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Firm‐Level Trade Policy Uncertainty and Cost Stickiness: Evidence From a Large Language Model Approach

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  • Shuyang Jia
  • Peng Liang
  • Nan Hu

Abstract

This study investigates how managers' perceived trade policy uncertainty (TPU) affects firms' cost management decisions. Adopting a firm‐level TPU measure developed by a large language model, our analysis reveals that TPU reduces cost stickiness. This effect is more pronounced in firms managed by non‐overconfident, risk‐averse, or high‐ability executives. Our results hold when we employ a series of endogeneity tests, including a coarsened exact matching method, a difference‐in‐difference approach, and an instrumental variable approach. Finally, we find that firms' cost management decisions resulting from pessimistic expectations about future sales have significant implications for firm performance.

Suggested Citation

  • Shuyang Jia & Peng Liang & Nan Hu, 2025. "Firm‐Level Trade Policy Uncertainty and Cost Stickiness: Evidence From a Large Language Model Approach," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 65(3), pages 3058-3080, September.
  • Handle: RePEc:bla:acctfi:v:65:y:2025:i:3:p:3058-3080
    DOI: 10.1111/acfi.70032
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    References listed on IDEAS

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    1. Nan-Ting Kuo & Cheng-Few Lee, 2023. "Political Institutions and Cost Stickiness: International Evidence," European Accounting Review, Taylor & Francis Journals, vol. 32(3), pages 745-778, May.
    2. Nicholas Bloom, 2014. "Fluctuations in Uncertainty," Journal of Economic Perspectives, American Economic Association, vol. 28(2), pages 153-176, Spring.
    3. Dai, Jing & Hu, Nan & Huang, Rong & Yan, Yan, 2023. "How does credit risk affect cost management strategies? Evidence on the initiation of credit default swap and sticky cost behavior," Journal of Corporate Finance, Elsevier, vol. 80(C).
    4. Wanjiao Jia & Ting Yang & Xin Zhang, 2023. "The rise of robots and the fall of cost stickiness: Evidence from Chinese manufacturers," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 63(3), pages 3147-3171, September.
    5. Seul Gi Oh & Kyeongheum Ra, 2024. "Does innovation matter for asymmetric cost behaviour? Evidence from forward citations to the patents," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 64(4), pages 3685-3711, December.
    6. Sanjay Kallapur & Leslie Eldenburg, 2005. "Uncertainty, Real Options, and Cost Behavior: Evidence from Washington State Hospitals," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 43(5), pages 735-752, December.
    7. Peng Liang & Hasan Cavusoglu & Nan Hu, 2023. "Customers’ managerial expectations and suppliers’ asymmetric cost management," Production and Operations Management, Production and Operations Management Society, vol. 32(6), pages 1975-1993, June.
    8. James Heckman, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    9. Xingnan Xue & Peng Liang & Fujing Xue & Nan Hu & Ling Liu, 2024. "Trade policy uncertainty and the patent bubble in China: evidence from machine learning," Asia-Pacific Journal of Accounting & Economics, Taylor & Francis Journals, vol. 31(5), pages 808-829, September.
    10. Nan Hu & Xingnan Xue & Ling Liu, 2022. "The impact of air pollution on financial reporting quality: evidence from China," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 62(3), pages 3609-3644, September.
    11. Banker, Rajiv D. & Byzalov, Dmitri & Chen, Lei (Tony), 2013. "Employment protection legislation, adjustment costs and cross-country differences in cost behavior," Journal of Accounting and Economics, Elsevier, vol. 55(1), pages 111-127.
    12. Wang, Yizhong & Chen, Carl R. & Huang, Ying Sophie, 2014. "Economic policy uncertainty and corporate investment: Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 26(C), pages 227-243.
    13. Huang, Yi & Lin, Chen & Liu, Sibo & Tang, Heiwai, 2023. "Trade networks and firm value: Evidence from the U.S.-China trade war," Journal of International Economics, Elsevier, vol. 145(C).
    14. Ziyang Li & Qianwei Ying & Yuying Chen & Xuehui Zhang, 2020. "Managerial risk appetite and asymmetry cost behavior: evidence from China," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 60(5), pages 4651-4692, December.
    15. Mitchell A. Petersen, 2009. "Estimating Standard Errors in Finance Panel Data Sets: Comparing Approaches," The Review of Financial Studies, Society for Financial Studies, vol. 22(1), pages 435-480, January.
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