Research

Publications

Integrating Operations and Finance for Sustainable Development: Theory, Practice, and Opportunities

With Yuxuan Zhang and Jing Wu · Production and Operations Management

Abstract

Sustainable development demands addressing two core challenges: mobilizing financial resources and aligning stakeholder incentives. This article surveys the operations-finance interface literature through the lens of "Mobilizing Resources" and "Aligning Incentives" framework. We highlight how the literature advances our knowledge of mitigating SME financing constraints and crafting operationally-informed financial contracts to internalize externalities. We identify a critical gap: while theoretical models for incentive alignment are well-established, empirical evidence remains limited due to the difficulty of analyzing unstructured data. To bridge this gap, we present large language models (LLMs) as a rigorous methodological toolkit for empirical operations management research. We outline a four-step framework—Problem Definition, Model Selection, Prompt Engineering, and Validation—and illustrate its application via a case study that extracts novel data on supplier finance programs from corporate 10-K filings. We conclude by proposing a unified research agenda to advance future research at the intersection of operations, finance, and sustainability.

Working Papers

Cost Shocks and Production Reorganization: Evidence from India’s Goods and Services Tax Reform

With Kashish Arora and Jing Wu · Major Revision at Management Science · SSRN · PDF

Abstract

Manufacturing firms routinely face exogenous cost shocks—such as taxes, tariffs, and regulatory shifts—that alter their cost structures, forcing a fundamental trade-off between reorganizing production to minimize direct costs and maintaining established production "recipes" to preserve efficiency. This paper examines this dilemma using India's 2017 Goods and Services Tax (GST) reform as a natural experiment which introduced heterogeneous effective tax changes across plants by unifying taxes and eliminating cascading input taxes. Leveraging granular plant-level data from 72,000 manufacturing facilities over nine years, we employ a continuous difference-in-differences (DiD) design to track plant responses. We find that plants facing larger tax increases systematically shift product portfolios toward lower-rate categories. We distinguish between reclassification (minor product modifications that preserve existing production capabilities) and reorganization (fundamental operational restructuring with new inputs). Resource-constrained plants favor low-cost reclassification, while larger, capital-intensive plants pursue reorganization. These adjustments, however, come at a steep operational cost: total factor productivity (TFP) declines by 2.2 percent for every 10 percentage-point increase in effective tax rates. This decline is driven by a "quantity-for-quality" substitution in material sourcing, where plants switch to lower-quality domestic inputs to cut costs, eroding material efficiency despite simultaneous gains in labor, capital, and inventory productivity. Taken together, these patterns reveal a clear cost-efficiency trade-off: plants lower their effective tax and working-capital burdens through portfolio shifts, input substitution, and leaner inventories, but accept lower production efficiency in return. Our findings provide actionable insights for managers building operational resilience and for policymakers on mitigating unintended productivity losses from heterogeneous policy shocks.


Global Supply Chain Rerouting in Response to the U.S.-China Trade War

With Vernon Hsu and Jing Wu · Major Revision at Manufacturing & Service Operations Management · SSRN · PDF

Abstract

Problem definition: Concerned about rising geopolitical tensions between the U.S. and China, U.S. importers have sought to reduce their dependence on China by shifting sourcing to intermediary countries such as Vietnam and Mexico. Can these importers build supply chains that are independent of China, or do they retain indirect dependence on China by rerouting through third-party countries? Methodology/results: We use transaction-level customs records from the U.S., Vietnam, and Mexico to construct a firm-product-quarter measure of indirect dependence on China, capturing both a U.S. importer's sourcing share from each third-country supplier and that supplier's reliance on Chinese inputs. Using a continuous difference-in-differences design based on tariff exposure, we find that indirect dependence rises significantly through both countries: at the modal tariff rate of 25%, by 32% of the pre-Trade War mean through Vietnam and 27% through Mexico. The rerouting follows a clear operational logic. The Vietnam rerouting effect is concentrated in cost-sensitive, standardized products and is stronger for products in which China held a high pre-Trade War revealed comparative advantage. The Mexico rerouting effect is concentrated in coordination-intensive products and is stronger for importers with volatile demand or high gross margins. Decomposing indirect dependence into U.S. import share and suppliers' input reliance on China reveals an asymmetric pattern: through Vietnam, both components increase significantly, with a larger response in suppliers' reliance on China; through Mexico, growth comes primarily from the shifted U.S. import share. Managerial implications: Sourcing from a third country does not necessarily reduce dependence on China, so firms need to reassess their supply chain dependencies beyond their first-tier suppliers for each product within their portfolios. For policymakers, changes in direct bilateral trade flows may not fully capture changes in the underlying supply network.


From Diversification to Consolidation: Supply Chain Reconfiguration across Repeated Tariff Episodes

With Morris A. Cohen, Shiliang Cui, Vinayak Deshpande, Ricardo Ernst, Arnd Huchzermeier, Mark Kuppek, Daniela Muhaj, Andy Tsay, and Jing Wu · Under Review at Manufacturing & Service Operations Management · SSRN · PDF

Abstract

Most prior academic research examines how firms respond to a single tariff episode. Yet firms increasingly operate in an environment characterized by recurring tariff shocks. Whether successive tariff episodes lead firms to continue diversifying their supply chains or instead prompt a different mode of adaptation remains largely unknown. We study how U.S. importing firms reconfigure their global supply chains across two major tariff episodes: Trade War 1.0 in 2018 and Trade War 2.0 in 2025. Using firm-product-level import transactions from Panjiva matched with Compustat, we track changes in sourcing locations, supplier networks, and shipment flows. We first show that both tariff episodes divert sourcing away from China toward a similar set of alternative countries. However, the magnitude of reallocation is substantially weaker during the second episode, and the nearshoring shift toward North America that emerged in the first episode is largely absent. We then document a fundamental shift in firms' adjustment behavior across episodes. The initial tariff episode induces broad-based diversification: firms expand the number of sourcing countries and suppliers while reducing average shipment volumes per supplier, consistent with an explore-and-test response under uncertainty. In contrast, the repeated tariff episode does not further broaden supplier networks. Instead, firms reduce the number of active suppliers and concentrate sourcing within networks established during the first episode. Moreover, supply chain reconfiguration following the second episode occurs more rapidly and is driven primarily by supplier exits rather than new supplier entry. This pattern suggests that firms draw on knowledge accumulated during the first trade war to make more targeted and decisive adjustments. The consolidation effect is particularly pronounced for differentiated products, where coordination-intensive inputs are less amenable to fragmented supplier networks. Repeated tariff episodes do not lead to further diversification. Rather, an initial episode prompts firms to build supply chain optionality by expanding their sourcing networks, whereas subsequent episodes trigger selective pruning and consolidation within those expanded networks. These findings offer guidance for managers seeking to design resilient global supply chains in an era of recurring trade-policy uncertainty.