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Historical Analysis of National Subjective Wellbeing Using Millions of Digitized Books

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  • Hills, Thomas

    (University of Warwick)

  • Proto, Eugenio

    (University of Glasgow)

  • Sgroi, Daniel

    (University of Warwick)

Abstract

We present the first attempt to construct a long-run historical measure of subjective wellbeing using language corpora derived from millions of digitized books. While existing measures of subjective wellbeing go back to at most the 1970s, we can go back at least 200 years further using our methods. We analyse data for six countries (the USA, UK, Germany, France, Italy and Spain). To highlight some results, we find a positive short-run effect for GDP and life expectancy on subjective wellbeing. An increase of 1% life expectancy is equivalent to more than 5% increase in yearly GDP. One year of internal conflict costs the equivalent of a 50% drop in GDP per year in terms of subjective wellbeing. Public debt, on the other hand, has a short-run positive effect. Our estimated index of subjective wellbeing generally does not feature any positive trend, which is consistent with the Easterlin paradox, although we caution against long term analysis given the historical variation of written texts (which parallel similar issues with historical GDP statistics).

Suggested Citation

  • Hills, Thomas & Proto, Eugenio & Sgroi, Daniel, 2015. "Historical Analysis of National Subjective Wellbeing Using Millions of Digitized Books," IZA Discussion Papers 9195, Institute of Labor Economics (IZA).
  • Handle: RePEc:iza:izadps:dp9195
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    1. Mike Thelwall & Kevan Buckley & Georgios Paltoglou, 2011. "Sentiment in Twitter events," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 62(2), pages 406-418, February.
    2. Robert J. MacCulloch & Rafael Di Tella & Andrew J. Oswald, 2001. "Preferences over Inflation and Unemployment: Evidence from Surveys of Happiness," American Economic Review, American Economic Association, vol. 91(1), pages 335-341, March.
    3. Betsey Stevenson & Justin Wolfers, 2008. "Economic Growth and Subjective Well-Being: Reassessing the Easterlin Paradox," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 39(1 (Spring), pages 1-102.
    4. Hodrick, Robert J & Prescott, Edward C, 1997. "Postwar U.S. Business Cycles: An Empirical Investigation," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 29(1), pages 1-16, February.
    5. Jutta Bolt & Jan Luiten Zanden, 2014. "The Maddison Project: collaborative research on historical national accounts," Economic History Review, Economic History Society, vol. 67(3), pages 627-651, August.
    6. Mike Thelwall & Kevan Buckley & Georgios Paltoglou, 2011. "Sentiment in Twitter events," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 62(2), pages 406-418, February.
    7. Daniel J. Benjamin & Ori Heffetz & Miles S. Kimball & Alex Rees-Jones, 2012. "What Do You Think Would Make You Happier? What Do You Think You Would Choose?," American Economic Review, American Economic Association, vol. 102(5), pages 2083-2110, August.
    8. Anna Chmiel & Julian Sienkiewicz & Mike Thelwall & Georgios Paltoglou & Kevan Buckley & Arvid Kappas & Janusz A Hołyst, 2011. "Collective Emotions Online and Their Influence on Community Life," PLOS ONE, Public Library of Science, vol. 6(7), pages 1-8, July.
    9. Eugenio Proto & Aldo Rustichini, 2013. "A Reassessment of the Relationship between GDP and Life Satisfaction," PLOS ONE, Public Library of Science, vol. 8(11), pages 1-10, November.
    10. M. Keith Chen, 2013. "The Effect of Language on Economic Behavior: Evidence from Savings Rates, Health Behaviors, and Retirement Assets," American Economic Review, American Economic Association, vol. 103(2), pages 690-731, April.
    11. Jerven, Morten, 2012. "An unlevel playing field: national income estimates and reciprocal comparison in global economic history," Journal of Global History, Cambridge University Press, vol. 7(1), pages 107-128, March.
    12. Angus Deaton, 2008. "Income, Health, and Well-Being around the World: Evidence from the Gallup World Poll," Journal of Economic Perspectives, American Economic Association, vol. 22(2), pages 53-72, Spring.
    13. Stephen Broadberry & Bruce Campbell & Alexander Klein & Mark Overton & Bas van Leeuwen, 2012. "British Economic Growth, 1270-1870: an output-based approach," Studies in Economics 1203, School of Economics, University of Kent.
    14. Easterlin, Richard A., 1974. "Does Economic Growth Improve the Human Lot? Some Empirical Evidence," MPRA Paper 111773, University Library of Munich, Germany.
    15. M. Keith Chen, 2011. "The Effect of Language on Economic Behavior: Evidence from Savings Rates, Health Behaviors, and Retirement Assets," Cowles Foundation Discussion Papers 1820, Cowles Foundation for Research in Economics, Yale University, revised Dec 2012.
    16. Peter Dodds & Christopher Danforth, 2010. "Measuring the Happiness of Large-Scale Written Expression: Songs, Blogs, and Presidents," Journal of Happiness Studies, Springer, vol. 11(4), pages 441-456, August.
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    More about this item

    Keywords

    GDP; conflict; big data; historical subjective wellbeing; Google books;
    All these keywords.

    JEL classification:

    • N3 - Economic History - - Labor and Consumers, Demography, Education, Health, Welfare, Income, Wealth, Religion, and Philanthropy
    • N4 - Economic History - - Government, War, Law, International Relations, and Regulation
    • O1 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development
    • D6 - Microeconomics - - Welfare Economics

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