Hasib Ahmed 2026. AI-Driven Predictive Supply Chain Resilience Framework for U.S. Manufacturing Systems: An Empirical Analysis. American Journal of Data Science and Analytics. 7, 04 (Apr. 2026), 45–80. DOI:https://doi.org/10.63125/d8swft81.