Artykuł w czasopiśmie
Brak miniatury
Licencja

CC-BY-NCCC-BY-NC - Uznanie autorstwa - Użycie niekomercyjne

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

Autor
Lis, Szymon
Wysocki, Maciej
Woźniak, Michał
Kijewski, Mateusz
Data publikacji
2023
Abstrakt (EN)

Popular 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.

Słowa kluczowe EN
valence
spotify
happiness
statistical panel analysis
explainable machine learning
Czasopismo
Metody Ilościowe w Badaniach Ekonomicznych
Tom
24
Zeszyt
1
Strony od-do
1-26
ISSN
2082-792X
Data udostępnienia w otwartym dostępie
2023-06-01
Licencja otwartego dostępu
Uznanie autorstwa- Użycie niekomercyjne