IDEAS home Printed from https://ideas.repec.org/p/wrk/warwec/1326.html
   My bibliography  Save this paper

Measuring national happiness with music

Author

Listed:
  • Benetos, Emmanouil

    (Queen Mary University of London and The Alan Turing Institute.)

  • Ragano, Alessandro

    (University College Dublin.)

  • Sgroi, Daniel

    (University of Warwick, ESRC CAGE Centre and IZA Bonn.)

  • Tuckwell, Anthony

    (University of Warwick and ESRC CAGE Centre.)

Abstract

We propose a new measure for national happiness based on the emotional content of a country’s most popular songs. Using machine learning to detect the valence of the UK’s chart-topping song of each year since the 1970s, we find that it reliably predicts the leading survey-based measure of life satisfaction. Moreover, we find that music valence is better able to predict life satisfaction than a recently-proposed measure of happiness based on the valence of words in books (Hills et al., 2019). Our results have implications for the role of music in society, and at the same time validate a new use of music as a measure of public sentiment. JEL codes: N30, Z11, Z13

Suggested Citation

  • Benetos, Emmanouil & Ragano, Alessandro & Sgroi, Daniel & Tuckwell, Anthony, 2021. "Measuring national happiness with music," The Warwick Economics Research Paper Series (TWERPS) 1326, University of Warwick, Department of Economics.
    • Handle: RePEc:wrk:warwec:1326
    as

    Download full text from publisher

    File URL: https://warwick.ac.uk/fac/soc/economics/research/workingpapers/2021/twerp_1326_-_sgroi.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Ed Diener & Shigehiro Oishi & Louis Tay, 2018. "Advances in subjective well-being research," Nature Human Behaviour, Nature, vol. 2(4), pages 253-260, April.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Alexandre Hyafil & Nicolas Baumard, 2022. "Evoked and transmitted culture models: Using bayesian methods to infer the evolution of cultural traits in history," PLOS ONE, Public Library of Science, vol. 17(4), pages 1-21, April.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Foliano, Francesca & Tonei, Valentina & Sevilla, Almudena, 2024. "Social restrictions, leisure and well-being," Labour Economics, Elsevier, vol. 87(C).
    2. Aline Lopes Moreira & Jorge Castellá Sarriera & Leonardo Fernandes Martins & Lívia Maria Bedin & Maria Angela Mattar Yunes & Luciana Cassarino Perez & Murilo Ricardo Zibetti, 2022. "Psychometric Properties of Children’s Subjective Well-Being Scales: a Multigroup Study Investigating School Type, Gender, Age and Region of Children in the South and Southeast Regions of Brazil," Child Indicators Research, Springer;The International Society of Child Indicators (ISCI), vol. 15(2), pages 657-679, April.
    3. Ihsana Sabriani Borualogo & Ferran Casas, 2023. "Bullying Victimisation and Children’s Subjective Well-being: A Comparative Study in Seven Asian Countries," Child Indicators Research, Springer;The International Society of Child Indicators (ISCI), vol. 16(1), pages 1-27, February.
    4. Aline Riboli Marasca & Maurício Scopel Hoffmann & Anelise Reis Gaya & Denise Ruschel Bandeira, 2021. "Subjective Well-Being and Psychopathology Symptoms: Mental Health Profiles and their Relations with Academic Achievement in Brazilian Children," Child Indicators Research, Springer;The International Society of Child Indicators (ISCI), vol. 14(3), pages 1121-1137, June.
    5. Federico Contu & Daniela Di Santo & Conrad Baldner & Antonio Pierro, 2023. "Examining the Interaction between Perceived Cultural Tightness and Prevention Regulatory Focus on Life Satisfaction in Italy," Sustainability, MDPI, vol. 15(3), pages 1-10, January.
    6. Fatima Wasif & Tara McAuley, 2024. "Exploring Close Relationships and Executive Functions as Unique and Joint Predictors of Adolescent Subjective Well-Being Across the Transition to High School," Journal of Happiness Studies, Springer, vol. 25(6), pages 1-21, August.
    7. Mamatzakis, Emmanuel C. & Tsionas, Mike G., 2021. "Making inference of British household's happiness efficiency: A Bayesian latent model," European Journal of Operational Research, Elsevier, vol. 294(1), pages 312-326.
    8. Ekaterina Oparina & Sorawoot Srisuma, 2022. "Analyzing Subjective Well-Being Data with Misclassification," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 40(2), pages 730-743, April.
    9. Xiangdan Piao & Xinxin Ma & Tetsuya Tsurumi & Shunsuke Managi, 2022. "Social Capital, Negative Event, Life Satisfaction and Sustainable Community: Evidence from 37 Countries," Applied Research in Quality of Life, Springer;International Society for Quality-of-Life Studies, vol. 17(3), pages 1311-1330, June.
    10. Daniela Raccanello & Giada Vicentini & Elena Trifiletti & Roberto Burro, 2020. "A Rasch Analysis of the School-Related Well-Being (SRW) Scale: Measuring Well-Being in the Transition from Primary to Secondary School," IJERPH, MDPI, vol. 18(1), pages 1-17, December.
    11. Nona C. Kiknadze & Blaine J. Fowers, 2023. "Cultural Variation in Flourishing," Journal of Happiness Studies, Springer, vol. 24(7), pages 2223-2244, October.
    12. Larry Dwyer, 2023. "Why tourism economists should treat resident well-being more seriously," Tourism Economics, , vol. 29(8), pages 1975-1994, December.
    13. Du, Yao & Sun, Guibo & Heinen, Eva, 2024. "Does subjective wellbeing modify travel behaviour changes among older people in response to a new metro line?," Journal of Transport Geography, Elsevier, vol. 117(C).
    14. Rasis Alanazi & Claire Alkouatli, 2023. "Sources of Wellbeing Amongst Saudi Arabian Women Academic Leaders: An Explorative Study," Societies, MDPI, vol. 13(4), pages 1-14, April.
    15. Chunli Wei & Qingqing Li & Ziyi Lian & Yijun Luo & Shiqing Song & Hong Chen, 2022. "Variation in Public Trust, Perceived Societal Fairness, and Well-Being before and after COVID-19 Onset—Evidence from the China Family Panel Studies," IJERPH, MDPI, vol. 19(19), pages 1-14, September.
    16. Sarvarubini Nainee & Intan Hashimah Mohd Hashim & Masarah Mohamad Yusof, 2023. "Generativity and Subjective Wellbeing of Malaysian Old Adults: The Role of Gender and Living Arrangement," SAGE Open, , vol. 13(4), pages 21582440231, October.
    17. Mary Pang & Ming-Ming Lai & Lee-Lee Chong & Yvonne Lee & Siok-Hwa Lau, 2024. "Modelling retirement resources, home environment and quality of marriage for greater well-being," Applied Research in Quality of Life, Springer;International Society for Quality-of-Life Studies, vol. 19(5), pages 2933-2966, October.
    18. Sara Miñarro & Victoria Reyes-García & Shankar Aswani & Samiya Selim & Christopher P Barrington-Leigh & Eric D Galbraith, 2021. "Happy without money: Minimally monetized societies can exhibit high subjective well-being," PLOS ONE, Public Library of Science, vol. 16(1), pages 1-15, January.
    19. Stefan Gruber & Gregor Sand, 2022. "Does Migration Pay Off in Later Life? Income and Subjective Well-Being of Older Migrants in Europe," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 160(2), pages 969-988, April.
    20. Cuizhen Xia & Lihua Zhou & Ya Wang & Xiaodong Pei, 2022. "Tibetan Herders’ Life Satisfaction and Determinants under the Pastureland Rehabilitation Program: A Case Study of Maduo County, China," Sustainability, MDPI, vol. 14(4), pages 1-17, February.

    More about this item

    Keywords

    subjective wellbeing ; life satisfaction ; national happiness ; music information ; retrieval; machine learning. JEL Classification: N30 ; Z11 ; Z13;
    All these keywords.

    JEL classification:

    • N3 - Economic History - - Labor and Consumers, Demography, Education, Health, Welfare, Income, Wealth, Religion, and Philanthropy

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:wrk:warwec:1326. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Margaret Nash (email available below). General contact details of provider: https://edirc.repec.org/data/dewaruk.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.