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Text mining methodologies with R: An application to central bank texts

Author

Listed:
  • Jonathan Benchimol

    (BoI - Bank of Israel)

  • Sophia Kazinnik

    (Federal Reserve Bank of Richmond)

  • Yossi Saadon

    (BoI - Bank of Israel)

Abstract

We review several existing text analysis methodologies and explain their formal application processes using the open-source software R and relevant packages. Several text mining applications to analyze central bank texts are presented.

Suggested Citation

  • Jonathan Benchimol & Sophia Kazinnik & Yossi Saadon, 2022. "Text mining methodologies with R: An application to central bank texts," Post-Print emse-03953759, HAL.
    • Handle: RePEc:hal:journl:emse-03953759
    DOI: 10.1016/j.mlwa.2022.100286
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    Citations

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    Cited by:

    1. Binbin Yang & Sang-Do Park, 2023. "Who Drives Carbon Neutrality in China? Text Mining and Network Analysis," Sustainability, MDPI, vol. 15(6), pages 1-24, March.
    2. Curti, Filippo & Kazinnik, Sophia, 2023. "Central bank communication and website characteristics," Journal of Economic Behavior & Organization, Elsevier, vol. 212(C), pages 1216-1241.
    3. Erkan Işığıçok & Sadullah Çelik & Dilek Özdemir Yılmaz, 2023. "Analysis of Skills and Qualifications Required in Data Scientist Job Postings Based on the Pareto Analysis Perspective Using Text Mining," EKOIST Journal of Econometrics and Statistics, Istanbul University, Faculty of Economics, vol. 0(39), pages 10-25, December.
    4. Dimitrios Kanelis & Pierre L. Siklos, 2022. "Emotion in Euro Area Monetary Policy Communication and Bond Yields: The Draghi Era," CQE Working Papers 10322, Center for Quantitative Economics (CQE), University of Muenster.
    5. 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).
    6. Martina Dattilo & Fabio Padovano, 2023. "Evaluating the quality of UNESCO World Heritage List: a comparison with the Baedeker's guidebooks," Post-Print hal-04388046, HAL.
    7. Vyshnevskyi, Iegor & Jombo, Wytone & Sohn, Wook, 2024. "The clarity of monetary policy communication and financial market volatility in developing economies," Emerging Markets Review, Elsevier, vol. 59(C).
    8. Bogner Alexandra & Jerger Jürgen, 2023. "Big data in monetary policy analysis—a critical assessment," Economics and Business Review, Sciendo, vol. 9(2), pages 27-40, April.
    9. Yuqian Zhang, 2023. "Using Google Trends to track the global interest in International Financial Reporting Standards: Evidence from big data," Intelligent Systems in Accounting, Finance and Management, John Wiley & Sons, Ltd., vol. 30(2), pages 87-100, April.

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