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The Influence of Macro- and Socio-Economic Factors on the Consumption of Music throughout the Year

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dc.abstract.enPopular research methods in assessing the impact of macroeconomic and environmental variables on music preferences were psychological experiments and surveys with small groups or analyzing the effect of one or two variables in the whole population. Instead inspired by the article of The Economist about February being the gloomiest month in terms of music listened to, we have created a dataset with many variables. We used Spotify API to create a dataset with average valence for 26 countries for the period from January 1, 2018, to December 1, 2019. Then we applied the regression and machine learning models to them. Our study confirmed the effects of summer, December, and the number of Saturdays in a month and contradicted the February effect. The influence of GDP per capita on the valence was confirmed, while the impact of the happiness index was disproved. All models partially confirmed the influence of the music genre on the valence. Among the weather variables, two models confirmed the significance of the temperature variable. Macroeconomic variables turned out to have non-linear relationships that made interpretations difficult, while the environmental ones clearly indicated a linear relationship with valence.
dc.affiliationUniwersytet Warszawski
dc.contributor.authorLis, Szymon
dc.contributor.authorWysocki, Maciej
dc.contributor.authorWoźniak, Michał
dc.contributor.authorKijewski, Mateusz
dc.date.accessioned2024-01-26T10:26:10Z
dc.date.available2024-01-26T10:26:10Z
dc.date.copyright2023-06-01
dc.date.issued2023
dc.date.openaccess3
dc.description.accesstimeAFTER_PUBLICATION
dc.description.financePublikacja bezkosztowa
dc.description.number1
dc.description.versionFINAL_PUBLISHED
dc.description.volume24
dc.identifier.doi10.22630/MIBE.2023.24.1.1
dc.identifier.issn2082-792X
dc.identifier.urihttps://repozytorium.uw.edu.pl//handle/item/122535
dc.identifier.weblinkhttps://qme.sggw.edu.pl/article/download/4560/4333
dc.languageeng
dc.relation.ispartofMetody Ilościowe w Badaniach Ekonomicznych
dc.relation.pages1-26
dc.rightsCC-BY-NC
dc.sciencecloudnosend
dc.subject.envalence
dc.subject.enspotify
dc.subject.enhappiness
dc.subject.enstatistical panel analysis
dc.subject.enexplainable machine learning
dc.titleThe Influence of Macro- and Socio-Economic Factors on the Consumption of Music throughout the Year
dc.typeJournalArticle
dspace.entity.typePublication