IDEAS home Printed from https://ideas.repec.org/a/eee/proeco/v280y2025ics092552732400330x.html
   My bibliography  Save this article

Global sourcing under tariffs: A perspective of time series analysis

Author

Listed:
  • Zhang, D. James
  • Dabadghao, Shaunak S.
  • Udenio, Maximiliano

Abstract

Global sourcing is a complex process to acquire products and services from international sources, and therefore is subject to various disruptions. This paper focuses on the effects of the large-scale tariffs during 2018–2019 on global sourcing behaviors. Drawing on tariff implications from analytic models of global supply network design, we specifically examine the patterns of global sourcing and how tariffs could disrupt global supply chains by investigating time series of monthly sourced amounts. We draw 222 manufacturing firms from the FactSet Shipping database, with 3,348,595 unique observations covering time period between January 2014 and December 2019. By applying multivariate time series clustering algorithm, we identify seven unique clusters for these firms. We further examine the disruptive effects of these tariffs by using intervention analysis of time series in each cluster. The results of intervention analysis demonstrates that disruptive effects differ in each cluster. An additional analysis reveals that firm size, growth potential, and firm profitability are associated with firms’ ability to deal with disruptions. Overall, our results have important implications for global supply chain management.

Suggested Citation

  • Zhang, D. James & Dabadghao, Shaunak S. & Udenio, Maximiliano, 2025. "Global sourcing under tariffs: A perspective of time series analysis," International Journal of Production Economics, Elsevier, vol. 280(C).
  • Handle: RePEc:eee:proeco:v:280:y:2025:i:c:s092552732400330x
    DOI: 10.1016/j.ijpe.2024.109473
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S092552732400330X
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.ijpe.2024.109473?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. Gene M. Grossman & Elhanan Helpman & Stephen J. Redding, 2024. "When Tariffs Disrupt Global Supply Chains," American Economic Review, American Economic Association, vol. 114(4), pages 988-1029, April.
    2. Zeng, Bingcong & Yen, Benjamin P.-C., 2017. "Rethinking the role of partnerships in global supply chains: A risk-based perspective," International Journal of Production Economics, Elsevier, vol. 185(C), pages 52-62.
    3. Suzanne de Treville & Tyson R. Browning & Rogelio Oliva, 2023. "Empirically Grounding Analytics (EGA) Research in the Journal of Operations Management," Swiss Finance Institute Research Paper Series 23-98, Swiss Finance Institute.
    4. Kyle Handley & Fariha Kamal & Ryan Monarch, 2020. "Rising Import Tariffs, Falling Export Growth: When Modern Supply Chains Meet Old-Style Protectionism," Working Papers 676, Research Seminar in International Economics, University of Michigan.
    5. Yossi Aviv, 2003. "A Time-Series Framework for Supply-Chain Inventory Management," Operations Research, INFORMS, vol. 51(2), pages 210-227, April.
    6. Kenneth Gilbert, 2005. "An ARIMA Supply Chain Model," Management Science, INFORMS, vol. 51(2), pages 305-310, February.
    7. Mary Amiti & Stephen J. Redding & David E. Weinstein, 2020. "Who's Paying for the US Tariffs? A Longer-Term Perspective," AEA Papers and Proceedings, American Economic Association, vol. 110, pages 541-546, May.
    8. Ben Charoenwong & Miaozhe Han & Jing Wu, 2023. "Trade and Foreign Economic Policy Uncertainty in Supply Chain Networks: Who Comes Home?," Manufacturing & Service Operations Management, INFORMS, vol. 25(1), pages 126-147, January.
    9. Golini, Ruggero & Kalchschmidt, Matteo, 2015. "Managing inventories in global sourcing contexts: A contingency perspective," International Journal of Production Economics, Elsevier, vol. 165(C), pages 64-78.
    10. Jessica L. Darby & David J. Ketchen & Brent D. Williams & Travis Tokar, 2020. "The Implications of Firm‐Specific Policy Risk, Policy Uncertainty, and Industry Factors for Inventory: A Resource Dependence Perspective," Journal of Supply Chain Management, Institute for Supply Management, vol. 56(4), pages 3-24, October.
    11. Giorgino, Toni, 2009. "Computing and Visualizing Dynamic Time Warping Alignments in R: The dtw Package," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 31(i07).
    12. Lingxiu Dong & Panos Kouvelis & Ping Su, 2010. "Global Facility Network Design with Transshipment and Responsive Pricing," Manufacturing & Service Operations Management, INFORMS, vol. 12(2), pages 278-298, February.
    13. Holweg, Matthias & Reichhart, Andreas & Hong, Eui, 2011. "On risk and cost in global sourcing," International Journal of Production Economics, Elsevier, vol. 131(1), pages 333-341, May.
    14. Brian Tomlin, 2006. "On the Value of Mitigation and Contingency Strategies for Managing Supply Chain Disruption Risks," Management Science, INFORMS, vol. 52(5), pages 639-657, May.
    15. Kauppi, Katri & Longoni, Annachiara & Caniato, Federico & Kuula, Markku, 2016. "Managing country disruption risks and improving operational performance: risk management along integrated supply chains," International Journal of Production Economics, Elsevier, vol. 182(C), pages 484-495.
    16. Heather Berry & Aseem Kaul, 2015. "Global Sourcing and Foreign Knowledge Seeking," Management Science, INFORMS, vol. 61(5), pages 1052-1071, May.
    17. Guchhait, Rekha & Sarkar, Biswajit, 2024. "A decision-making problem for product outsourcing with flexible production under a global supply chain management," International Journal of Production Economics, Elsevier, vol. 272(C).
    18. Parast, Mahour Mellat, 2020. "The impact of R&D investment on mitigating supply chain disruptions: Empirical evidence from U.S. firms," International Journal of Production Economics, Elsevier, vol. 227(C).
    19. Golini, Ruggero & Kalchschmidt, Matteo, 2011. "Moderating the impact of global sourcing on inventories through supply chain management," International Journal of Production Economics, Elsevier, vol. 133(1), pages 86-94, September.
    20. Kyle Handley & Fariha Kamal & Ryan Monarch, 2020. "Rising Import Tariffs, Falling Export Growth: When Modern Supply Chains Meet Old-Style Protectionism," NBER Working Papers 26611, National Bureau of Economic Research, Inc.
    21. Kamalahmadi, Masoud & Parast, Mahour Mellat, 2017. "An assessment of supply chain disruption mitigation strategies," International Journal of Production Economics, Elsevier, vol. 184(C), pages 210-230.
    22. Kevin B. Hendricks & Vinod R. Singhal, 2014. "The Effect of Demand–Supply Mismatches on Firm Risk," Production and Operations Management, Production and Operations Management Society, vol. 23(12), pages 2137-2151, December.
    23. Nitish Jain & Karan Girotra & Serguei Netessine, 2022. "Recovering Global Supply Chains from Sourcing Interruptions: The Role of Sourcing Strategy," Manufacturing & Service Operations Management, INFORMS, vol. 24(2), pages 846-863, March.
    24. Vahid Nooraie, S. & Parast, Mahour Mellat, 2016. "Mitigating supply chain disruptions through the assessment of trade-offs among risks, costs and investments in capabilities," International Journal of Production Economics, Elsevier, vol. 171(P1), pages 8-21.
    25. Aaron Flaaen & Ali Hortaçsu & Felix Tintelnot, 2020. "The Production Relocation and Price Effects of US Trade Policy: The Case of Washing Machines," American Economic Review, American Economic Association, vol. 110(7), pages 2103-2127, July.
    26. Arnd Huchzermeier & Morris A. Cohen, 1996. "Valuing Operational Flexibility Under Exchange Rate Risk," Operations Research, INFORMS, vol. 44(1), pages 100-113, February.
    27. Lauren Xiaoyuan Lu & Jan A. Van Mieghem, 2009. "Multimarket Facility Network Design with Offshoring Applications," Manufacturing & Service Operations Management, INFORMS, vol. 11(1), pages 90-108, October.
    28. Kim, Minkyun & Chai, Sangmi, 2017. "The impact of supplier innovativeness, information sharing and strategic sourcing on improving supply chain agility: Global supply chain perspective," International Journal of Production Economics, Elsevier, vol. 187(C), pages 42-52.
    29. Lingxiu Dong & Panos Kouvelis, 2020. "Impact of Tariffs on Global Supply Chain Network Configuration: Models, Predictions, and Future Research," Manufacturing & Service Operations Management, INFORMS, vol. 22(1), pages 25-35, January.
    30. Mazzola, Erica & Bruccoleri, Manfredi & Perrone, Giovanni, 2019. "The curvilinear effect of manufacturing outsourcing and captive-offshoring on firms' innovation: The role of temporal endurance," International Journal of Production Economics, Elsevier, vol. 211(C), pages 197-210.
    31. Azadegan, Arash & Modi, Sachin & Lucianetti, Lorenzo, 2021. "Surprising supply chain disruptions: Mitigation effects of operational slack and supply redundancy," International Journal of Production Economics, Elsevier, vol. 240(C).
    32. Morris A. Cohen & Hau L. Lee, 2020. "Designing the Right Global Supply Chain Network," Manufacturing & Service Operations Management, INFORMS, vol. 22(1), pages 15-24, January.
    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. Yang, Huixiao & Ou, Jinwen & Chen, Xiaofeng, 2021. "Impact of tariffs and production cost on a multinational firm's incentive for backshoring under competition," Omega, Elsevier, vol. 105(C).
    2. Hayakawa, Kazunobu & Ito, Keiko & Fukao, Kyoji & Deseatnicov, Ivan, 2023. "The impact of the strengthening of export controls on Japanese exports of dual-use goods," International Economics, Elsevier, vol. 174(C), pages 160-179.
    3. Huang, Hongfu & He, Yong & Li, Dong & Li, Shanshan, 2023. "Competing multinationals’ backshoring decisions: Tax arbitrage versus production reliability tradeoff," European Journal of Operational Research, Elsevier, vol. 311(2), pages 515-532.
    4. Lorentz, Harri & Kumar, Mukesh & Srai, Jagjit Singh, 2018. "Managing distance in international purchasing and supply: a systematic review of literature from the resource-based view perspective," International Business Review, Elsevier, vol. 27(2), pages 339-354.
    5. Ma, Hong & Ning, Jingxin & Xu, Mingzhi (Jimmy), 2021. "An eye for an eye? The trade and price effects of China's retaliatory tariffs on U.S. exports," China Economic Review, Elsevier, vol. 69(C).
    6. Benguria, Felipe & Saffie, Felipe, 2024. "Escaping the trade war: Finance and relational supply chains in the adjustment to trade policy shocks," Journal of International Economics, Elsevier, vol. 152(C).
    7. Hayakawa, Kazunobu & Ito, Keiko & Fukao, Kyoji & Ivan, Deseatnicov, 2022. "The impact of the U.S.-China conflict and the strengthening of export controls on Japanese exports," IDE Discussion Papers 852, Institute of Developing Economies, Japan External Trade Organization(JETRO).
    8. Kanglin Chen & Xin Wang & Baozhuang Niu & Ying‐Ju Chen, 2022. "The impact of tariffs and price premiums of locally manufactured products on global manufacturers' sourcing strategies," Production and Operations Management, Production and Operations Management Society, vol. 31(9), pages 3474-3490, September.
    9. Morris A. Cohen & Panos Kouvelis, 2021. "Revisit of AAA Excellence of Global Value Chains: Robustness, Resilience, and Realignment," Production and Operations Management, Production and Operations Management Society, vol. 30(3), pages 633-643, March.
    10. Gustavo de Souza & Haishi Li, 2025. "The Employment Consequences of Anti-Dumping Tariffs: Lessons from Brazil," CESifo Working Paper Series 11654, CESifo.
    11. Bekkers, Eddy & Schroeter, Sofia, 2020. "An economic analysis of the US-China trade conflict," WTO Staff Working Papers ERSD-2020-04, World Trade Organization (WTO), Economic Research and Statistics Division.
    12. Guo, Guangyuan & Hu, Dongmin & Wang, Huanhuan & Zhang, Zhiqiang, 2024. "Adapting to trade friction: The supply chain dynamics of Chinese suppliers," China Economic Review, Elsevier, vol. 87(C).
    13. Pablo Fajgelbaum & Pinelopi Goldberg & Patrick Kennedy & Amit Khandelwal & Daria Taglioni, 2024. "The US-China Trade War and Global Reallocations," American Economic Review: Insights, American Economic Association, vol. 6(2), pages 295-312, June.
    14. Blanchard, Emily J. & Bown, Chad P. & Chor, Davin, 2024. "Did Trump’s trade war impact the 2018 election?," Journal of International Economics, Elsevier, vol. 148(C).
    15. Hong Ma & Lingsheng Meng, 2023. "Heterogeneous impacts of the Section 301 tariffs: Evidence from the revision of product lists," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 56(1), pages 164-190, February.
    16. Jesus Fernandez-Villaverde & Tomohide Mineyama & Dongho Song, 2024. "Are We Fragmented Yet? Measuring Geopolitical Fragmentation and Its Causal Effects," PIER Working Paper Archive 24-015, Penn Institute for Economic Research, Department of Economics, University of Pennsylvania.
    17. Pol Antràs, 2020. "De-Globalisation? Global Value Chains in the Post-COVID-19 Age," NBER Working Papers 28115, National Bureau of Economic Research, Inc.
    18. He, Chuan & Mau, Karsten & Xu, Mingzhi, 2021. "Trade Shocks and Firms Hiring Decisions:," Research Memorandum 001, Maastricht University, Graduate School of Business and Economics (GSBE).
    19. repec:wbk:wbrwps:10249 is not listed on IDEAS
    20. Hayakawa,Kazunobu, 2022. "The trade impact of U.S.-China conflict in Southeast Asia," IDE Discussion Papers 873, Institute of Developing Economies, Japan External Trade Organization(JETRO).
    21. Azadegan, Arash & Modi, Sachin & Lucianetti, Lorenzo, 2021. "Surprising supply chain disruptions: Mitigation effects of operational slack and supply redundancy," International Journal of Production Economics, Elsevier, vol. 240(C).

    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:eee:proeco:v:280:y:2025:i:c:s092552732400330x. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/ijpe .

    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.