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Economic Policy Uncertainty: A Review on Applications and Measurement Methods with Focus on Text Mining Methods

arXiv 2308.10304 ↗First posted 20 Aug 2023cs.CY cs.CLcited by 0

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Abstract (arXiv)

Economic Policy Uncertainty (EPU) represents the uncertainty realized by the investors during economic policy alterations. EPU is a critical indicator in economic studies to predict future investments, the unemployment rate, and recessions. EPU values can be estimated based on financial parameters directly or implied uncertainty indirectly using the text mining methods. Although EPU is a well-studied topic within the economy, the methods utilized to measure it are understudied. In this article, we define the EPU briefly and review the methods used to measure the EPU, and survey the areas influenced by the changes in EPU level. We divide the EPU measurement methods into three major groups with respect to their input data. Examples of each group of methods are enlisted, and the pros and cons of the groups are discussed. Among the EPU measures, text mining-based ones are dominantly studied. These methods measure the realized uncertainty by taking into account the uncertainty represented in the news and publicly available sources of financial information. Finally, we survey the research areas that rely on measuring the EPU index with the hope that studying the impacts of uncertainty would attract further attention of researchers from various research fields. In addition, we propose a list of future research approaches focusing on measuring EPU using textual material.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 4 of its 223 references that are in the map. First posted on arXiv 20 Aug 2023.

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References · 4

  1. 2017Volatility Prediction using Financial Disclosures Sentiments with Word Embedding-based IR Modelscited by 14
  2. 2020Uncertainty over Uncertainty: Investigating the Assumptions, Annotations, and Text Measurements of Economic Policy Uncertaintycited by 6
  3. 2021Measuring Economic Policy Uncertainty Using an Unsupervised Word Embedding-based Methodcited by 2
  4. 2019Wasserstein Index Generation Model: Automatic Generation of Time-series Index with Application to Economic Policy Uncertaintycited by 1

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