. Guy Michaels & Ashwini Natraj & John Van Reenen, 2014. "Has ICT Polarized Skill Demand? Evidence from Eleven Countries over Twenty-Five Years," The Review of Economics and Statistics, MIT Press, vol. 96(1), pages 60-77, March.
    41. David H. Autor & David Dorn, 2013. "The Growth of Low-Skill Service Jobs and the Polarization of the US Labor Market," American Economic Review, American Economic Association, vol. 103(5), pages 1553-1597, August.
    42. David Card & John E. DiNardo, 2002. "Skill-Biased Technological Change and Rising Wage Inequality: Some Problems and Puzzles," Journal of Labor Economics, University of Chicago Press, vol. 20(4), pages 733-783, October.
    43. Ingo Geishecker & Holger Görg, 2008. "Winners and losers: a micro‐level analysis of international outsourcing and wages," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 41(1), pages 243-270, February.
    44. Sethupathy, Guru, 2013. "Offshoring, wages, and employment: Theory and evidence," European Economic Review, Elsevier, vol. 62(C), pages 73-97.
    45. Baldwin, Richard & Robert-Nicoud, Frédéric, 2014. "Trade-in-goods and trade-in-tasks: An integrating framework," Journal of International Economics, Elsevier, vol. 92(1), pages 51-62.
    46. Ariel Burstein & Jonathan Vogel, 2011. "Factor Prices and International Trade: A Unifying Perspective," NBER Working Papers 16904, National Bureau of Economic Research, Inc.
    47. J. M. C. Santos Silva & Silvana Tenreyro, 2006. "The Log of Gravity," The Review of Economics and Statistics, MIT Press, vol. 88(4), pages 641-658, November.
    48. David H. Autor & David Dorn & Gordon H. Hanson, 2015. "Untangling Trade and Technology: Evidence from Local Labour Markets," Economic Journal, Royal Economic Society, vol. 0(584), pages 621-646, May.
    49. Acemoglu, Daron & Autor, David, 2011. "Skills, Tasks and Technologies: Implications for Employment and Earnings," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 12, pages 1043-1171, Elsevier.
    50. Gene M. Grossman & Esteban Rossi-Hansberg, 2008. "Trading Tasks: A Simple Theory of Offshoring," American Economic Review, American Economic Association, vol. 98(5), pages 1978-1997, December.
    51. Runjuan Liu & Daniel Trefler, 2008. "Much Ado About Nothing: American Jobs and the Rise of Service Outsourcing to China and India," NBER Working Papers 14061, National Bureau of Economic Research, Inc.
    52. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, December.
    53. David H. Romer & Jeffrey A. Frankel, 1999. "Does Trade Cause Growth?," American Economic Review, American Economic Association, vol. 89(3), pages 379-399, June.
    54. Bart Hertveldt & Bernhard Michel, 2013. "Offshoring and the Skill Structure of Labour Demand in Belgium," De Economist, Springer, vol. 161(4), pages 399-420, December.
    55. Falk, Martin & Wolfmayr, Yvonne, 2008. "Services and materials outsourcing to low-wage countries and employment: Empirical evidence from EU countries," Structural Change and Economic Dynamics, Elsevier, vol. 19(1), pages 38-52, March.
    56. Jonathan Eaton & Samuel Kortum, 2002. "Technology, Geography, and Trade," Econometrica, Econometric Society, vol. 70(5), pages 1741-1779, September.
    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. Piotr Lewandowski & Karol Madoń & Deborah Winkler, 2023. "The role of Global Value Chains for worker tasks and wage inequality," IBS Working Papers 05/2023, Instytut Badan Strukturalnych.
    2. Akay, Alpaslan & Savsin, Selen, 2022. "Offshoring and well-being of workers," Journal of Economic Behavior & Organization, Elsevier, vol. 200(C), pages 388-407.
    3. Aleksandra Parteka & Joanna Wolszczak-Derlacz, 2020. "Wage response to global production links: evidence for workers from 28 European countries (2005–2014)," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 156(4), pages 769-801, November.
    4. Matilde Cardoso & Pedro Cunha Neves & Oscar Afonso & Elena Sochirca, 2021. "The effects of offshoring on wages: a meta-analysis," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 157(1), pages 149-179, February.
    5. repec:gdk:wpaper:53 is not listed on IDEAS
    6. Aleksandra Parteka & Joanna Wolszczak-Derlacz, 2019. "Global Value Chains and Wages: Multi-Country Evidence from Linked Worker-Industry Data," Open Economies Review, Springer, vol. 30(3), pages 505-539, July.
    7. Piotr Lewandowski & Karol Madoń & Deborah Winkler, 2023. "The role of Global Value Chains for worker tasks and wage inequality," IBS Working Papers 05/2023, Instytut Badan Strukturalnych.
    8. Nikulin, Dagmara & Wolszczak-Derlacz, Joanna, 2022. "GVC involvement and the gender wage gap: Micro-evidence on European countries," Structural Change and Economic Dynamics, Elsevier, vol. 63(C), pages 268-282.
    9. Kossi Edem Baita & Kwami Ossadzifo Wonyra, 2023. "Effet global du genre dans le développement des chaînes de valeur mondiales dans le contexte africain," African Development Review, African Development Bank, vol. 35(4), pages 365-375, December.
    10. Aksoy, Cevat Giray & Özcan, Berkay & Philipp, Julia, 2021. "Robots and the gender pay gap in Europe," European Economic Review, Elsevier, vol. 134(C).
    11. Stanley Njaka & Dariah Mohd Yusoff & Yee Cheng Kueh & Siti Marwanis Anua & Edeogu Chuks Oswald, 2023. "Sociodemographic and Workplace Determinants of Quality of Life (Qol) Among Quarry Workers in Nigeria: A Cross Sectional Study," SAGE Open, , vol. 13(4), pages 21582440231, December.
    12. Farole, Thomas & Hollweg, Claire & Winkler, Deborah, 2018. "Trade in Global Value Chain: An Assessment of Labor Market Implication," Jobs Group Papers, Notes, and Guides 30318036, The World Bank.

    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. repec:gdk:wpaper:36 is not listed on IDEAS
    2. Aleksandra Parteka & Joanna Wolszczak-Derlacz, 2019. "Global Value Chains and Wages: Multi-Country Evidence from Linked Worker-Industry Data," Open Economies Review, Springer, vol. 30(3), pages 505-539, July.
    3. João Amador & Sónia Cabral, 2014. "Global Value Chains: Surveying Drivers, Measures and Impacts," Working Papers w201403, Banco de Portugal, Economics and Research Department.
    4. Aleksandra Parteka & Joanna Wolszczak-Derlacz, 2017. "Workers, Firms and Task Heterogeneity in International Trade Analysis: An Example of Wage Effects of Trade Within GVC," Entrepreneurial Business and Economics Review, Centre for Strategic and International Entrepreneurship at the Cracow University of Economics., vol. 5(2), pages 9-25.
    5. Aleksandra Parteka & Joanna Wolszczak-Derlacz, 2020. "Wage response to global production links: evidence for workers from 28 European countries (2005–2014)," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 156(4), pages 769-801, November.
    6. repec:gdk:wpaper:53 is not listed on IDEAS
    7. Matilde Cardoso & Pedro Cunha Neves & Oscar Afonso & Elena Sochirca, 2021. "The effects of offshoring on wages: a meta-analysis," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 157(1), pages 149-179, February.
    8. Akay, Alpaslan & Savsin, Selen, 2022. "Offshoring and well-being of workers," Journal of Economic Behavior & Organization, Elsevier, vol. 200(C), pages 388-407.
    9. repec:gdk:wpaper:24 is not listed on IDEAS
    10. Baumgarten, Daniel & Irlacher, Michael & Koch, Michael, 2020. "Offshoring and non-monotonic employment effects across industries in general equilibrium," European Economic Review, Elsevier, vol. 130(C).
    11. Reijnders, Laurie S.M. & de Vries, Gaaitzen J., 2018. "Technology, offshoring and the rise of non-routine jobs," Journal of Development Economics, Elsevier, vol. 135(C), pages 412-432.
    12. Aleksandra Parteka & Joanna Wolszczak-Derlacz, 2015. "Integrated sectors - diversified earnings: the (missing) impact of offshoring on wages and wage convergence in the EU27," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 13(3), pages 325-350, September.
    13. Bramucci, Alessandro & Cirillo, Valeria & Evangelista, Rinaldo & Guarascio, Dario, 2021. "Offshoring, industry heterogeneity and employment11This paper is the research outcome of two projects: the ISIGrowth project on Innovation-fuelled, Sustainable, Inclusive Growth funded by the European," Structural Change and Economic Dynamics, Elsevier, vol. 56(C), pages 400-411.
    14. repec:gdk:wpaper:51 is not listed on IDEAS
    15. David Hummels & Jakob R. Munch & Chong Xiang, 2018. "Offshoring and Labor Markets," Journal of Economic Literature, American Economic Association, vol. 56(3), pages 981-1028, September.
    16. Nicola Gagliardi & Benoît Mahy & François Rycx, 2020. "Trade, GVCs, and wage inequality: Theoretical and empirical insights," Reflets et perspectives de la vie économique, De Boeck Université, vol. 0(2), pages 115-134.
    17. T. Gries & R. Grundmann & I. Palnau & M. Redlin, 2017. "Innovations, growth and participation in advanced economies - a review of major concepts and findings," International Economics and Economic Policy, Springer, vol. 14(2), pages 293-351, April.
    18. David H. Autor & David Dorn & Gordon H. Hanson, 2016. "The China Shock: Learning from Labor-Market Adjustment to Large Changes in Trade," Annual Review of Economics, Annual Reviews, vol. 8(1), pages 205-240, October.
    19. Liu, Runjuan & Trefler, Daniel, 2019. "A sorted tale of globalization: White collar jobs and the rise of service offshoring," Journal of International Economics, Elsevier, vol. 118(C), pages 105-122.
    20. Gravina, Antonio Francesco & Foster-McGregor, Neil, 2020. "Automation, globalisation and relative wages: An empirical analysis of winners and losers," MERIT Working Papers 2020-040, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    21. bernhard Boockmann, 2014. "Offshoring Potential and Employment Dynamics," IAW Discussion Papers 111, Institut für Angewandte Wirtschaftsforschung (IAW).
    22. Eppinger, Peter S., 2019. "Service offshoring and firm employment," Journal of International Economics, Elsevier, vol. 117(C), pages 209-228.
    23. Linda Andersson & Patrik Karpaty & Selen Savsin, 2016. "Firm-level effects of offshoring of materials and services on relative labor demand," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 152(2), pages 321-350, May.
    24. Iammarino, Simona & Rodríguez-Pose, Andrés & Gagliardi, Luisa, 2015. "Offshoring and the Geography of Jobs in Great Britain," CEPR Discussion Papers 10855, C.E.P.R. Discussion Papers.

    More about this item

    Keywords

    Wage; Offshoring; Input–output; Low-wage countries;
    All these keywords.

    JEL classification:

    • F14 - International Economics - - Trade - - - Empirical Studies of Trade
    • F16 - International Economics - - Trade - - - Trade and Labor Market Interactions
    • F66 - International Economics - - Economic Impacts of Globalization - - - Labor
    • C67 - Mathematical and Quantitative Methods - - Mathematical Methods; Programming Models; Mathematical and Simulation Modeling - - - Input-Output Models

    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:kap:empiri:v:45:y:2018:i:1:d:10.1007_s10663-016-9352-4. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    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.