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Dynamic Risk in the U.S. Banking System: An Analysis of Sentiment, Policy Shocks, and Spillover Effects

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  • Haibo Wang
  • Jun Huang
  • Lutfu S Sua
  • Jaime Ortiz
  • Jinshyang Roan
  • Bahram Alidaee

Abstract

The 2023 U.S. banking crisis propagated not through direct financial linkages but through a high-frequency, information-based contagion channel. This paper moves beyond exploration analysis to test the "too-similar-to-fail" hypothesis, arguing that risk spillovers were driven by perceived similarities in bank business models under acute interest rate pressure. Employing a Time-Varying Parameter Vector Autoregression (TVP-VAR) model with 30-day rolling windows, a method uniquely suited for capturing the rapid network shifts inherent in a panic, we analyze daily stock returns for the four failed institutions and a systematically selected peer group of surviving banks vulnerable to the same risks from March 18, 2022, to March 15, 2023. Our results provide strong evidence for this contagion channel: total system connectedness surged dramatically during the crisis peak, and we identify SIVB, FRC, and WAL as primary net transmitters of risk while their perceived peers became significant net receivers, a key dynamic indicator of systemic vulnerability that cannot be captured by asset-by-asset analysis. We further demonstrate that these spillovers were significantly amplified by market sentiment (as measured by the VIX) and economic policy uncertainty (EPU). By providing a clear conceptual framework and robust empirical validation, our findings confirm the persistence of systemic risks within the banking network and highlight the importance of real-time monitoring in strengthening financial stability.

Suggested Citation

  • Haibo Wang & Jun Huang & Lutfu S Sua & Jaime Ortiz & Jinshyang Roan & Bahram Alidaee, 2026. "Dynamic Risk in the U.S. Banking System: An Analysis of Sentiment, Policy Shocks, and Spillover Effects," Papers 2601.01783, arXiv.org.
  • Handle: RePEc:arx:papers:2601.01783
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    1. S. Borağan Aruoba, 2020. "Term Structures of Inflation Expectations and Real Interest Rates," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 38(3), pages 542-553, July.
    2. Jesse Hoekstra & Derya Güler, 2024. "The Mediating Effect of Trading Volume on the Relationship between Investor Sentiment and the Return of Tech Companies," Journal of Behavioral Finance, Taylor & Francis Journals, vol. 25(3), pages 356-373, July.
    3. Malcolm Baker & Jeffrey Wurgler, 2007. "Investor Sentiment in the Stock Market," Journal of Economic Perspectives, American Economic Association, vol. 21(2), pages 129-152, Spring.
    4. Barbosa, Luciana & Bonfim, Diana & Costa, Sónia & Everett, Mary, 2018. "Cross-border spillovers of monetary policy: What changes during a financial crisis?," Journal of International Money and Finance, Elsevier, vol. 89(C), pages 154-174.
    5. Mendoza, Enrique G. & Quadrini, Vincenzo, 2010. "Financial globalization, financial crises and contagion," Journal of Monetary Economics, Elsevier, vol. 57(1), pages 24-39, January.
    6. Buch, Claudia M. & Eickmeier, Sandra & Prieto, Esteban, 2022. "Banking deregulation, macroeconomic dynamics and monetary policy," Journal of Financial Stability, Elsevier, vol. 63(C).
    7. Francis X. Diebold & Kamil Yilmaz, 2009. "Measuring Financial Asset Return and Volatility Spillovers, with Application to Global Equity Markets," Economic Journal, Royal Economic Society, vol. 119(534), pages 158-171, January.
    8. Cedric Mbanga & Ali F. Darrat & Jung Chul Park, 2019. "Investor sentiment and aggregate stock returns: the role of investor attention," Review of Quantitative Finance and Accounting, Springer, vol. 53(2), pages 397-428, August.
    9. Mark Doms & Norman J. Morin, 2004. "Consumer sentiment, the economy, and the news media," Finance and Economics Discussion Series 2004-51, Board of Governors of the Federal Reserve System (U.S.).
    10. Tran, Dung Viet & Hassan, M. Kabir & Alam, Ahmed W. & Pezzo, Luca & Abdul-Majid, Mariani, 2021. "Economic policy uncertainty, agency problem, and funding structure: Evidence from U.S. banking industry," Research in International Business and Finance, Elsevier, vol. 58(C).
    11. Jeremy C. Stein, 2012. "Monetary Policy as Financial Stability Regulation," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 127(1), pages 57-95.
    12. Nguyen, Thanh Pham Thien & Nghiem, Son & Tripe, David, 2021. "Does oil price aggravate the impact of economic policy uncertainty on bank performance in India?," Energy Economics, Elsevier, vol. 104(C).
    13. Barbara Rossi & Tatevik Sekhposyan, 2015. "Macroeconomic Uncertainty Indices Based on Nowcast and Forecast Error Distributions," American Economic Review, American Economic Association, vol. 105(5), pages 650-655, May.
    14. Diego García, 2013. "Sentiment during Recessions," Journal of Finance, American Finance Association, vol. 68(3), pages 1267-1300, June.
    15. Timothy Cogley & Thomas J. Sargent, 2005. "The conquest of US inflation: Learning and robustness to model uncertainty," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 8(2), pages 528-563, April.
    16. Minh N. Nguyen & Hung M. Pham & Anh Phan & Ahmed W. Alam & Dung V. Tran, 2024. "BHC brilliance in the fog of uncertainty: Illuminating trends in bank performance," Journal of Economics and Finance, Springer;Academy of Economics and Finance, vol. 48(2), pages 437-461, June.
    17. Alessandro Carretta & Vincenzo Farina & Duccio Martelli & Franco Fiordelisi & Paola Schwizer, 2011. "The Impact of Corporate Governance Press News on Stock Market Returns," European Financial Management, European Financial Management Association, vol. 17(1), pages 100-119, January.
    18. Lee, Jong Hwa & Sung, Taeyoon & Seo, Sung Won, 2022. "Investor sentiment, credit rating, and stock returns," International Review of Economics & Finance, Elsevier, vol. 80(C), pages 1076-1092.
    19. Demirgüç-Kunt, Asli & Pedraza, Alvaro & Ruiz-Ortega, Claudia, 2021. "Banking sector performance during the COVID-19 crisis," Journal of Banking & Finance, Elsevier, vol. 133(C).
    20. Gaies, Brahim & Nakhli, Mohamed Sahbi & Ayadi, Rim & Sahut, Jean-Michel, 2022. "Exploring the causal links between investor sentiment and financial instability: A dynamic macro-financial analysis," Journal of Economic Behavior & Organization, Elsevier, vol. 204(C), pages 290-303.
    21. Umer Iqbal & Christopher Gan & Muhammad Nadeem, 2020. "Economic policy uncertainty and firm performance," Applied Economics Letters, Taylor & Francis Journals, vol. 27(10), pages 765-770, June.
    22. Thorbecke, Willem, 1997. "On Stock Market Returns and Monetary Policy," Journal of Finance, American Finance Association, vol. 52(2), pages 635-654, June.
    23. Alfarano, Simone & Blanco-Arroyo, Omar, 2022. "Banking Sector Concentration, Credit Supply Shocks and Aggregate Fluctuations," MPRA Paper 111972, University Library of Munich, Germany.
    24. Gunn, Christopher M. & Johri, Alok, 2018. "Financial News, Banks, And Business Cycles," Macroeconomic Dynamics, Cambridge University Press, vol. 22(2), pages 173-198, March.
    25. Bekiros, Stelios & Gupta, Rangan & Majumdar, Anandamayee, 2016. "Incorporating economic policy uncertainty in US equity premium models: A nonlinear predictability analysis," Finance Research Letters, Elsevier, vol. 18(C), pages 291-296.
    26. Jarque, Carlos M. & Bera, Anil K., 1980. "Efficient tests for normality, homoscedasticity and serial independence of regression residuals," Economics Letters, Elsevier, vol. 6(3), pages 255-259.
    27. Rigobon, Roberto & Sack, Brian, 2004. "The impact of monetary policy on asset prices," Journal of Monetary Economics, Elsevier, vol. 51(8), pages 1553-1575, November.
    28. Günsür, Başak Tanyeri & Bulut, Emre, 2022. "Investor reactions to major events in the sub-prime mortgage crisis," Finance Research Letters, Elsevier, vol. 47(PB).
    29. Sandri, Damiano & Grigoli, Francesco & Gorodnichenko, Yuriy & Coibion, Olivier, 2023. "Keep Calm and Bank On: Panic-Driven Bank Runs and the Role of Public Communication," CEPR Discussion Papers 18448, C.E.P.R. Discussion Papers.
    30. L.A. Smales, 2017. "The importance of fear: investor sentiment and stock market returns," Applied Economics, Taylor & Francis Journals, vol. 49(34), pages 3395-3421, July.
    31. Mohammed, Kamel Si & Obeid, Hassan & Oueslati, Karim & Kaabia, Olfa, 2023. "Investor sentiments, economic policy uncertainty, US interest rates, and financial assets: Examining their interdependence over time," Finance Research Letters, Elsevier, vol. 57(C).
    32. Mamatzakis, Emmanuel & Bermpei, Theodora, 2016. "What is the effect of unconventional monetary policy on bank performance?," Journal of International Money and Finance, Elsevier, vol. 67(C), pages 239-263.
    33. Chaiyuth Padungsaksawasdi & Robert T. Daigler, 2014. "The Return‐Implied Volatility Relation for Commodity ETFs," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 34(3), pages 261-281, March.
    34. Tabak, Benjamin Miranda & Silva, Igor Bettanin Dalla Riva e & Silva, Thiago Christiano, 2022. "Analysis of connectivity between the world’s banking markets: The COVID-19 global pandemic shock," The Quarterly Review of Economics and Finance, Elsevier, vol. 84(C), pages 324-336.
    35. Thomas Lux, 2011. "Sentiment dynamics and stock returns: the case of the German stock market," Empirical Economics, Springer, vol. 41(3), pages 663-679, December.
    36. Malcolm Baker & Jeffrey Wurgler, 2006. "Investor Sentiment and the Cross‐Section of Stock Returns," Journal of Finance, American Finance Association, vol. 61(4), pages 1645-1680, August.
    37. MacKinnon, James G, 1994. "Approximate Asymptotic Distribution Functions for Unit-Root and Cointegration Tests," Journal of Business & Economic Statistics, American Statistical Association, vol. 12(2), pages 167-176, April.
    38. Carlo Altavilla & Miguel Boucinha & José-Luis Peydró & Thorsten BeckManaging Editor, 2018. "Monetary policy and bank profitability in a low interest rate environment," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 33(96), pages 531-586.
    39. Ben S. Bernanke & Kenneth N. Kuttner, 2005. "What Explains the Stock Market's Reaction to Federal Reserve Policy?," Journal of Finance, American Finance Association, vol. 60(3), pages 1221-1257, June.
    40. Edmans, Alex & Fernandez-Perez, Adrian & Garel, Alexandre & Indriawan, Ivan, 2022. "Music sentiment and stock returns around the world," Journal of Financial Economics, Elsevier, vol. 145(2), pages 234-254.
    41. Chang, Te-Tsun & Li, Yiting, 2018. "Banking, Liquidity Effects, And Monetary Policy," Macroeconomic Dynamics, Cambridge University Press, vol. 22(5), pages 1267-1297, July.
    42. Scott R. Baker & Nicholas Bloom & Steven J. Davis, 2016. "Measuring Economic Policy Uncertainty," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(4), pages 1593-1636.
    43. Anastasiou, Dimitrios & Drakos, Konstantinos, 2021. "European depositors’ behavior and crisis sentiment," Journal of Economic Behavior & Organization, Elsevier, vol. 184(C), pages 117-136.
    44. Brownlees, Christian & Hans, Christina & Nualart, Eulalia, 2021. "Bank credit risk networks: Evidence from the Eurozone," Journal of Monetary Economics, Elsevier, vol. 117(C), pages 585-599.
    45. Bai, Chenjiang & Duan, Yuejiao & Fan, Xiaoyun & Tang, Shuai, 2023. "Financial market sentiment and stock return during the COVID-19 pandemic," Finance Research Letters, Elsevier, vol. 54(C).
    46. Claudio Borio & Boris Hofmann, 2017. "Is Monetary Policy Less Effective When Interest Rates Are Persistently Low?," RBA Annual Conference Volume (Discontinued), in: Jonathan Hambur & John Simon (ed.),Monetary Policy and Financial Stability in a World of Low Interest Rates, Reserve Bank of Australia.
    47. Brown, Gregory W. & Cliff, Michael T., 2004. "Investor sentiment and the near-term stock market," Journal of Empirical Finance, Elsevier, vol. 11(1), pages 1-27, January.
    48. Paul C. Tetlock, 2007. "Giving Content to Investor Sentiment: The Role of Media in the Stock Market," Journal of Finance, American Finance Association, vol. 62(3), pages 1139-1168, June.
    49. Cubillas, Elena & Ferrer, Elena & Suárez, Nuria, 2021. "Does investor sentiment affect bank stability? International evidence from lending behavior," Journal of International Money and Finance, Elsevier, vol. 113(C).
    50. Bart Frijns & Alireza Tourani‐Rad & Robert I. Webb, 2016. "On the Intraday Relation Between the VIX and its Futures," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 36(9), pages 870-886, September.
    51. Brandon Julio & Youngsuk Yook, 2012. "Political Uncertainty and Corporate Investment Cycles," Journal of Finance, American Finance Association, vol. 67(1), pages 45-84, February.
    52. Jonathan Brogaard & Andrew Detzel, 2015. "The Asset-Pricing Implications of Government Economic Policy Uncertainty," Management Science, INFORMS, vol. 61(1), pages 3-18, January.
    53. Schonhardt-Bailey, Cheryl & Dann, Christopher & Chapman, Jacob, 2022. "The accountability gap: Deliberation on monetary policy in Britain and America during the financial crisis," European Journal of Political Economy, Elsevier, vol. 74(C).
    54. Alfarano, Simone & Blanco-Arroyo, Omar, 2022. "Banking sector concentration, credit shocks and aggregate fluctuations," Economics Letters, Elsevier, vol. 218(C).
    55. Schonhardt-Bailey, Cheryl & Dann, Christopher & Chapman, Jacob, 2022. "The accountability gap: deliberation on monetary policy in Britain and America during the financial crisis," LSE Research Online Documents on Economics 114364, London School of Economics and Political Science, LSE Library.
    56. Niţoi, Mihai & Pochea, Maria Miruna, 2020. "Time-varying dependence in European equity markets: A contagion and investor sentiment driven analysis," Economic Modelling, Elsevier, vol. 86(C), pages 133-147.
    57. Ben-Rephael, Azi & Kandel, Shmuel & Wohl, Avi, 2012. "Measuring investor sentiment with mutual fund flows," Journal of Financial Economics, Elsevier, vol. 104(2), pages 363-382.
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