IDEAS home Printed from https://ideas.repec.org/a/eee/riibaf/v65y2023ics0275531923000533.html
   My bibliography  Save this article

Does the source of uncertainty matter? The impact of financial, newspaper and Twitter-based measures on U.S. banks

Author

Listed:
  • Bales, Stephan
  • Burghartz, Kaspar
  • Burghof, Hans-Peter
  • Hitz, Lukas

Abstract

This study examines if the source of uncertainty (newspaper, Twitter, financial market) matters in its impact on bank stock returns in the United States. By applying discrete wavelet transformation, we model directional spillovers and Granger causality between uncertainty and bank returns for different time horizons. Our results demonstrate that this distinction between time horizons is crucial. Although newspaper and Twitter-based measures are correlated, they capture a different source of investor perception. Twitter-based uncertainty adversely affects bank stocks in the short run, while newspaper-based policy uncertainty is relevant in the medium run. Financial-based uncertainty, VIX, is the most important factor. Moreover, we find that the impact of uncertainty on bank returns is stronger during the COVID-19 pandemic and for banks with a high ratio of loans to total assets and large off-balance-sheet activities.

Suggested Citation

  • Bales, Stephan & Burghartz, Kaspar & Burghof, Hans-Peter & Hitz, Lukas, 2023. "Does the source of uncertainty matter? The impact of financial, newspaper and Twitter-based measures on U.S. banks," Research in International Business and Finance, Elsevier, vol. 65(C).
  • Handle: RePEc:eee:riibaf:v:65:y:2023:i:c:s0275531923000533
    DOI: 10.1016/j.ribaf.2023.101927
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0275531923000533
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.ribaf.2023.101927?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
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. repec:eme:mfppss:mf-09-2021-0408 is not listed on IDEAS
    2. Topcu, Mert & Gulal, Omer Serkan, 2020. "The impact of COVID-19 on emerging stock markets," Finance Research Letters, Elsevier, vol. 36(C).
    3. Diebold, Francis X. & Yılmaz, Kamil, 2014. "On the network topology of variance decompositions: Measuring the connectedness of financial firms," Journal of Econometrics, Elsevier, vol. 182(1), pages 119-134.
    4. Brooks,Chris, 2008. "RATS Handbook to Accompany Introductory Econometrics for Finance," Cambridge Books, Cambridge University Press, number 9780521896955, January.
    5. Saeed Sazzad Jeris & Ridoy Deb Nath, 2021. "US banks in the time of COVID-19: fresh insights from the wavelet approach," Eurasian Economic Review, Springer;Eurasia Business and Economics Society, vol. 11(2), pages 349-361, June.
    6. Al-Awadhi, Abdullah M. & Alsaifi, Khaled & Al-Awadhi, Ahmad & Alhammadi, Salah, 2020. "Death and contagious infectious diseases: Impact of the COVID-19 virus on stock market returns," Journal of Behavioral and Experimental Finance, Elsevier, vol. 27(C).
    7. Christou, Christina & Cunado, Juncal & Gupta, Rangan & Hassapis, Christis, 2017. "Economic policy uncertainty and stock market returns in PacificRim countries: Evidence based on a Bayesian panel VAR model," Journal of Multinational Financial Management, Elsevier, vol. 40(C), pages 92-102.
    8. Pástor, Ľuboš & Veronesi, Pietro, 2013. "Political uncertainty and risk premia," Journal of Financial Economics, Elsevier, vol. 110(3), pages 520-545.
    9. Altavilla, Carlo & Boucinha, Miguel & Peydró, José-Luis, 2018. "Monetary policy and bank profitability in a low interest rate environment," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 33(96), pages 531-586.
    10. Elsayed, Ahmed H. & Gozgor, Giray & Lau, Chi Keung Marco, 2022. "Risk transmissions between bitcoin and traditional financial assets during the COVID-19 era: The role of global uncertainties," International Review of Financial Analysis, Elsevier, vol. 81(C).
    11. Li, Xiang, 2022. "How does economic policy uncertainty affect corporate debt maturity?," IWH Discussion Papers 5/2022, Halle Institute for Economic Research (IWH).
    12. Aaberge, Rolf & Liu, Kai & Zhu, Yu, 2017. "Political uncertainty and household savings," Journal of Comparative Economics, Elsevier, vol. 45(1), pages 154-170.
    13. Berger, Allen N. & Guedhami, Omrane & Kim, Hugh H. & Li, Xinming, 2022. "Economic policy uncertainty and bank liquidity hoarding," Journal of Financial Intermediation, Elsevier, vol. 49(C).
    14. Diniz-Maganini, Natalia & Diniz, Eduardo H. & Rasheed, Abdul A., 2021. "Bitcoin’s price efficiency and safe haven properties during the COVID-19 pandemic: A comparison," Research in International Business and Finance, Elsevier, vol. 58(C).
    15. 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.
    16. Viral Acharya & Itamar Drechsler & Philipp Schnabl, 2014. "A Pyrrhic Victory? Bank Bailouts and Sovereign Credit Risk," Journal of Finance, American Finance Association, vol. 69(6), pages 2689-2739, December.
    17. Haq, Mamiza & Heaney, Richard, 2012. "Factors determining European bank risk," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 22(4), pages 696-718.
    18. Bordo, Michael D. & Duca, John V. & Koch, Christoffer, 2016. "Economic policy uncertainty and the credit channel: Aggregate and bank level U.S. evidence over several decades," Journal of Financial Stability, Elsevier, vol. 26(C), pages 90-106.
    19. Dutta, Anupam & Bouri, Elie & Saeed, Tareq, 2021. "News-based equity market uncertainty and crude oil volatility," Energy, Elsevier, vol. 222(C).
    20. Duan, Yuejiao & El Ghoul, Sadok & Guedhami, Omrane & Li, Haoran & Li, Xinming, 2021. "Bank systemic risk around COVID-19: A cross-country analysis," Journal of Banking & Finance, Elsevier, vol. 133(C).
    21. Acharya, Viral & Engle, Robert & Steffen, Sascha, 2021. "Why did bank stocks crash during COVID-19?," CEPR Discussion Papers 15901, C.E.P.R. Discussion Papers.
    22. Koop, Gary & Pesaran, M. Hashem & Potter, Simon M., 1996. "Impulse response analysis in nonlinear multivariate models," Journal of Econometrics, Elsevier, vol. 74(1), pages 119-147, September.
    23. Yang, Lu, 2019. "Connectedness of economic policy uncertainty and oil price shocks in a time domain perspective," Energy Economics, Elsevier, vol. 80(C), pages 219-233.
    24. Yong Tan & Christos Floros, 2012. "Bank profitability and inflation: the case of China," Journal of Economic Studies, Emerald Group Publishing Limited, vol. 39(6), pages 675-696, October.
    25. repec:eme:mfppss:mf-09-2021-0414 is not listed on IDEAS
    26. Arouri, Mohamed & Estay, Christophe & Rault, Christophe & Roubaud, David, 2016. "Economic policy uncertainty and stock markets: Long-run evidence from the US," Finance Research Letters, Elsevier, vol. 18(C), pages 136-141.
    27. Chatterjee, Ujjal & French, Joseph J., 2022. "A note on tweeting and equity markets before and during the Covid-19 pandemic," Finance Research Letters, Elsevier, vol. 46(PA).
    28. Tian, Jing & Li, Haiwei & You, Pin, 2022. "Economic policy uncertainty, bank loan, and corporate innovation," Pacific-Basin Finance Journal, Elsevier, vol. 76(C).
    29. Jonathan Batten & Xuan Vinh Vo, 2019. "Determinants of Bank Profitability—Evidence from Vietnam," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 55(6), pages 1417-1428, May.
    30. Pham, Duong Phuong Thao & Huynh, Ngoc Quang Anh & Duong, Duy, 2022. "The impact of US presidents on market returns: Evidence from Trump's tweets," Research in International Business and Finance, Elsevier, vol. 62(C).
    31. Banerjee, Prithviraj S. & Doran, James S. & Peterson, David R., 2007. "Implied volatility and future portfolio returns," Journal of Banking & Finance, Elsevier, vol. 31(10), pages 3183-3199, October.
    32. Chen, Xiaoyu & Chiang, Thomas C., 2020. "Empirical investigation of changes in policy uncertainty on stock returns—Evidence from China’s market," Research in International Business and Finance, Elsevier, vol. 53(C).
    33. J.A. Bikker & Tobias M. Vervliet, 2017. "Bank Profitability and Risk-Taking under Low Interest Rates," Working Papers 17-10, Utrecht School of Economics.
    34. Peterson K. Ozili & Thankom G. Arun, 2022. "Does economic policy uncertainty affect bank profitability?," International Journal of Managerial Finance, Emerald Group Publishing Limited, vol. 19(4), pages 803-830, August.
    35. Dungey, Mardi & Harvey, John & Volkov, Vladimir, 2019. "The changing international network of sovereign debt and financial institutions," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 60(C), pages 149-168.
    36. Ozili, Peterson K & Arun, Thankom, 2022. "Does economic policy uncertainty affect bank profitability?," MPRA Paper 114403, University Library of Munich, Germany.
    37. Soon Ryoo, 2013. "Bank profitability, leverage and financial instability: a Minsky–Harrod model," Cambridge Journal of Economics, Oxford University Press, vol. 37(5), pages 1127-1160.
    38. Houari, Oussama, 2022. "Uncertainty shocks and business cycles in the US: New insights from the last three decades," Economic Modelling, Elsevier, vol. 109(C).
    39. Xing Huan & Antonio Parbonetti, 2019. "Financial derivatives and bank risk: evidence from eighteen developed markets," Accounting and Business Research, Taylor & Francis Journals, vol. 49(7), pages 847-874, November.
    40. Bales, Stephan, 2022. "Sovereign and bank dependence in the eurozone: A multi-scale approach using wavelet-network analysis," International Review of Financial Analysis, Elsevier, vol. 83(C).
    41. Yong Tan & Christos Floros, 2012. "Bank profitability and inflation: the case of China," Journal of Economic Studies, Emerald Group Publishing Limited, vol. 39(6), pages 675-696, October.
    42. Si, Deng-Kui & Wan, Shen & Li, Xiao-Lin & Kong, Dongmin, 2022. "Economic policy uncertainty and shadow banking: Firm-level evidence from China," Research in International Business and Finance, Elsevier, vol. 63(C).
    43. Papanikolaou, Nikolaos I. & Wolff, Christian C.P., 2014. "The role of on- and off-balance-sheet leverage of banks in the late 2000s crisis," Journal of Financial Stability, Elsevier, vol. 14(C), pages 3-22.
    44. Nguyen, Canh Phuc & Le, Thai-Ha & Su, Thanh Dinh, 2020. "Economic policy uncertainty and credit growth: Evidence from a global sample," Research in International Business and Finance, Elsevier, vol. 51(C).
    45. Besma Hkiri & Shawkat Hammoudeh & Chaker Aloui, 2016. "Strength of co-movement between sector CDS indexes and relationship with major economic and financial variables over time and during investment horizons," Applied Economics, Taylor & Francis Journals, vol. 48(48), pages 4635-4654, October.
    46. Aharon, David Y. & Demir, Ender & Lau, Chi Keung Marco & Zaremba, Adam, 2022. "Twitter-Based uncertainty and cryptocurrency returns," Research in International Business and Finance, Elsevier, vol. 59(C).
    47. J.A. Bikker & Tobias M. Vervliet, 2017. "Bank Profitability and Risk-Taking under Low Interest Rates," Working Papers 17-10, Utrecht School of Economics.
    48. Ramsey, J.B., 2002. "Wavelets in Economics and Finance: Past and Future," Working Papers 02-02, C.V. Starr Center for Applied Economics, New York University.
    49. Arouri, Mohamed & Estay, Christophe & Rault, Christophe & Roubaud, David, 2016. "Economic policy uncertainty and stock markets: Long-run evidence from the US," Finance Research Letters, Elsevier, vol. 18(C), pages 136-141.
    50. Bales, Stephan, 2022. "Policy uncertainty and the sovereign-bank nexus: A time-frequency analysis using wavelet transformation," Finance Research Letters, Elsevier, vol. 44(C).
    51. Instefjord, Norvald, 2005. "Risk and hedging: Do credit derivatives increase bank risk?," Journal of Banking & Finance, Elsevier, vol. 29(2), pages 333-345, February.
    52. Grakolet Arnold Z.Gourène & Pierre Mendy & Gilbert Marie N'gbo Ake, 2019. "Multiple time-scales analysis of global stock markets spillovers effects in African stock markets," International Economics, CEPII research center, issue 157, pages 82-98.
    53. Klaus, Jürgen & Koser, Christoph, 2021. "Measuring Trump: The Volfefe Index and its impact on European financial markets," Finance Research Letters, Elsevier, vol. 38(C).
    54. Feng, Sida & Huang, Shupei & Qi, Yabin & Liu, Xueyong & Sun, Qingru & Wen, Shaobo, 2018. "Network features of sector indexes spillover effects in China: A multi-scale view," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 496(C), pages 461-473.
    55. Gupta, Suman & Das, Debojyoti & Hasim, Haslifah & Tiwari, Aviral Kumar, 2018. "The dynamic relationship between stock returns and trading volume revisited: A MODWT-VAR approach," Finance Research Letters, Elsevier, vol. 27(C), pages 91-98.
    56. Bai, Lan & Zhang, Xuhui & Liu, Yuntong & Wang, Qian, 2019. "Economic risk contagion among major economies: New evidence from EPU spillover analysis in time and frequency domains," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 535(C).
    57. Bales, Stephan & Burghof, Hans-Peter, 2021. "Policy uncertainty, interest rate environment and the dynamic correlation between sovereign and bank default risk," Economics Letters, Elsevier, vol. 206(C).
    58. Li, Shaofang & Marinč, Matej, 2014. "The use of financial derivatives and risks of U.S. bank holding companies," International Review of Financial Analysis, Elsevier, vol. 35(C), pages 46-71.
    59. Gourène, Grakolet Arnold Z. & Mendy, Pierre & N'gbo Ake, Gilbert Marie, 2019. "Multiple time-scales analysis of global stock markets spillovers effects in African stock markets," International Economics, Elsevier, vol. 157(C), pages 82-98.
    60. Wang, Jiqian & Lu, Xinjie & He, Feng & Ma, Feng, 2020. "Which popular predictor is more useful to forecast international stock markets during the coronavirus pandemic: VIX vs EPU?," International Review of Financial Analysis, Elsevier, vol. 72(C).
    61. Hitz, Lukas & Mustafi, Ismail H. & Zimmermann, Heinz, 2022. "The pricing of volatility risk in the US equity market," International Review of Financial Analysis, Elsevier, vol. 79(C).
    62. Sarwar, Ghulam, 2012. "Is VIX an investor fear gauge in BRIC equity markets?," Journal of Multinational Financial Management, Elsevier, vol. 22(3), pages 55-65.
    63. Ramsey James B., 2002. "Wavelets in Economics and Finance: Past and Future," Studies in Nonlinear Dynamics & Econometrics, De Gruyter, vol. 6(3), pages 1-29, November.
    64. Oussama Houari, 2022. "Uncertainty shocks and business cycles in the US: New insights from the last three decades," Post-Print hal-03723972, HAL.
    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. Bales, Stephan, 2022. "Sovereign and bank dependence in the eurozone: A multi-scale approach using wavelet-network analysis," International Review of Financial Analysis, Elsevier, vol. 83(C).
    2. Umar, Zaghum & Mokni, Khaled & Escribano, Ana, 2022. "Connectedness between the COVID-19 related media coverage and Islamic equities: The role of economic policy uncertainty," Pacific-Basin Finance Journal, Elsevier, vol. 75(C).
    3. Manel Youssef & Khaled Mokni & Ahdi Noomen Ajmi, 2021. "Dynamic connectedness between stock markets in the presence of the COVID-19 pandemic: does economic policy uncertainty matter?," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 7(1), pages 1-27, December.
    4. Luo, Deming & Jiang, Sainan & Yao, Zhongwei, 2023. "Economic policy uncertainty and mutual fund risk shifting," Pacific-Basin Finance Journal, Elsevier, vol. 77(C).
    5. Jing Chen & Junxiong Fang & Chunqiu Zhang & Yi Zhou, 2023. "Homemade international diversification under economic policy uncertainty," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 46(1), pages 31-62, February.
    6. Mehmet Balcilar & Godwin Oluseye Olasehinde-Williams & Muhammad Shahbaz, 2019. "Asymmetric dynamics of insurance premium: the impact of monetary policy uncertainty on insurance premiums in Japan," International Journal of Monetary Economics and Finance, Inderscience Enterprises Ltd, vol. 12(3), pages 233-247.
    7. Bakhtiar Javaheri & Fateh habibi & Ramin Amani, 2022. "Economic policy uncertainty and the US stock market trading: non-ARDL evidence," Future Business Journal, Springer, vol. 8(1), pages 1-10, December.
    8. Kamal, Javed Bin & Wohar, Mark, 2023. "Heterogenous responses of stock markets to covid related news and sentiments: Evidence from the 1st year of pandemic," International Economics, Elsevier, vol. 173(C), pages 68-85.
    9. Tihana Škrinjarić & Zrinka Orlović, 2020. "Economic Policy Uncertainty and Stock Market Spillovers: Case of Selected CEE Markets," Mathematics, MDPI, vol. 8(7), pages 1-33, July.
    10. Nusair, Salah A. & Al-Khasawneh, Jamal A., 2022. "Impact of economic policy uncertainty on the stock markets of the G7 Countries:A nonlinear ARDL approach," The Journal of Economic Asymmetries, Elsevier, vol. 26(C).
    11. Badar Nadeem Ashraf, 2021. "Is Economic Uncertainty a Risk Factor in Bank Loan Pricing Decisions? International Evidence," Risks, MDPI, vol. 9(5), pages 1-17, April.
    12. He, Feng & Wang, Ziwei & Yin, Libo, 2020. "Asymmetric volatility spillovers between international economic policy uncertainty and the U.S. stock market," The North American Journal of Economics and Finance, Elsevier, vol. 51(C).
    13. Kundu, Srikanta & Paul, Amartya, 2022. "Effect of economic policy uncertainty on stock market return and volatility under heterogeneous market characteristics," International Review of Economics & Finance, Elsevier, vol. 80(C), pages 597-612.
    14. Deng, Wei & Gao, Lei & Xing, Fei & Yang, Ming, 2023. "Economic policy uncertainty, bank deposits, and liability structure," Emerging Markets Review, Elsevier, vol. 55(C).
    15. Yaming Ma & Ziwei Wang & Feng He, 2022. "How do economic policy uncertainties affect stock market volatility? Evidence from G7 countries," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 27(2), pages 2303-2325, April.
    16. Wang, Fengrong & Mbanyele, William & Muchenje, Linda, 2022. "Economic policy uncertainty and stock liquidity: The mitigating effect of information disclosure," Research in International Business and Finance, Elsevier, vol. 59(C).
    17. Das, Debojyoti & Kannadhasan, M. & Bhattacharyya, Malay, 2019. "Do the emerging stock markets react to international economic policy uncertainty, geopolitical risk and financial stress alike?," The North American Journal of Economics and Finance, Elsevier, vol. 48(C), pages 1-19.
    18. Sadok El Ghoul & Omrane Guedhami & Robert Nash & He (Helen) Wang, 2022. "Economic policy uncertainty and insider trading," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 45(4), pages 817-854, December.
    19. Shabir Mohsin Hashmi & Muhammad Akram Gilal & Wing-Keung Wong, 2021. "Sustainability of Global Economic Policy and Stock Market Returns in Indonesia," Sustainability, MDPI, vol. 13(10), pages 1-18, May.
    20. Chen, Xiaoyu & Chiang, Thomas C., 2020. "Empirical investigation of changes in policy uncertainty on stock returns—Evidence from China’s market," Research in International Business and Finance, Elsevier, vol. 53(C).

    More about this item

    Keywords

    Bank returns; Twitter uncertainty; Policy uncertainty; VIX; Wavelets;
    All these keywords.

    JEL classification:

    • C40 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - General
    • F30 - International Economics - - International Finance - - - General
    • G15 - Financial Economics - - General Financial Markets - - - International Financial Markets
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages

    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:eee:riibaf:v:65:y:2023:i:c:s0275531923000533. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/ribaf .

    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.