IDEAS home Printed from https://ideas.repec.org/a/wly/sustdv/v34y2026is2p403-421.html

Navigating the Future: AI, Global Supply Chains, and ESG for Sustainable Development

Author

Listed:
  • Sunil Tiwari
  • Panayiotis Tzeremes
  • Emad Kazemzadeh
  • Hayet Soltani
  • Buhari Doğan

Abstract

This study examines the impact of global supply chain pressures (GSCP), artificial intelligence (AI), economic complexity (EC), and sustainability uncertainty (SUI) on the productive capacities index (PCI) in the United States from 2018 to 2024. Employing advanced econometric techniques—including quantile‐on‐quantile regression (QQR), cross‐quantilogram (CQ), and wavelet‐quantile correlation (WQC)—the analysis assesses variable effects, directional predictability, causal relationships, and multiscale correlations. The findings indicate that AI significantly enhances productive capacity through technological innovation, automation, and efficiency gains. In contrast, GSCP and ESG‐related uncertainties (captured by EC and SUI) hinder productive capacities by exacerbating operational disruptions and investment risks across US industries. These results underscore the necessity for strategic policy interventions that leverage AI's potential to mitigate supply chain vulnerabilities and sustainability challenges. To bolster productive capacities, we recommend that US policymakers prioritize fostering a dynamic entrepreneurial ecosystem, promoting technological innovation, strengthening infrastructure resilience, and investing in human capital development. This study provides critical insights for policymakers, industry leaders, and researchers navigating the interplay of technological advancement, global supply chain volatility, and sustainability in shaping economic productivity.

Suggested Citation

  • Sunil Tiwari & Panayiotis Tzeremes & Emad Kazemzadeh & Hayet Soltani & Buhari Doğan, 2026. "Navigating the Future: AI, Global Supply Chains, and ESG for Sustainable Development," Sustainable Development, John Wiley & Sons, Ltd., vol. 34(S2), pages 403-421, March.
  • Handle: RePEc:wly:sustdv:v:34:y:2026:i:s2:p:403-421
    DOI: 10.1002/sd.70359
    as

    Download full text from publisher

    File URL: https://doi.org/10.1002/sd.70359
    Download Restriction: no

    File URL: https://libkey.io/10.1002/sd.70359?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
    ---><---

    References listed on IDEAS

    as
    1. Qiang Wang & Xinhua Wang & Rongrong Li, 2026. "Rethinking Sustainability: Human Development and Ecological Footprint Under Deglobalization Pressures," Sustainable Development, John Wiley & Sons, Ltd., vol. 34(S1), pages 1524-1557, January.
    2. Wang, Zongrun & Cao, Xuxin & Ren, Xiaohang & Taghizadeh-Hesary, Farhad, 2024. "Can digital transformation affect coal utilization efficiency in China? Evidence from spatial econometric analyses," Resources Policy, Elsevier, vol. 91(C).
    3. Alexandre Dolgui & Dmitry Ivanov & Boris Sokolov, 2018. "Ripple effect in the supply chain: an analysis and recent literature," International Journal of Production Research, Taylor & Francis Journals, vol. 56(1-2), pages 414-430, January.
    4. Ascari, Guido & Bonam, Dennis & Smadu, Andra, 2024. "Global supply chain pressures, inflation, and implications for monetary policy," Journal of International Money and Finance, Elsevier, vol. 142(C).
    5. Ren, Xiaohang & Fu, Chenjia & Jin, Chenglu & Li, Yuyi, 2024. "Dynamic causality between global supply chain pressures and China's resource industries: A time-varying Granger analysis," International Review of Financial Analysis, Elsevier, vol. 95(PA).
    6. Sèna Kimm Gnangnon, 2021. "Effect of Productive Capacities on Economic Complexity: Do Aid for Trade Flows Matter?," Journal of Economic Integration, Center for Economic Integration, Sejong University, vol. 36(4), pages 626-688.
    7. Hupka, Yuri, 2022. "Leverage and the global supply chain," Finance Research Letters, Elsevier, vol. 50(C).
    8. Zhai, Shaoxuan & Liu, Zhenpeng, 2023. "Artificial intelligence technology innovation and firm productivity: Evidence from China," Finance Research Letters, Elsevier, vol. 58(PB).
    9. Bonadio, Barthélémy & Huo, Zhen & Levchenko, Andrei A. & Pandalai-Nayar, Nitya, 2021. "Global supply chains in the pandemic," Journal of International Economics, Elsevier, vol. 133(C).
    10. Linton, O. & Whang, Yoon-Jae, 2007. "The quantilogram: With an application to evaluating directional predictability," Journal of Econometrics, Elsevier, vol. 141(1), pages 250-282, November.
    11. David M. Herold & Łukasz Marzantowicz, 2023. "Supply chain responses to global disruptions and its ripple effects: an institutional complexity perspective," Operations Management Research, Springer, vol. 16(4), pages 2213-2224, December.
    12. Diaz, Elena Maria & Cunado, Juncal & de Gracia, Fernando Perez, 2023. "Commodity price shocks, supply chain disruptions and U.S. inflation," Finance Research Letters, Elsevier, vol. 58(PC).
    13. Asha Sundaram & Dennis Wesselbaum, 2025. "Economic development reloaded: the AI revolution in developing nations," New Zealand Economic Papers, Taylor & Francis Journals, vol. 59(1), pages 11-17, January.
    14. Han, Heejoon & Linton, Oliver & Oka, Tatsushi & Whang, Yoon-Jae, 2016. "The cross-quantilogram: Measuring quantile dependence and testing directional predictability between time series," Journal of Econometrics, Elsevier, vol. 193(1), pages 251-270.
    15. Lan Khanh Chu, 2021. "Economic structure and environmental Kuznets curve hypothesis: new evidence from economic complexity," Applied Economics Letters, Taylor & Francis Journals, vol. 28(7), pages 612-616, April.
    16. Kwang-Jing Yii & Kai-Ying Bee & Wei-Yong Cheam & Yee-Lee Chong & Ching-Mei Lee, 2018. "Is Transportation Infrastructure Important to the One Belt One Road (OBOR) Initiative? Empirical Evidence from the Selected Asian Countries," Sustainability, MDPI, vol. 10(11), pages 1-18, November.
    17. Antonio Andreoni & Ha-Joon Chang & Mateus Labrunie, 2021. "Natura Non Facit Saltus: Challenges and Opportunities for Digital Industrialisation Across Developing Countries," The European Journal of Development Research, Palgrave Macmillan;European Association of Development Research and Training Institutes (EADI), vol. 33(2), pages 330-370, April.
    18. Balcilar, Mehmet & Gupta, Rangan & Pierdzioch, Christian, 2016. "Does uncertainty move the gold price? New evidence from a nonparametric causality-in-quantiles test," Resources Policy, Elsevier, vol. 49(C), pages 74-80.
    19. Mrabet, Zouhair & Alsamara, Mouyad & Mimouni, Karim & Awwad, Abdulkareem, 2025. "Do supply chain pressures affect consumer prices in major economies? New evidence from time-varying causality analysis," Economic Modelling, Elsevier, vol. 142(C).
    20. Linh Nguyen Khanh Duong & Josephine Chong, 2020. "Supply chain collaboration in the presence of disruptions: a literature review," International Journal of Production Research, Taylor & Francis Journals, vol. 58(11), pages 3488-3507, June.
    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. Adeel Riaz & Assad Ullah & Bashir Muhammad, 2025. "The impact of global supply chain pressure on the stock market: A sectoral view," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 12(1), pages 1-10, December.
    2. Somani, Dhanashree & Gupta, Rangan & Karmakar, Sayar & Plakandaras, Vasilios, 2025. "Supply bottlenecks and machine learning forecasting of international stock market volatility," Finance Research Letters, Elsevier, vol. 86(PG).
    3. Wang, Zhi & Peng, Xingxing, 2025. "How monetary policy and supply chain shocks impact the consumer energy prices using nonlinear ARDL and wavelet coherence approach," Energy Economics, Elsevier, vol. 147(C).
    4. Wu, Bangzheng, 2025. "The global supply pressure and oil supply–demand shocks: A time-scale and quantile analysis," Energy Economics, Elsevier, vol. 147(C).
    5. Bouri, Elie & Cepni, Oguzhan & Gupta, Rangan & Liu, Ruipeng, 2025. "Supply chain constraints and the predictability of the conditional distribution of international stock market returns and volatility," Economics Letters, Elsevier, vol. 247(C).
    6. Bein, Murad A., 2026. "Dynamic interrelations and the potential of global industrial sectors to function as a refuge for the global transition towards a low-carbon economy," The North American Journal of Economics and Finance, Elsevier, vol. 81(C).
    7. Jia, Yiqing & Liu, Yang & Taghizadeh-Hesary, Farhad, 2025. "The nexus among geopolitical risk, metal prices, and global supply chain pressure: Evidence from the TVP-SV-VAR approach," Economic Analysis and Policy, Elsevier, vol. 85(C), pages 1776-1789.
    8. Matteo Bonato & Rangan Gupta & Christian Pierdzioch, 2024. "Do Shortages Forecast Aggregate and Sectoral U.S. Stock Market Realized Variance? Evidence from a Century of Data," Working Papers 202450, University of Pretoria, Department of Economics.
    9. Jantadej, Kulaya & Kotcharin, Suntichai, 2025. "Navigating liquidity in turbulent waters: The impact of global supply chain pressures on maritime working capital management strategies," Research in Transportation Economics, Elsevier, vol. 112(C).
    10. Yang, Shaopeng & Fu, Yuxi, 2025. "Interconnectedness among supply chain disruptions, energy crisis, and oil market volatility on economic resilience," Energy Economics, Elsevier, vol. 143(C).
    11. Wang, Minglu & Ouyang, Kexin & Jing, Peng, 2025. "Dynamic interplay of energy uncertainty, supply chain disruption, and digital transformation on China's renewable energy stocks," Energy Economics, Elsevier, vol. 141(C).
    12. Ginn, William & Saadaoui, Jamel, 2025. "Impact of supply chain pressures on financial leverage," International Review of Financial Analysis, Elsevier, vol. 98(C).
    13. Valdivia Coria, Joab Dan, 2022. "Apalancamiento, ciclo financiero y económico [Leverage, financial and business cycles]," MPRA Paper 116849, University Library of Munich, Germany.
    14. Zhou, Youcheng & Li, Bingchen & Zhao, Mengqi, 2025. "Asymmetric association between supply chain bottlenecks and consumer energy prices: Evidence from quantile-on-quantile approach," Energy Economics, Elsevier, vol. 147(C).
    15. Li, Chang & Shao, Yuhui & Wang, Tianzhu & Zhou, Shengdi, 2025. "Exchange rate volatility and supply chain disruption," Economic Analysis and Policy, Elsevier, vol. 86(C), pages 1527-1545.
    16. Shahzad, Syed Jawad Hussain & Naifar, Nader & Hammoudeh, Shawkat & Roubaud, David, 2017. "Directional predictability from oil market uncertainty to sovereign credit spreads of oil-exporting countries: Evidence from rolling windows and crossquantilogram analysis," Energy Economics, Elsevier, vol. 68(C), pages 327-339.
    17. Dmitry Ivanov, 2026. "Collaborative emergency adaptation for ripple effect mitigation in intertwined supply networks," Annals of Operations Research, Springer, vol. 359(2), pages 1727-1743, April.
    18. Rahman, Md Lutfur & Hedström, Axel & Uddin, Gazi Salah & Kang, Sang Hoon, 2021. "Quantile relationship between Islamic and non-Islamic equity markets," Pacific-Basin Finance Journal, Elsevier, vol. 68(C).
    19. Xiaohong Chen & Haitian Xie, 2026. "On Local Overidentification and Efficiency Gains in Modern Causal Inference and Data Combination," Cowles Foundation Discussion Papers 2497, Cowles Foundation for Research in Economics, Yale University.
    20. Antonio Zavala-Alcívar & María-José Verdecho & Juan-José Alfaro-Saiz, 2020. "A Conceptual Framework to Manage Resilience and Increase Sustainability in the Supply Chain," Sustainability, MDPI, vol. 12(16), pages 1-38, August.

    More about this item

    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:wly:sustdv:v:34:y:2026:i:s2:p:403-421. 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: Wiley Content Delivery (email available below). General contact details of provider: http://onlinelibrary.wiley.com/journal/10.1002/(ISSN)1099-1719 .

    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.