IDEAS home Printed from https://ideas.repec.org/p/fem/femwpa/2026.02.html

Industrial Metal Supply Shocks and Heterogeneous Macroeconomic Effects: Evidence from Copper

Author

Listed:
  • Andrea Bastianin

    (University of Milan and Fondazione Eni Enrico Mattei)

  • Luca Rossini

    (University of Milan and Fondazione Eni Enrico Mattei)

  • Alessandra Testa

    (Fondazione Eni Enrico Mattei)

Abstract

This paper studies the macroeconomic effects of global copper supply shocks. We identify exogenous disruptions to copper supply using a Bayesian structural VAR of the world copper market that combines sign and narrative restrictions. We then trace the international transmission of the identified shock using a two-step approach based on country-level models for major copper-importing and exporting economies. We find that copper supply shocks raise producer prices and depress industrial activity in importing economies, while exporters benefit from higher world prices through improved terms of trade. Importer-exporter status alone is insufficient to characterize exposure: heterogeneity in responses reflects differences in manufacturing copper intensity and buffering capacity through secondary copper production.

Suggested Citation

  • Andrea Bastianin & Luca Rossini & Alessandra Testa, 2026. "Industrial Metal Supply Shocks and Heterogeneous Macroeconomic Effects: Evidence from Copper," Working Papers 2026.02, Fondazione Eni Enrico Mattei.
  • Handle: RePEc:fem:femwpa:2026.02
    as

    Download full text from publisher

    File URL: https://feem-media.s3.eu-central-1.amazonaws.com/wp-content/uploads/NDL2026-02.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Inoue, Atsushi & Kilian, Lutz, 2022. "Joint Bayesian inference about impulse responses in VAR models," Journal of Econometrics, Elsevier, vol. 231(2), pages 457-476.
    2. Andrea Bastianin & Luca Rossini & Lorenzo Tonni, 2025. "A Real-Time Framework for Forecasting Metal Prices," Working Papers 2025.34, Fondazione Eni Enrico Mattei.
    3. Lukas Boer & Mr. Andrea Pescatori & Martin Stuermer, 2023. "Not All Energy Transitions Are Alike: Disentangling the Effects of Demand and Supply-Side Policies on Future Oil Prices," IMF Working Papers 2023/160, International Monetary Fund.
    4. Bastianin, Andrea & Casoli, Chiara & Galeotti, Marzio, 2023. "The connectedness of Energy Transition Metals," Energy Economics, Elsevier, vol. 128(C).
    5. Claire Brousse, 2025. "AI and the growth of data centres: challenges for the copper market [IA et expansion des centres de données, les enjeux pour le marché du cuivre]," Eco Notepad 402, Banque de France.
    6. Ho, Paul & Lubik, Thomas A. & Matthes, Christian, 2024. "Averaging impulse responses using prediction pools," Journal of Monetary Economics, Elsevier, vol. 146(C).
    7. 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.
    8. Lukas Boer & Andrea Pescatori & Martin Stuermer, 2024. "Energy Transition Metals: Bottleneck for Net-Zero Emissions?," Journal of the European Economic Association, European Economic Association, vol. 22(1), pages 200-229.
    9. José Luis Montiel Olea & Mikkel Plagborg-Møller & Eric Qian & Christian K. Wolf, 2025. "Local Projections or VARs? A Primer for Macroeconomists," NBER Working Papers 33871, National Bureau of Economic Research, Inc.
    10. José Luis Montiel Olea & Mikkel Plagborg-Møller & Eric Qian & Christian K. Wolf, 2025. "Local Projections or Vector Autoregressions? A Primer for Macroeconomists," NBER Chapters, in: NBER Macroeconomics Annual 2025, volume 40, pages 111-152, National Bureau of Economic Research, Inc.
    11. Mario Forni & Luca Gambetti & Nicolò Maffei‐Faccioli & Luca Sala, 2024. "Nonlinear Transmission of Financial Shocks: Some New Evidence," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 56(1), pages 5-33, February.
    12. Caldara, Dario & Cavallo, Michele & Iacoviello, Matteo, 2019. "Oil price elasticities and oil price fluctuations," Journal of Monetary Economics, Elsevier, vol. 103(C), pages 1-20.
    13. Kilian, Lutz & Rebucci, Alessandro & Spatafora, Nikola, 2009. "Oil shocks and external balances," Journal of International Economics, Elsevier, vol. 77(2), pages 181-194, April.
    14. Lutz Kilian & Daniel P. Murphy, 2014. "The Role Of Inventories And Speculative Trading In The Global Market For Crude Oil," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 29(3), pages 454-478, April.
    15. Christiane Baumeister & James D. Hamilton, 2019. "Structural Interpretation of Vector Autoregressions with Incomplete Identification: Revisiting the Role of Oil Supply and Demand Shocks," American Economic Review, American Economic Association, vol. 109(5), pages 1873-1910, May.
    16. Saadaoui, Jamel & Smyth, Russell & Vespignani, Joaquin, 2025. "Ensuring the security of the clean energy transition: Examining the impact of geopolitical risk on the price of critical minerals," Energy Economics, Elsevier, vol. 142(C).
    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. Bastianin, Andrea & Rossini, Luca & Testa, Alessandra, 2026. "Industrial Metal Supply Shocks and Heterogeneous Macroeconomic Effects: Evidence from Copper," FEEM Working Papers 387620, Fondazione Eni Enrico Mattei (FEEM).
    2. Robin Braun, 2023. "The importance of supply and demand for oil prices: Evidence from non‐Gaussianity," Quantitative Economics, Econometric Society, vol. 14(4), pages 1163-1198, November.
    3. Chattha, Muhammad Khudadad & Kawalec, Tobias, 2025. "Fiscal Multipliers in Resource-Rich Economies : Evidence from the Gulf Countries," Policy Research Working Paper Series 11193, The World Bank.
    4. Khalil, Makram, 2022. "Oil prices, manufacturing goods, and nontradeable services," Journal of International Economics, Elsevier, vol. 134(C).
    5. Khalil, Makram, 2020. "Global oil prices and the macroeconomy: The role of tradeable manufacturing versus nontradeable services," Discussion Papers 60/2020, Deutsche Bundesbank.
    6. Lang, Korbinian & Auer, Benjamin R., 2020. "The economic and financial properties of crude oil: A review," The North American Journal of Economics and Finance, Elsevier, vol. 52(C).
    7. Lukas Berend & Jan Pruser, 2025. "Sharpening Identification in Large Structural VARs Using Narrative Restrictions," Papers 2505.19244, arXiv.org, revised May 2026.
    8. Zhang, Zhikai & Wang, Yudong & Xiao, Jihong & Zhang, Yaojie, 2023. "Not all geopolitical shocks are alike: Identifying price dynamics in the crude oil market under tensions," Resources Policy, Elsevier, vol. 80(C).
    9. Berger, Eva M. & Bialek, Sylwia & Garnadt, Niklas & Grimm, Veronika & Other, Lars & Salzmann, Leonard & Schnitzer, Monika & Truger, Achim & Wieland, Volker, 2022. "A potential sudden stop of energy imports from Russia: Effects on energy security and economic output in Germany and the EU," Working Papers 01/2022, German Council of Economic Experts / Sachverständigenrat zur Begutachtung der gesamtwirtschaftlichen Entwicklung.
    10. Jochen Güntner & Magnus Reif & Maik Wolters, 2024. "Sudden stop: Supply and demand shocks in the German natural gas market," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 39(7), pages 1282-1300, November.
    11. Zeina Alsalman, 2023. "Oil price shocks and US unemployment: evidence from disentangling the duration of unemployment spells in the labor market," Empirical Economics, Springer, vol. 65(1), pages 479-511, July.
    12. Dominik Bertsche, 2019. "The effects of oil supply shocks on the macroeconomy: a Proxy-FAVAR approachThe effects of oil supply shocks on the macroeconomy: a Proxy-FAVAR approach," Working Paper Series of the Department of Economics, University of Konstanz 2019-06, Department of Economics, University of Konstanz.
    13. Nguyen, Bao H. & Okimoto, Tatsuyoshi & Tran, Trung Duc, 2022. "Uncertainty-dependent and sign-dependent effects of oil market shocks," Journal of Commodity Markets, Elsevier, vol. 26(C).
    14. Bruns, Martin, 2021. "Proxy Vector Autoregressions in a Data-rich Environment," Journal of Economic Dynamics and Control, Elsevier, vol. 123(C).
    15. Daniele Colombo & Francesco Toni, 2025. "Understanding Gas Price Shocks: Elasticities, Volatility and Macroeconomic Transmission," GREDEG Working Papers 2025-20, Groupe de REcherche en Droit, Economie, Gestion (GREDEG CNRS), Université Côte d'Azur, France.
    16. Kilian, Lutz, 2022. "Facts and fiction in oil market modeling," Energy Economics, Elsevier, vol. 110(C).
    17. Czudaj, Robert L., 2022. "Heterogeneity of beliefs and information rigidity in the crude oil market: Evidence from survey data," European Economic Review, Elsevier, vol. 143(C).
    18. Kilian, Lutz, 2022. "Understanding the estimation of oil demand and oil supply elasticities," Energy Economics, Elsevier, vol. 107(C).
    19. Christophe Gouel & Nicolas Legrand, 2025. "The role of storage in commodity markets: Indirect inference based on grain data," Quantitative Economics, Econometric Society, vol. 16(2), pages 705-747, May.
    20. Michał Rubaszek & Karol Szafranek, 2025. "The European energy crisis and the US natural gas market dynamics: a structural VAR investigation," International Economics and Economic Policy, Springer, vol. 22(1), pages 1-22, February.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;

    JEL classification:

    • C32 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes; State Space Models
    • E00 - Macroeconomics and Monetary Economics - - General - - - General
    • Q4 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Energy

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:fem:femwpa:2026.02. 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: Alberto Prina Cerai The email address of this maintainer does not seem to be valid anymore. Please ask Alberto Prina Cerai to update the entry or send us the correct address (email available below). General contact details of provider: https://edirc.repec.org/data/feemmit.html .

    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.