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Sentiment of tweets and socio-economic characteristics as the determinants of voting behavior at the regional level. Case study of 2019 Polish parliamentary election

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  • Grzegorz Krochmal

Abstract

This work is dedicated to finding the determinants of voting behavior in Poland at the poviat level. 2019 parliamentary election has been analyzed and an attempt to explain vote share for the winning party (Law and Justice) has been made. Sentiment analysis of tweets in Polish (original) and English (machine-translations), collected in the period around the election, has been applied. Amid multiple machine learning approaches tested, the best classification accuracy has been achieved by Huggingface BERT on machine-translated tweets. OLS regression, with sentiment of tweets and selected socio-economic features as independent variables, has been utilized to explain Law and Justice vote share in poviats. Sentiment of tweets has been found to be a significant predictor, as stipulated by the literature of the field.

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  • Grzegorz Krochmal, 2020. "Sentiment of tweets and socio-economic characteristics as the determinants of voting behavior at the regional level. Case study of 2019 Polish parliamentary election," Papers 2010.03493, arXiv.org.
    • Handle: RePEc:arx:papers:2010.03493
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    1. Abramitzky, Ran & Boustan, Leah Platt & Eriksson, Katherine, 2013. "Have the poor always been less likely to migrate? Evidence from inheritance practices during the age of mass migration," Journal of Development Economics, Elsevier, vol. 102(C), pages 2-14.
    2. Dustmann, Christian & Okatenko, Anna, 2014. "Out-migration, wealth constraints, and the quality of local amenities," Journal of Development Economics, Elsevier, vol. 110(C), pages 52-63.
    3. Filipe Campante & Ruben Durante & Francesco Sobbrio, 2018. "Politics 2.0: The Multifaceted Effect of Broadband Internet on Political Participation," Journal of the European Economic Association, European Economic Association, vol. 16(4), pages 1094-1136.
    4. Nattavudh Powdthavee & Paul Dolan, Robert Metcalfe, 2008. "Electing Happiness: Does Happiness Effect Voting and do Elections Affect Happiness," Discussion Papers 08/30, Department of Economics, University of York.
    5. David Fielding, 1998. "The Social and Economic Determinants of Voter Behaviour: Evidence from the 1992 General Election In Scotland," Scottish Journal of Political Economy, Scottish Economic Society, vol. 45(3), pages 237-257, August.
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