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The Pollution Outsourcing Hypothesis: An empirical test for Japan

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  • Matthew A. COLE
  • Robert R.J. ELLIOTT
  • OKUBO Toshihiro
  • Liyun ZHANG

Abstract

This paper investigates whether firms that engage in outsourcing improve their environmental performance using Japanese firm-level data for the period 2009-2013. To identify the causal effect of production outsourcing on firm carbon dioxide (CO₂) emission intensities, we employ a non-parametric approach combining propensity score matching (PSM) and difference-in-differences (DiD). Our results show that, relative to the control group, the growth in CO₂ emission intensities (relative to the year before treatment) of new production outsourcers is 5.1% lower in the year when they start outsourcing, and 6.6% and 9.5% lower one and two years after outsourcing, respectively. When we decompose firms' outsourcing activities into domestic and foreign according to the destination of the outsourced production, we find that the effects on emission intensity growth are driven by overseas outsourcing. Firms that outsource part(s) of their production overseas have a 7.3% lower emission intensity growth when they start outsourcing and a 7.7% reduction in the following year. We also investigate whether the decision to import or export has an impact on firm level environmental performance as predicted by the more traditional pollution halo hypothesis (PHH) literature. Firms are found to have a 3.3% lower growth rate of CO₂ emission intensity when they start to import, but no significant impact is found for exporting.

Suggested Citation

  • Matthew A. COLE & Robert R.J. ELLIOTT & OKUBO Toshihiro & Liyun ZHANG, 2017. "The Pollution Outsourcing Hypothesis: An empirical test for Japan," Discussion papers 17096, Research Institute of Economy, Trade and Industry (RIETI).
  • Handle: RePEc:eti:dpaper:17096
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    1. Sourafel Girma & Holger Görg, 2004. "Outsourcing, Foreign Ownership, and Productivity: Evidence from UK Establishment‐level Data," Review of International Economics, Wiley Blackwell, vol. 12(5), pages 817-832, November.
    2. Tomiura, Eiichi, 2005. "Foreign outsourcing and firm-level characteristics: Evidence from Japanese manufacturers," Journal of the Japanese and International Economies, Elsevier, vol. 19(2), pages 255-271, June.
    3. Holger Görg & Aoife Hanley & Eric Strobl, 2008. "Productivity effects of international outsourcing: evidence from plant‐level data," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 41(2), pages 670-688, May.
    4. Heyman, Fredrik & Sjoholm, Fredrik & Tingvall, Patrik Gustavsson, 2007. "Is there really a foreign ownership wage premium? Evidence from matched employer-employee data," Journal of International Economics, Elsevier, vol. 73(2), pages 355-376, November.
    5. Sourafel Girma & Holger Görg, 2016. "Evaluating the foreign ownership wage premium using a difference-in-differences matching approach," World Scientific Book Chapters, in: MULTINATIONAL ENTERPRISES AND HOST COUNTRY DEVELOPMENT Volume 53: World Scientific Studies in International Economics, chapter 2, pages 17-32, World Scientific Publishing Co. Pte. Ltd..
    6. John A. List & Daniel L. Millimet & Per G. Fredriksson & W. Warren McHone, 2003. "Effects of Environmental Regulations on Manufacturing Plant Births: Evidence from a Propensity Score Matching Estimator," The Review of Economics and Statistics, MIT Press, vol. 85(4), pages 944-952, November.
    7. Arik Levinson, 2010. "Offshoring Pollution: Is the United States Increasingly Importing Polluting Goods?," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 4(1), pages 63-83, Winter.
    8. Meng Yan & Zhen An, 2017. "Foreign Direct Investment and Environmental Pollution: New Evidence from China," Econometrics Letters, Bilimsel Mektuplar Organizasyonu (Scientific letters), vol. 4(1), pages 1-17.
    9. Leoncini, Riccardo & Montresor, Sandro & Rentocchini, Francesco, 2016. "CO2-reducing innovations and outsourcing: Evidence from photovoltaics and green construction in North-East Italy," Research Policy, Elsevier, vol. 45(8), pages 1649-1659.
    10. Svetlana Batrakova & Ronald Davies, 2012. "Is there an environmental benefit to being an exporter? Evidence from firm-level data," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 148(3), pages 449-474, September.
    11. Rahel Aichele & Gabriel Felbermayr, 2013. "Estimating the Effects of Kyoto on Bilateral Trade Flows Using Matching Econometrics," The World Economy, Wiley Blackwell, vol. 36(3), pages 303-330, March.
    12. Banri Ito & Ayumu Tanaka, 2016. "External R&D, productivity, and export: evidence from Japanese firms," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 152(3), pages 577-596, August.
    13. Marco Caliendo & Sabine Kopeinig, 2008. "Some Practical Guidance For The Implementation Of Propensity Score Matching," Journal of Economic Surveys, Wiley Blackwell, vol. 22(1), pages 31-72, February.
    14. M. Scott Taylor, "undated". "Trade and the Environment: New Methods, Measurements, and Results NBER Working Paper No. 22636," Working Papers 2016-46, Department of Economics, University of Calgary, revised 01 Dec 2016.
    15. Hanley, Aoife & Monreal Pérez, Joaquín, 2012. "Are newly exporting firms more innovative? Findings from matched Spanish innovators," Economics Letters, Elsevier, vol. 116(2), pages 217-220.
    16. Lechner, Michael & Wunsch, Conny, 2013. "Sensitivity of matching-based program evaluations to the availability of control variables," Labour Economics, Elsevier, vol. 21(C), pages 111-121.
    17. Andrea C. Villanti & Jennifer Cullen & Donna M. Vallone & Elizabeth A. Stuart, 2011. "Use of Propensity Score Matching to Evaluate a National Smoking Cessation Media Campaign," Evaluation Review, , vol. 35(6), pages 571-591, December.
    18. J. Scott Holladay, 2016. "Exporters and the environment," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 49(1), pages 147-172, February.
    19. Robert J. R. Elliott & Liza Jabbour & Liyun Zhang, 2016. "Firm productivity and importing: Evidence from Chinese manufacturing firms," Canadian Journal of Economics, Canadian Economics Association, vol. 49(3), pages 1086-1124, August.
    20. Cole, Matthew A. & Elliott, Robert J.R. & Okubo, Toshihiro & Zhou, Ying, 2013. "The carbon dioxide emissions of firms: A spatial analysis," Journal of Environmental Economics and Management, Elsevier, vol. 65(2), pages 290-309.
    21. McAusland, Carol & Millimet, Daniel L., 2013. "Do national borders matter? Intranational trade, international trade, and the environment," Journal of Environmental Economics and Management, Elsevier, vol. 65(3), pages 411-437.
    22. Meredith Fowlie & Stephen P. Holland & Erin T. Mansur, 2012. "What Do Emissions Markets Deliver and to Whom? Evidence from Southern California's NOx Trading Program," American Economic Review, American Economic Association, vol. 102(2), pages 965-993, April.
    23. JINJI Naoto & SAKAMOTO Hiroaki, 2015. "Does Exporting Improve Firms' CO₂ Emissions Intensity and Energy Intensity? Evidence from Japanese manufacturing," Discussion papers 15130, Research Institute of Economy, Trade and Industry (RIETI).
    24. Jevan Cherniwchan & Brian R. Copeland & M. Scott Taylor, 2017. "Trade and the Environment: New Methods, Measurements, and Results," Annual Review of Economics, Annual Reviews, vol. 9(1), pages 59-85, September.
    25. Forslid, Rikard & Okubo, Toshihiro & Ulltveit-Moe, Karen Helene, 2018. "Why are firms that export cleaner? International trade, abatement and environmental emissions," Journal of Environmental Economics and Management, Elsevier, vol. 91(C), pages 166-183.
    26. Don Clark & Marchese Serafino & Zarrilli Simonetta, 2000. "Do Dirty Industries Conduct Offshore Assembly In Developing Countries?," International Economic Journal, Taylor & Francis Journals, vol. 14(3), pages 75-86.
    27. Sourafel Girma & Aoife Hanley, 2015. "How Green are Exporters?," Scottish Journal of Political Economy, Scottish Economic Society, vol. 62(3), pages 291-309, July.
    28. Robert J. R. Elliott & Toshihiro Okubo, 2016. "Ecological Modernization in Japan: The Role of Interest Rate Subsidies and Voluntary Pollution Control Agreements," Asian Economic Papers, MIT Press, vol. 15(3), pages 66-88, Fall.
    29. Chung, Sunghoon, 2014. "Environmental regulation and foreign direct investment: Evidence from South Korea," Journal of Development Economics, Elsevier, vol. 108(C), pages 222-236.
    30. Ho, Daniel E. & Imai, Kosuke & King, Gary & Stuart, Elizabeth A., 2007. "Matching as Nonparametric Preprocessing for Reducing Model Dependence in Parametric Causal Inference," Political Analysis, Cambridge University Press, vol. 15(3), pages 199-236, July.
    31. Xiaoyang Li & Yue M. Zhou, 2017. "Offshoring Pollution while Offshoring Production?," Strategic Management Journal, Wiley Blackwell, vol. 38(11), pages 2310-2329, November.
    32. Yasar, Mahmut & Rejesus, Roderick M., 2005. "Exporting status and firm performance: Evidence from a matched sample," Economics Letters, Elsevier, vol. 88(3), pages 397-402, September.
    33. Paula Bustos, 2011. "Trade Liberalization, Exports, and Technology Upgrading: Evidence on the Impact of MERCOSUR on Argentinian Firms," American Economic Review, American Economic Association, vol. 101(1), pages 304-340, February.
    34. Cole, Matthew A. & Elliott, Robert J.R. & Shimamoto, Kenichi, 2006. "Globalization, firm-level characteristics and environmental management: A study of Japan," Ecological Economics, Elsevier, vol. 59(3), pages 312-323, September.
    35. James J. Heckman & Hidehiko Ichimura & Petra E. Todd, 1997. "Matching As An Econometric Evaluation Estimator: Evidence from Evaluating a Job Training Programme," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 64(4), pages 605-654.
    36. List, John A. & McHone, W. Warren & Millimet, Daniel L., 2004. "Effects of environmental regulation on foreign and domestic plant births: is there a home field advantage?," Journal of Urban Economics, Elsevier, vol. 56(2), pages 303-326, September.
    37. Kristiina Huttunen, 2007. "The Effect of Foreign Acquisition on Employment and Wages: Evidence from Finnish Establishments," The Review of Economics and Statistics, MIT Press, vol. 89(3), pages 497-509, August.
    38. Rajeev H. Dehejia & Sadek Wahba, 2002. "Propensity Score-Matching Methods For Nonexperimental Causal Studies," The Review of Economics and Statistics, MIT Press, vol. 84(1), pages 151-161, February.
    39. Rezza, Alief A., 2015. "A meta-analysis of FDI and environmental regulations," Environment and Development Economics, Cambridge University Press, vol. 20(2), pages 185-208, April.
    40. Cui, Jingbo & Lapan, Harvey E. & Moschini, GianCarlo, 2012. "Are exporters more environmentally friendly than non-exporters? Theory and evidence," ISU General Staff Papers 201210040700001076, Iowa State University, Department of Economics.
    41. Michel, Bernhard, 2013. "Does offshoring contribute to reducing domestic air emissions? Evidence from Belgian manufacturing," Ecological Economics, Elsevier, vol. 95(C), pages 73-82.
    42. Cadarso, María-Ángeles & López, Luis-Antonio & Gómez, Nuria & Tobarra, María-Ángeles, 2010. "CO2 emissions of international freight transport and offshoring: Measurement and allocation," Ecological Economics, Elsevier, vol. 69(8), pages 1682-1694, June.
    43. Guido W. Imbens, 2004. "Nonparametric Estimation of Average Treatment Effects Under Exogeneity: A Review," The Review of Economics and Statistics, MIT Press, vol. 86(1), pages 4-29, February.
    44. Tomiura, Eiichi, 2007. "Foreign outsourcing, exporting, and FDI: A productivity comparison at the firm level," Journal of International Economics, Elsevier, vol. 72(1), pages 113-127, May.
    45. Sianesi, Barbara, 2008. "Differential effects of active labour market programs for the unemployed," Labour Economics, Elsevier, vol. 15(3), pages 370-399, June.
    46. Xiangping Liu & Lori Lynch, 2011. "Do Agricultural Land Preservation Programs Reduce Farmland Loss? Evidence from a Propensity Score Matching Estimator," Land Economics, University of Wisconsin Press, vol. 87(2), pages 183-201.
    47. Claire Brunel, 2014. "Pollution Offshoring and Emission Reductions in European and US Manufacturing," Working Papers gueconwpa~14-14-01, Georgetown University, Department of Economics.
    48. James J. Heckman & Hidehiko Ichimura & Petra Todd, 1998. "Matching As An Econometric Evaluation Estimator," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 65(2), pages 261-294.
    49. Kellenberg, Derek K., 2009. "An empirical investigation of the pollution haven effect with strategic environment and trade policy," Journal of International Economics, Elsevier, vol. 78(2), pages 242-255, July.
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    Cited by:

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    3. Damien Dussaux & Francesco Vona & Antoine Dechezleprêtre, 2023. "Imported carbon emissions: Evidence from French manufacturing companies," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 56(2), pages 593-621, May.
    4. Inma Martínez-Zarzoso & Shampa Roy-Mukherjee & Finn-Ole Semrau & Anca M. Voicu, 2020. "Pollution Reduction by Rationalization in Indian Firms," Working Papers 2020.01, International Network for Economic Research - INFER.
    5. repec:hal:spmain:info:hdl:2441/7j6trda2ip9uja53ghj5qo32rg is not listed on IDEAS
    6. repec:spo:wpmain:info:hdl:2441/7j6trda2ip9uja53ghj5qo32rg is not listed on IDEAS
    7. Shon Ferguson & Mark Sanctuary, 2019. "Why is carbon leakage for energy-intensive industry hard to find?," Environmental Economics and Policy Studies, Springer;Society for Environmental Economics and Policy Studies - SEEPS, vol. 21(1), pages 1-24, January.

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