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Measuring the financial stability sentiments and evaluating their impacts on financial soundness, financial stability, and the macroeconomy of Pakistan

Author

Listed:
  • Ateeb Akhter Shah Syed

    (Institute of Business Administration)

  • Kevin Haeseung Lee

    (Department of Statistics, Western Michigan University)

  • Mohsin Waheed

    (I.I. Chundrigar Road)

  • Sarah Saleh

    (I.I. Chundrigar Road)

Abstract

This paper measures the Financial Stability Sentiments Index (FSSI) for the economy of Pakistan, an interesting country case due to its resilient banking sector. We used a Natural Language Processing technique to quantify these sentiments from annual financial stability review reports published by the State Bank of Pakistan, central bank of Pakistan. The index captured events of high and low financial stress in Pakistan, such as the Global Financial Crisis and recent tightening by the Federal Reserve. Regarding the information content of our index, it serves as a leading indicator for selected indicators of financial soundness in Pakistan. Further, asymmetric analysis of the impact of financial stability sentiments on financial stability showed that improvements in the FSSI lead to a higher distance-to-default for two sets of diverse banking institutions in Pakistan, indicating improved financial stability as bank assets far outweigh their obligations. Finally, the index shows an intuitive and significant impact on selected financial soundness indicators as well as the real macroeconomic variables in Pakistan.

Suggested Citation

  • Ateeb Akhter Shah Syed & Kevin Haeseung Lee & Mohsin Waheed & Sarah Saleh, 2025. "Measuring the financial stability sentiments and evaluating their impacts on financial soundness, financial stability, and the macroeconomy of Pakistan," Asia-Pacific Journal of Regional Science, Springer, vol. 9(1), pages 27-56, March.
    • Handle: RePEc:spr:apjors:v:9:y:2025:i:1:d:10.1007_s41685-024-00362-6
    DOI: 10.1007/s41685-024-00362-6
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    References listed on IDEAS

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    1. van Eyden, Reneé & Gupta, Rangan & Nielsen, Joshua & Bouri, Elie, 2023. "Investor sentiment and multi-scale positive and negative stock market bubbles in a panel of G7 countries," Journal of Behavioral and Experimental Finance, Elsevier, vol. 38(C).
    2. Abuzayed, Bana & Al-Fayoumi, Nedal & Molyneux, Phil, 2018. "Diversification and bank stability in the GCC," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 57(C), pages 17-43.
    3. Kurowski, Łukasz & Smaga, Paweł, 2023. "Analysing financial stability reports as crisis predictors with the use of text-mining," The Journal of Economic Asymmetries, Elsevier, vol. 28(C).
    4. Oosterloo, Sander & de Haan, Jakob & Jong-A-Pin, Richard, 2007. "Financial stability reviews: A first empirical analysis," Journal of Financial Stability, Elsevier, vol. 2(4), pages 337-355, March.
    5. Ricardo Correa & Keshav Garud & Juan M Londono & Nathan Mislang, 2021. "Sentiment in Central Banks’ Financial Stability Reports," Review of Finance, European Finance Association, vol. 25(1), pages 85-120.
    6. Sajjad Zaheer & Muhammad Farooq Arby, 2023. "Effects of Monetary Policy on Stability and Asset Quality of the Banks in Pakistan," SBP Working Paper Series 113, State Bank of Pakistan, Research Department.
    7. Aviral Kumar Tiwari & Deven Bathia & Elie Bouri & Rangan Gupta, 2021. "Investor Sentiment Connectedness: Evidence From Linear And Nonlinear Causality Approaches," Annals of Financial Economics (AFE), World Scientific Publishing Co. Pte. Ltd., vol. 16(04), pages 1-29, December.
    8. 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).
    9. Lorraine Rupande & Hilary Tinotenda Muguto & Paul-Francois Muzindutsi, 2019. "Investor sentiment and stock return volatility: Evidence from the Johannesburg Stock Exchange," Cogent Economics & Finance, Taylor & Francis Journals, vol. 7(1), pages 1600233-160, January.
    10. Dickey, David A & Fuller, Wayne A, 1981. "Likelihood Ratio Statistics for Autoregressive Time Series with a Unit Root," Econometrica, Econometric Society, vol. 49(4), pages 1057-1072, June.
    11. Sims, Christopher A, 1980. "Macroeconomics and Reality," Econometrica, Econometric Society, vol. 48(1), pages 1-48, January.
    12. Benjamin Born & Michael Ehrmann & Marcel Fratzscher, 2014. "Central Bank Communication on Financial Stability," Economic Journal, Royal Economic Society, vol. 124(577), pages 701-734, June.
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    More about this item

    Keywords

    Financial stability sentiments; FSRs; Natural language processing; VAR; Lead–lag;
    All these keywords.

    JEL classification:

    • D53 - Microeconomics - - General Equilibrium and Disequilibrium - - - Financial Markets
    • D84 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Expectations; Speculations
    • G28 - Financial Economics - - Financial Institutions and Services - - - Government Policy and Regulation

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