Sentiment Analysis of Economic Text: A Lexicon-based Approach

38 Pages Posted: 13 May 2022 Last revised: 3 Jul 2023

See all articles by Luca Barbaglia

Luca Barbaglia

European Commission-Joint Research Centre

Sergio Consoli

European Commission-Joint Research Centre

Sebastiano Manzan

City University of New York, Baruch College - Zicklin School of Business - Department of Economics and Finance

Luca Tiozzo Pezzoli

European Commission - Joint Research Centre

Elisa Tosetti

Ca Foscari University of Venice

Date Written: May 11, 2022

Abstract

We propose an Economic Lexicon (EL) specifically designed for textual applications in economics. We construct the dictionary with two important characteristics: 1) to have a wide coverage of terms used in documents discussing economic concepts, and 2) to provide a human-annotated sentiment score in the range [-1,1]. The score is a useful feature when the interest is to weigh words by their sentiment content as opposed to categorizing terms in positive and negative. We illustrate the use of the EL in the context of a simple sentiment measure and consider several applications in economics. The comparison to other lexicons shows that the EL is superior due to its wider coverage of domain relevant terms and its more accurate categorization of the word sentiment.

Keywords: Economic dictionary, Semantic analysis, Textual analysis

JEL Classification: C55, D14, R11

Suggested Citation

Barbaglia, Luca and Consoli, Sergio and Manzan, Sebastiano and Tiozzo Pezzoli, Luca and Tosetti, Elisa, Sentiment Analysis of Economic Text: A Lexicon-based Approach (May 11, 2022). Available at SSRN: https://ssrn.com/abstract=4106936 or http://dx.doi.org/10.2139/ssrn.4106936

Luca Barbaglia

European Commission-Joint Research Centre ( email )

Joint Research Centre, European Commission, Rue du

Sergio Consoli

European Commission-Joint Research Centre ( email )

Joint Research Centre, European Commission, Rue du
Brussels, Brussels 1050
Belgium

Sebastiano Manzan (Contact Author)

City University of New York, Baruch College - Zicklin School of Business - Department of Economics and Finance ( email )

17 Lexington Avenue
New York, NY 10010
United States

Luca Tiozzo Pezzoli

European Commission - Joint Research Centre ( email )

Via Enrico Fermi 2749, Ispra, VA
Ispra, 21027
Italy

Elisa Tosetti

Ca Foscari University of Venice ( email )

Dorsoduro 3246
Venice, Veneto 30123
Italy

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