IDEAS home Printed from https://ideas.repec.org/a/spr/jhappi/v24y2023i3d10.1007_s10902-023-00636-4.html
   My bibliography  Save this article

Importance Weighting in Subjective Well-Being Measures: Using Marginal Utilities as Weights for Domain Satisfaction

Author

Listed:
  • Akinori Kitsuki

    (Kyushu University)

  • Shunsuke Managi

    (Kyushu University)

Abstract

Whether perceived importance can be used as a weighting factor for the aggregation of domain satisfaction is an important issue in the literature on subjective well-being (SWB) measures with multidimensional domains. This paper extends the weighting approach proposed by Benjamin et al. (Am Econ Rev 104:2698–2735, 2014) and uses it to weight domain satisfaction. The weights estimated by this approach can be interpreted as marginal utility, and the weighted average of the domain satisfaction of each individual can be interpreted as the individual’s utility. Using a data set collected from a 2015 survey that we conducted with residents of all Japanese prefectures, we show that this weighted average improves the goodness of fit for overall SWB measures compared with the unweighted averages of domain satisfaction. This finding supports incorporating perceived importance measures into SWB measures. Moreover, we show that, although there are differences in perceived importance among some domains that are less relevant to specific sub-populations, such as work for people above 65 years or relations with family for those who live alone, the relative importance of most domains is similar across the different categories of gender, household income, age, and household composition. Allowing for heterogeneity in the importance weights across these demographic groups provides only negligible improvements to the validity of the domain importance. The approach suggested in this paper can be considered a resident-oriented approach in the sense that the weights are derived from the perceived importance of residents themselves and are thus expected to contribute to resident-oriented policymaking.

Suggested Citation

  • Akinori Kitsuki & Shunsuke Managi, 2023. "Importance Weighting in Subjective Well-Being Measures: Using Marginal Utilities as Weights for Domain Satisfaction," Journal of Happiness Studies, Springer, vol. 24(3), pages 1101-1120, March.
  • Handle: RePEc:spr:jhappi:v:24:y:2023:i:3:d:10.1007_s10902-023-00636-4
    DOI: 10.1007/s10902-023-00636-4
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s10902-023-00636-4
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s10902-023-00636-4?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Simon Luechinger, 2009. "Valuing Air Quality Using the Life Satisfaction Approach," Economic Journal, Royal Economic Society, vol. 119(536), pages 482-515, March.
    2. Chang-ming Hsieh, 2012. "Should We Give Up Domain Importance Weighting in QoL Measures?," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 108(1), pages 99-109, August.
    3. Mònica González & Germà Coenders & Marc Saez & Ferran Casas, 2010. "Non-linearity, Complexity and Limited Measurement in the Relationship Between Satisfaction with Specific Life Domains and Satisfaction with Life as a Whole," Journal of Happiness Studies, Springer, vol. 11(3), pages 335-352, June.
    4. Chang-ming Hsieh, 2013. "Issues in Evaluating Importance Weighting in Quality of Life Measures," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 110(2), pages 681-693, January.
    5. repec:hal:spmain:info:hdl:2441/4vsqk7docb9nmophtp29pk68cr is not listed on IDEAS
    6. Heinz Welsch & Jan Kühling, 2009. "Using Happiness Data For Environmental Valuation: Issues And Applications," Journal of Economic Surveys, Wiley Blackwell, vol. 23(2), pages 385-406, April.
    7. Chia-Huei Wu & Grace Yao, 2007. "Examining the relationship between global and domain measures of quality of life by three factor structure models," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 84(2), pages 189-202, November.
    8. Bruce Headey & Ruut Veenhoven & Alex Wearing, 1991. "Top-down versus bottom-up theories of subjective well-being," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 24(1), pages 81-100, February.
    9. George MacKerron, 2012. "Happiness Economics From 35 000 Feet," Journal of Economic Surveys, Wiley Blackwell, vol. 26(4), pages 705-735, September.
    10. Chang-ming Hsieh, 2016. "Domain Importance in Subjective Well-Being Measures," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 127(2), pages 777-792, June.
    11. Daniel Kahneman & Alan B. Krueger, 2006. "Developments in the Measurement of Subjective Well-Being," Journal of Economic Perspectives, American Economic Association, vol. 20(1), pages 3-24, Winter.
    12. Robi Kurniawan & Shunsuke Managi, 2019. "Linking Wealth and Productivity of Natural Capital for 140 Countries Between 1990 and 2014," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 141(1), pages 443-462, January.
    13. Levinson, Arik, 2012. "Valuing public goods using happiness data: The case of air quality," Journal of Public Economics, Elsevier, vol. 96(9-10), pages 869-880.
    14. Jesús Peiró-Palomino & Andrés J. Picazo-Tadeo, 2018. "OECD: One or Many? Ranking Countries with a Composite Well-Being Indicator," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 139(3), pages 847-869, October.
    15. Michael Hagerty & Robert Cummins & Abbott Ferriss & Kenneth Land & Alex Michalos & Mark Peterson & Andrew Sharpe & Joseph Sirgy & Joachim Vogel, 2001. "Quality of Life Indexes for National Policy: Review and Agenda for Research," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 55(1), pages 1-96, July.
    16. Koen Decancq & María Ana Lugo, 2013. "Weights in Multidimensional Indices of Wellbeing: An Overview," Econometric Reviews, Taylor & Francis Journals, vol. 32(1), pages 7-34, January.
    17. Lara Russell & Anita Hubley & Anita Palepu & Bruno Zumbo, 2006. "Does Weighting Capture What’s Important? Revisiting Subjective Importance Weighting with a Quality of Life Measure," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 75(1), pages 141-167, January.
    18. Chia-Huei Wu, 2008. "Can We Weight Satisfaction Score with Importance Ranks Across Life Domains?," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 86(3), pages 469-480, May.
    19. Bruno S. Frey, 2008. "Happiness: A Revolution in Economics," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262062771, December.
    20. Chia-Huei Wu, 2009. "Enhancing quality of life by shifting importance perception among life domains," Journal of Happiness Studies, Springer, vol. 10(1), pages 37-47, March.
    21. Robert Cummins, 1996. "The domains of life satisfaction: An attempt to order chaos," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 38(3), pages 303-328, January.
    22. Chang-ming Hsieh, 2004. "To Weight or not to Weight: The Role of Domain Importance in Quality of Life Measurement," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 68(2), pages 163-174, September.
    23. Daniel J. Benjamin & Ori Heffetz & Miles S. Kimball & Nichole Szembrot, 2014. "Beyond Happiness and Satisfaction: Toward Well-Being Indices Based on Stated Preference," American Economic Review, American Economic Association, vol. 104(9), pages 2698-2735, September.
    24. Chang-ming Hsieh & Qiguang Li & Houchao Lyu, 2020. "A Comparison of Normalized and Non-Normalized Multiplicative Subjective Importance Weighting in Quality of Life Measurement," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 152(2), pages 637-651, November.
    25. Chia-Huei Wu & Lung Chen & Ying-Mei Tsai, 2009. "Investigating Importance Weighting of Satisfaction Scores from a Formative Model with Partial Least Squares Analysis," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 90(3), pages 351-363, February.
    26. Chia-Huei Wu & Grace Yao, 2006. "Do We Need to Weight Satisfaction Scores with Importance Ratings in Measuring Quality of Life?," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 78(2), pages 305-326, September.
    27. Jorge Guardiola & Andrés Picazo-Tadeo, 2014. "Building Weighted-Domain Composite Indices of Life Satisfaction with Data Envelopment Analysis," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 117(1), pages 257-274, May.
    28. Chang-ming Hsieh, 2003. "Counting Importance: The Case of Life Satisfaction and Relative Domain Importance," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 61(2), pages 227-240, February.
    29. Mariano Rojas, 2006. "Life satisfaction and satisfaction in domains of life: is it a simple relationship?," Journal of Happiness Studies, Springer, vol. 7(4), pages 467-497, November.
    30. Chang-ming Hsieh, 2014. "Throwing the Baby Out with the Bathwater: Evaluation of Domain Importance Weighting in Quality of Life Measurements," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 119(1), pages 483-493, October.
    31. Bruno Frey & Simon Luechinger & Alois Stutzer, 2009. "The life satisfaction approach to valuing public goods: The case of terrorism," Public Choice, Springer, vol. 138(3), pages 317-345, March.
    32. Chang-ming Hsieh & Qiguang Li, 2022. "Importance Weighting in the Domain-of-Life Approach to Subjective Well-Being: the Consideration of Age," Applied Research in Quality of Life, Springer;International Society for Quality-of-Life Studies, vol. 17(2), pages 525-540, April.
    33. M. Joseph Sirgy & Min Young Kim & Mohsen Joshanloo & Dong-Jin Lee & Michael Bosnjak, 2020. "The Relationship Between Domain Satisfaction and Domain Importance: The Moderating Role of Depression," Journal of Happiness Studies, Springer, vol. 21(6), pages 2007-2030, August.
    34. Chang-ming Hsieh, 2018. "Importance Weighting in Client Satisfaction Measures: Lessons from the Life Satisfaction Literature," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 138(1), pages 45-60, July.
    35. Welsch, Heinz, 2006. "Environment and happiness: Valuation of air pollution using life satisfaction data," Ecological Economics, Elsevier, vol. 58(4), pages 801-813, July.
    36. Mariano, Enzo Barberio & Sobreiro, Vinicius Amorim & Rebelatto, Daisy Aparecida do Nascimento, 2015. "Human development and data envelopment analysis: A structured literature review," Omega, Elsevier, vol. 54(C), pages 33-49.
    Full references (including those not matched with items on IDEAS)

    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. Chang-ming Hsieh, 2016. "Domain Importance in Subjective Well-Being Measures," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 127(2), pages 777-792, June.
    2. Chang-ming Hsieh, 2018. "Importance Weighting in Client Satisfaction Measures: Lessons from the Life Satisfaction Literature," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 138(1), pages 45-60, July.
    3. Chang-ming Hsieh, 2022. "Are all Life Domains Created Equal? Domain Importance Weighting in Subjective Well-Being Research," Applied Research in Quality of Life, Springer;International Society for Quality-of-Life Studies, vol. 17(3), pages 1909-1925, June.
    4. M. Joseph Sirgy & Min Young Kim & Mohsen Joshanloo & Dong-Jin Lee & Michael Bosnjak, 2020. "The Relationship Between Domain Satisfaction and Domain Importance: The Moderating Role of Depression," Journal of Happiness Studies, Springer, vol. 21(6), pages 2007-2030, August.
    5. Chang-ming Hsieh & Qiguang Li, 2022. "Importance Weighting in the Domain-of-Life Approach to Subjective Well-Being: the Consideration of Age," Applied Research in Quality of Life, Springer;International Society for Quality-of-Life Studies, vol. 17(2), pages 525-540, April.
    6. Chang-ming Hsieh, 2013. "Issues in Evaluating Importance Weighting in Quality of Life Measures," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 110(2), pages 681-693, January.
    7. Jorge Guardiola & Andrés Picazo-Tadeo, 2014. "Building Weighted-Domain Composite Indices of Life Satisfaction with Data Envelopment Analysis," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 117(1), pages 257-274, May.
    8. Chang-ming Hsieh & Qiguang Li & Houchao Lyu, 2020. "A Comparison of Normalized and Non-Normalized Multiplicative Subjective Importance Weighting in Quality of Life Measurement," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 152(2), pages 637-651, November.
    9. Chang-ming Hsieh, 2019. "Importance of Health and Relative Importance of Satisfaction with One’s Own Health: A Case of Frail Immigrant Older Adults," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 143(1), pages 81-93, May.
    10. Chang-ming Hsieh, 2014. "Throwing the Baby Out with the Bathwater: Evaluation of Domain Importance Weighting in Quality of Life Measurements," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 119(1), pages 483-493, October.
    11. Chang-Ming Hsieh, 2012. "Importance is Not Unimportant: The Role of Importance Weighting in QOL Measures," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 109(2), pages 267-278, November.
    12. Chia-Huei Wu & Lung Chen & Ying-Mei Tsai, 2009. "Investigating Importance Weighting of Satisfaction Scores from a Formative Model with Partial Least Squares Analysis," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 90(3), pages 351-363, February.
    13. Jorge Guardiola & Andrés J. Picazo-Tadeo, 2013. "Weighting life domains with Data Envelopment Analysis," Working Papers 1311, Department of Applied Economics II, Universidad de Valencia.
    14. Tsung-Chi Cheng & Chao-Yin Lin & Shu-Chen Wang, 2023. "Exploring factors related to agreement between importance and satisfaction of subjective well-being indicators: evidence from Taiwan," Quality & Quantity: International Journal of Methodology, Springer, vol. 57(3), pages 2811-2839, June.
    15. Jose Manuel Cordero & Cristina Polo & Javier Salinas-Jiménez, 2021. "Subjective Well-Being and Heterogeneous Contexts: A Cross-National Study Using Semi-Nonparametric Frontier Methods," Journal of Happiness Studies, Springer, vol. 22(2), pages 867-886, February.
    16. Ssu-Kuang Chen & Sunny Lin, 2014. "The Latent Profiles of Life Domain Importance and Satisfaction in a Quality of Life Scale," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 116(2), pages 429-445, April.
    17. Stutzer, Alois, 2020. "Happiness and public policy: a procedural perspective," Behavioural Public Policy, Cambridge University Press, vol. 4(2), pages 210-225, July.
    18. Odermatt, Reto & Stutzer, Alois, 2017. "Subjective Well-Being and Public Policy," IZA Discussion Papers 11102, Institute of Labor Economics (IZA).
    19. Chia-Huei Wu & Cheng-Ta Yang & Li-Na Huang, 2014. "On the Predictive Effect of Multidimensional Importance-Weighted Quality of Life Scores on Overall Subjective Well-Being," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 115(3), pages 933-943, February.
    20. Ferreira, Susana & Akay, Alpaslan & Brereton, Finbarr & Cuñado, Juncal & Martinsson, Peter & Moro, Mirko & Ningal, Tine F., 2013. "Life satisfaction and air quality in Europe," Ecological Economics, Elsevier, vol. 88(C), pages 1-10.

    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:spr:jhappi:v:24:y:2023:i:3:d:10.1007_s10902-023-00636-4. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    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.