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Unequal Energy Footprints: Trade-Driven Asymmetries in Consumption-Based Carbon Emissions of the U.S. and China

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  • Muhammad Yousaf Malik

    (Accounting and Finance Department, School of Business, MacEwan University, Edmonton, AB T5J 2P2, Canada)

  • Hassan Daud Butt

    (Bahria University, Islamabad 44000, Pakistan)

Abstract

This study examines the symmetric and asymmetric impacts of international trade on consumption-based carbon emissions (CBEs) in the People’s Republic of China (PRC) and the United States of America (USA) from 1990 to 2018. The analysis uses autoregressive distributed lag (ARDL) and non-linear ARDL (NARDL) methodologies to capture short- and long-run trade emissions dynamics, with economic growth, oil prices, financial development and industry value addition as control variables. The findings reveal that exports reduce CBEs, while imports increase them, across both economies in the long and short run. The asymmetric analysis highlights that a fall in exports increases CBEs in the USA but reduces them in the PRC due to differences in supply chain flexibility. The PRC demonstrates larger coefficients for trade variables, reflecting its reliance on energy-intensive imports and rapid trade growth. The error correction term shows that the PRC takes 2.64 times longer than the USA to return to equilibrium after short-run shocks, reflecting systemic rigidity. These findings challenge the Environmental Kuznets Curve (EKC) hypothesis, showing that economic growth intensifies CBEs. Robustness checks confirm the results, highlighting the need for tailored policies, including carbon border adjustments, renewable energy integration and CBE-based accounting frameworks.

Suggested Citation

  • Muhammad Yousaf Malik & Hassan Daud Butt, 2025. "Unequal Energy Footprints: Trade-Driven Asymmetries in Consumption-Based Carbon Emissions of the U.S. and China," Energies, MDPI, vol. 18(13), pages 1-31, June.
  • Handle: RePEc:gam:jeners:v:18:y:2025:i:13:p:3238-:d:1683775
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    as
    1. Daron Acemoglu & Philippe Aghion & Leonardo Bursztyn & David Hemous, 2012. "The Environment and Directed Technical Change," American Economic Review, American Economic Association, vol. 102(1), pages 131-166, February.
    2. Hasanov, Fakhri J. & Liddle, Brantley & Mikayilov, Jeyhun I., 2018. "The impact of international trade on CO2 emissions in oil exporting countries: Territory vs consumption emissions accounting," Energy Economics, Elsevier, vol. 74(C), pages 343-350.
    3. Shahbaz, Muhammad & Nasreen, Samia & Ahmed, Khalid & Hammoudeh, Shawkat, 2017. "Trade openness–carbon emissions nexus: The importance of turning points of trade openness for country panels," Energy Economics, Elsevier, vol. 61(C), pages 221-232.
    4. Li, Jinying & Li, Sisi, 2020. "Energy investment, economic growth and carbon emissions in China—Empirical analysis based on spatial Durbin model," Energy Policy, Elsevier, vol. 140(C).
    5. Firth, Michael & Lin, Chen & Liu, Ping & Wong, Sonia M.L., 2009. "Inside the black box: Bank credit allocation in China's private sector," Journal of Banking & Finance, Elsevier, vol. 33(6), pages 1144-1155, June.
    6. Ang, B.W. & Su, Bin, 2016. "Carbon emission intensity in electricity production: A global analysis," Energy Policy, Elsevier, vol. 94(C), pages 56-63.
    7. Chandran Govindaraju, V.G.R. & Tang, Chor Foon, 2013. "The dynamic links between CO2 emissions, economic growth and coal consumption in China and India," Applied Energy, Elsevier, vol. 104(C), pages 310-318.
    8. Al-Mulali, Usama & Ozturk, Ilhan, 2016. "The investigation of environmental Kuznets curve hypothesis in the advanced economies: The role of energy prices," Renewable and Sustainable Energy Reviews, Elsevier, vol. 54(C), pages 1622-1631.
    9. Wu, Di & Zhang, Yuqian & Liu, Bo & Wang, Keke & Wang, Zijing & Kang, Junjie, 2024. "Optimization of coal power phaseout pathways ensuring energy security: Evidence from Shandong, China's largest coal power province," Energy Policy, Elsevier, vol. 192(C).
    10. Lin William Cong & Haoyu Gao & Jacopo Ponticelli & Xiaoguang Yang, 2019. "Credit Allocation Under Economic Stimulus: Evidence from China," The Review of Financial Studies, Society for Financial Studies, vol. 32(9), pages 3412-3460.
    11. Tamazian, Artur & Bhaskara Rao, B., 2010. "Do economic, financial and institutional developments matter for environmental degradation? Evidence from transitional economies," Energy Economics, Elsevier, vol. 32(1), pages 137-145, January.
    12. Haug, Alfred A. & Ucal, Meltem, 2019. "The role of trade and FDI for CO2 emissions in Turkey: Nonlinear relationships," Energy Economics, Elsevier, vol. 81(C), pages 297-307.
    13. Robert B. Barsky & Lutz Kilian, 2004. "Oil and the Macroeconomy Since the 1970s," Journal of Economic Perspectives, American Economic Association, vol. 18(4), pages 115-134, Fall.
    14. Pesaran, M. Hashem & Smith, Ron, 1995. "Estimating long-run relationships from dynamic heterogeneous panels," Journal of Econometrics, Elsevier, vol. 68(1), pages 79-113, July.
    15. Nasir, Muhammad Ali & Naidoo, Lutchmee & Shahbaz, Muhammad & Amoo, Nii, 2018. "Implications of oil prices shocks for the major emerging economies: A comparative analysis of BRICS," Energy Economics, Elsevier, vol. 76(C), pages 76-88.
    16. Gene M. Grossman & Alan B. Krueger, 1995. "Economic Growth and the Environment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 110(2), pages 353-377.
    17. Jean-Thomas Bernard & Michael Gavin & Lynda Khalaf & Marcel Voia, 2015. "Environmental Kuznets Curve: Tipping Points, Uncertainty and Weak Identification," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 60(2), pages 285-315, February.
    18. Kenneth Gillingham & David Rapson & Gernot Wagner, 2016. "The Rebound Effect and Energy Efficiency Policy," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 10(1), pages 68-88.
    19. Itkonen, Juha V.A., 2012. "Problems estimating the carbon Kuznets curve," Energy, Elsevier, vol. 39(1), pages 274-280.
    20. Zhang, Yue-Jun, 2011. "The impact of financial development on carbon emissions: An empirical analysis in China," Energy Policy, Elsevier, vol. 39(4), pages 2197-2203, April.
    21. Troster, Victor & Shahbaz, Muhammad & Uddin, Gazi Salah, 2018. "Renewable energy, oil prices, and economic activity: A Granger-causality in quantiles analysis," Energy Economics, Elsevier, vol. 70(C), pages 440-452.
    22. M. Hashem Pesaran & Yongcheol Shin & Richard J. Smith, 2001. "Bounds testing approaches to the analysis of level relationships," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 16(3), pages 289-326.
    23. Donald W. K. Andrews, 2003. "Tests for Parameter Instability and Structural Change with Unknown Change Point: A Corrigendum," Econometrica, Econometric Society, vol. 71(1), pages 395-397, January.
    24. Kevin R. Kaushal & Knut Einar Rosendahl, 2020. "Taxing Consumption to Mitigate Carbon Leakage," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 75(1), pages 151-181, January.
    25. Mary Amiti & Stephen J. Redding & David E. Weinstein, 2019. "The Impact of the 2018 Tariffs on Prices and Welfare," Journal of Economic Perspectives, American Economic Association, vol. 33(4), pages 187-210, Fall.
    26. Andrews, Donald W K, 1993. "Tests for Parameter Instability and Structural Change with Unknown Change Point," Econometrica, Econometric Society, vol. 61(4), pages 821-856, July.
    27. Lutz Kilian, 2009. "Not All Oil Price Shocks Are Alike: Disentangling Demand and Supply Shocks in the Crude Oil Market," American Economic Review, American Economic Association, vol. 99(3), pages 1053-1069, June.
    28. Hamilton, James D., 2003. "What is an oil shock?," Journal of Econometrics, Elsevier, vol. 113(2), pages 363-398, April.
    29. Junsoo Lee & Mark C. Strazicich, 2003. "Minimum Lagrange Multiplier Unit Root Test with Two Structural Breaks," The Review of Economics and Statistics, MIT Press, vol. 85(4), pages 1082-1089, November.
    30. Odhiambo, Nicholas M., 2009. "Energy consumption and economic growth nexus in Tanzania: An ARDL bounds testing approach," Energy Policy, Elsevier, vol. 37(2), pages 617-622, February.
    31. A. Kahuthu, 2006. "Economic Growth and Environmental Degradation in a Global Context," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 8(1), pages 55-68, February.
    32. Munksgaard, Jesper & Pedersen, Klaus Alsted, 2001. "CO2 accounts for open economies: producer or consumer responsibility?," Energy Policy, Elsevier, vol. 29(4), pages 327-334, March.
    33. Mark Vancauteren, 2018. "The effects of human capital, R&D and firm’s innovation on patents: a panel study on Dutch food firms," The Journal of Technology Transfer, Springer, vol. 43(4), pages 901-922, August.
    34. Backus, David K. & Crucini, Mario J., 2000. "Oil prices and the terms of trade," Journal of International Economics, Elsevier, vol. 50(1), pages 185-213, February.
    35. Robert Engle & Clive Granger, 2015. "Co-integration and error correction: Representation, estimation, and testing," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 39(3), pages 106-135.
    36. Managi, Shunsuke & Hibiki, Akira & Tsurumi, Tetsuya, 2009. "Does trade openness improve environmental quality?," Journal of Environmental Economics and Management, Elsevier, vol. 58(3), pages 346-363, November.
    37. Mi, Zhifu & Zheng, Jiali & Meng, Jing & Zheng, Heran & Li, Xian & Coffman, D'Maris & Woltjer, Johan & Wang, Shouyang & Guan, Dabo, 2019. "Carbon emissions of cities from a consumption-based perspective," Applied Energy, Elsevier, vol. 235(C), pages 509-518.
    38. Ju, Keyi & Su, Bin & Zhou, Dequn & Wu, Junmin, 2017. "Does energy-price regulation benefit China's economy and environment? Evidence from energy-price distortions," Energy Policy, Elsevier, vol. 105(C), pages 108-119.
    39. Jones, Glenn A. & Warner, Kevin J., 2016. "The 21st century population-energy-climate nexus," Energy Policy, Elsevier, vol. 93(C), pages 206-212.
    40. Bown, Chad P., 2021. "The US–China trade war and Phase One agreement," Journal of Policy Modeling, Elsevier, vol. 43(4), pages 805-843.
    41. Shahbaz, Muhammad & Nasir, Muhammad Ali & Roubaud, David, 2018. "Environmental degradation in France: The effects of FDI, financial development, and energy innovations," Energy Economics, Elsevier, vol. 74(C), pages 843-857.
    42. Ozcan, Burcu & Tzeremes, Panayiotis G. & Tzeremes, Nickolaos G., 2020. "Energy consumption, economic growth and environmental degradation in OECD countries," Economic Modelling, Elsevier, vol. 84(C), pages 203-213.
    43. Sadorsky, Perry, 2010. "The impact of financial development on energy consumption in emerging economies," Energy Policy, Elsevier, vol. 38(5), pages 2528-2535, May.
    44. Kyle W. Knight & Juliet B. Schor, 2014. "Economic Growth and Climate Change: A Cross-National Analysis of Territorial and Consumption-Based Carbon Emissions in High-Income Countries," Sustainability, MDPI, vol. 6(6), pages 1-10, June.
    45. Akalpler, Ergin & Hove, Simbarashe, 2019. "Carbon emissions, energy use, real GDP per capita and trade matrix in the Indian economy-an ARDL approach," Energy, Elsevier, vol. 168(C), pages 1081-1093.
    46. Pablo-Romero, María del P. & Sánchez-Braza, Antonio, 2015. "Productive energy use and economic growth: Energy, physical and human capital relationships," Energy Economics, Elsevier, vol. 49(C), pages 420-429.
    47. Kallis, Giorgos & Sager, Jalel, 2017. "Oil and the economy: A systematic review of the literature for ecological economists," Ecological Economics, Elsevier, vol. 131(C), pages 561-571.
    48. Robbie Andrew & Glen Peters & James Lennox, 2009. "Approximation And Regional Aggregation In Multi-Regional Input-Output Analysis For National Carbon Footprint Accounting," Economic Systems Research, Taylor & Francis Journals, vol. 21(3), pages 311-335.
    49. Kim, Dong-Hyeon & Suen, Yu-Bo & Lin, Shu-Chin, 2019. "Carbon dioxide emissions and trade: Evidence from disaggregate trade data," Energy Economics, Elsevier, vol. 78(C), pages 13-28.
    50. Peters, Glen P., 2008. "From production-based to consumption-based national emission inventories," Ecological Economics, Elsevier, vol. 65(1), pages 13-23, March.
    51. David Popp, 2002. "Induced Innovation and Energy Prices," American Economic Review, American Economic Association, vol. 92(1), pages 160-180, March.
    52. Chad P. Bown, 2021. "The US–China trade war and phase one agreement," Working Paper Series WP21-2, Peterson Institute for International Economics.
    53. Chen, Yang & Cheng, Liang & Lee, Chien-Chiang & Wang, Chang-song, 2021. "The impact of regional banks on environmental pollution: Evidence from China's city commercial banks," Energy Economics, Elsevier, vol. 102(C).
    54. Khan, Zeeshan & Ali, Muhsin & Jinyu, Liu & Shahbaz, Muhammad & Siqun, Yang, 2020. "Consumption-based carbon emissions and trade nexus: Evidence from nine oil exporting countries," Energy Economics, Elsevier, vol. 89(C).
    55. Dervis Kirikkaleli & Hasan Güngör & Tomiwa Sunday Adebayo, 2022. "Consumption‐based carbon emissions, renewable energy consumption, financial development and economic growth in Chile," Business Strategy and the Environment, Wiley Blackwell, vol. 31(3), pages 1123-1137, March.
    56. Benjamin K. Sovacool & Patrick Schmid & Andy Stirling & Goetz Walter & Gordon MacKerron, 2020. "Differences in carbon emissions reduction between countries pursuing renewable electricity versus nuclear power," Nature Energy, Nature, vol. 5(11), pages 928-935, November.
    57. Kenneth Gillingham & James H. Stock, 2018. "The Cost of Reducing Greenhouse Gas Emissions," Journal of Economic Perspectives, American Economic Association, vol. 32(4), pages 53-72, Fall.
    58. Dinda, Soumyananda, 2004. "Environmental Kuznets Curve Hypothesis: A Survey," Ecological Economics, Elsevier, vol. 49(4), pages 431-455, August.
    59. Christoph Böhringer & Jan Schneider & Emmanuel Asane-Otoo, 2021. "Trade in Carbon and Carbon Tariffs," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 78(4), pages 669-708, April.
    60. Shigeto, Sawako & Yamagata, Yoshiki & Ii, Ryota & Hidaka, Masato & Horio, Masayuki, 2012. "An easily traceable scenario for 80% CO2 emission reduction in Japan through the final consumption-based CO2 emission approach: A case study of Kyoto-city," Applied Energy, Elsevier, vol. 90(1), pages 201-205.
    61. Apergis, Nicholas, 2016. "Environmental Kuznets curves: New evidence on both panel and country-level CO2 emissions," Energy Economics, Elsevier, vol. 54(C), pages 263-271.
    62. Jaforullah, Mohammad & King, Alan, 2017. "The econometric consequences of an energy consumption variable in a model of CO2 emissions," Energy Economics, Elsevier, vol. 63(C), pages 84-91.
    63. Wang, Fangjun & Sun, Junqin & Liu, Yang Stephanie, 2019. "Institutional pressure, ultimate ownership, and corporate carbon reduction engagement: Evidence from China," Journal of Business Research, Elsevier, vol. 104(C), pages 14-26.
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