IDEAS home Printed from https://ideas.repec.org/p/bdi/wptemi/td_852_12.html
   My bibliography  Save this paper

Statistical models for measuring job satisfaction

Author

Listed:
  • Romina Gambacorta

    (Bank of Italy)

  • Maria Iannario

    (University of Naples Federico II)

Abstract

In this paper we present two statistical approaches for discussing and modelling job satisfaction based on data collected in the Survey on Household Income and Wealth (SHIW) conducted by the Bank of Italy. In particular, we compare two different classes of model for ordinal data: the Ordinal Probit Model and the more recent CUB model. The aim is to establish common outcomes and differences in the estimated patterns of global job satisfaction, but also to stress the potential for curbing the effects of measurement errors on estimates by using CUB models, allowing us to control for the effect of uncertainty and shelter choices in the response process.

Suggested Citation

  • Romina Gambacorta & Maria Iannario, 2012. "Statistical models for measuring job satisfaction," Temi di discussione (Economic working papers) 852, Bank of Italy, Economic Research and International Relations Area.
  • Handle: RePEc:bdi:wptemi:td_852_12
    as

    Download full text from publisher

    File URL: http://www.bancaditalia.it/pubblicazioni/temi-discussione/2012/2012-0852/en_tema_852.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Andries De Grip & Inge Sieben & Fred Stevens, 2009. "Are More Competent Workers More Satisfied?," LABOUR, CEIS, vol. 23(4), pages 589-607, December.
    2. Blanchflower, David G. & Oswald, Andrew J., 2004. "Well-being over time in Britain and the USA," Journal of Public Economics, Elsevier, vol. 88(7-8), pages 1359-1386, July.
    3. Justina A. V. Fischer & Alfonso Sousa‐Poza, 2009. "Does job satisfaction improve the health of workers? New evidence using panel data and objective measures of health," Health Economics, John Wiley & Sons, Ltd., vol. 18(1), pages 71-89, January.
    4. Cornelissen, Thomas & Heywood, John S. & Jirjahn, Uwe, 2011. "Performance pay, risk attitudes and job satisfaction," Labour Economics, Elsevier, vol. 18(2), pages 229-239, April.
    5. Clark, Andrew E. & Oswald, Andrew J., 1996. "Satisfaction and comparison income," Journal of Public Economics, Elsevier, vol. 61(3), pages 359-381, September.
    6. D'Elia, Angela & Piccolo, Domenico, 2005. "A mixture model for preferences data analysis," Computational Statistics & Data Analysis, Elsevier, vol. 49(3), pages 917-934, June.
    7. Ivan Faiella, 2008. "Accounting for sampling design in the SHIW," Temi di discussione (Economic working papers) 662, Bank of Italy, Economic Research and International Relations Area.
    8. Gabriella Conti & Stephen Pudney, 2011. "Survey Design and the Analysis of Satisfaction," The Review of Economics and Statistics, MIT Press, vol. 93(3), pages 1087-1093, August.
    9. Davis, Mark A., 2009. "Understanding the relationship between mood and creativity: A meta-analysis," Organizational Behavior and Human Decision Processes, Elsevier, vol. 108(1), pages 25-38, January.
    10. Franses,Philip Hans & Paap,Richard, 2010. "Quantitative Models in Marketing Research," Cambridge Books, Cambridge University Press, number 9780521143653, June.
    11. Grund, Christian & Sliwka, Dirk, 2001. "The Impact of Wage Increases on Job Satisfaction - Empirical Evidence and Theoretical Implications," IZA Discussion Papers 387, Institute of Labor Economics (IZA).
    12. Kevin A. Clarke & Curtis S. Signorino, 2010. "Discriminating Methods: Tests for Non-nested Discrete Choice Models," Political Studies, Political Studies Association, vol. 58, pages 368-388, March.
    13. Andrew E. Clark, 1996. "Job Satisfaction in Britain," British Journal of Industrial Relations, London School of Economics, vol. 34(2), pages 189-217, June.
    14. Claudia Biancotti & Giovanni D'Alessio & Andrea Neri, 2008. "Measurement Error In The Bank Of Italy'S Survey Of Household Income And Wealth," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 54(3), pages 466-493, September.
    15. Becker, William E. & Kennedy, Peter E., 1992. "A Graphical Exposition of the Ordered Probit," Econometric Theory, Cambridge University Press, vol. 8(1), pages 127-131, March.
    16. Paolo Ghinetti, 2007. "The Public–Private Job Satisfaction Differential in Italy," LABOUR, CEIS, vol. 21(2), pages 361-388, June.
    17. Francesca Di Iorio & Maria Iannario, 2012. "Residual diagnostics for interpreting CUB models," Statistica, Department of Statistics, University of Bologna, vol. 72(2), pages 163-172.
    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. Romina Gambacorta & Maria Iannario, 2013. "Measuring Job Satisfaction with CUB Models," LABOUR, CEIS, vol. 27(2), pages 198-224, June.
    2. Gennaro Punzo & Rosalia Castellano & Mirko Buonocore, 2018. "Job Satisfaction in the “Big Four” of Europe: Reasoning Between Feeling and Uncertainty Through CUB Models," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 139(1), pages 205-236, August.
    3. Pervin Ahu Cerci & Devrim Dumludag, 2019. "Life Satisfaction and Job Satisfaction among University Faculty: The Impact of Working Conditions, Academic Performance and Relative Income," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 144(2), pages 785-806, July.
    4. Andrew E. Clark, 2018. "Four Decades of the Economics of Happiness: Where Next?," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 64(2), pages 245-269, June.
    5. Damiano Fiorillo & Nunzia Nappo, 2014. "Job satisfaction in Italy: individual characteristics and social relations," International Journal of Social Economics, Emerald Group Publishing Limited, vol. 41(8), pages 683-704, August.
    6. Clark, Andrew Eric & D'Angelo, Emanuela, 2013. "Upward social mobility, well-being and political preferences: evidence from the BHPS," LSE Research Online Documents on Economics 121792, London School of Economics and Political Science, LSE Library.
    7. Barrington-Leigh, C.P., 2024. "The econometrics of happiness: Are we underestimating the returns to education and income?," Journal of Public Economics, Elsevier, vol. 230(C).
    8. Fengyu Wu, 2021. "Modern Economic Growth, Culture, and Subjective Well-Being: Evidence from Arctic Alaska," Journal of Happiness Studies, Springer, vol. 22(6), pages 2621-2651, August.
    9. Lucía Gómez-Balcácer & Noelia Somarriba Arechavala & Patricia Gómez-Costilla, 2023. "The Importance of Different Forms of Social Capital for Happiness in Europe: A Multilevel Structural Equation Model (GSEM)," Applied Research in Quality of Life, Springer;International Society for Quality-of-Life Studies, vol. 18(1), pages 601-624, February.
    10. Blanchflower, David G. & Oswald, Andrew J., 2004. "Well-being over time in Britain and the USA," Journal of Public Economics, Elsevier, vol. 88(7-8), pages 1359-1386, July.
    11. Filiz Gülal & Adam Ayaita, 2020. "The Impact of Minimum Wages on Well-Being: Evidence from a Quasi-experiment in Germany," Journal of Happiness Studies, Springer, vol. 21(7), pages 2669-2692, October.
    12. Semih Tumen & Tugba Zeydanli, 2016. "Social interactions in job satisfaction," International Journal of Manpower, Emerald Group Publishing Limited, vol. 37(3), pages 426-455, June.
    13. Shivani Taneja, 2019. "Working Hours And Trends In Job Satisfaction Using A Panel Of British Workers," Proceedings of International Academic Conferences 9912075, International Institute of Social and Economic Sciences.
    14. Oswald, Andrew J, 1997. "Happiness and Economic Performance," Economic Journal, Royal Economic Society, vol. 107(445), pages 1815-1831, November.
    15. Andrew CLARK & Emanuela D'ANGELO, 2010. "Upward Social Mobility, Well-being and;Political Preferences: Evidence from the;BHPS," Working Papers 338, Universita' Politecnica delle Marche (I), Dipartimento di Scienze Economiche e Sociali.
    16. Kivilcim Metin Özcan & Selin Sayek Böke & Mine Kara, 2008. "The Determinants of the Perception of Happiness About Quality of Life Amongst Turkish People," Working Papers 425, Economic Research Forum, revised 08 Jan 2008.
    17. Johansson, Edvard, 2004. "Job Satisfaction in Finland - Some results from the European Community Household Panel 1996-2001," Discussion Papers 958, The Research Institute of the Finnish Economy.
    18. Clark, Andrew E., 1997. "Job satisfaction and gender: Why are women so happy at work?," Labour Economics, Elsevier, vol. 4(4), pages 341-372, December.
    19. René Böheim & Mark P. Taylor, 2004. "Actual and Preferred Working Hours," British Journal of Industrial Relations, London School of Economics, vol. 42(1), pages 149-166, March.
    20. Enzo Valentini, 2012. "Giving Voice To Employees And Spreading Information Within The Firm: The Manner Matters," Journal of Knowledge Management, Economics and Information Technology, ScientificPapers.org, vol. 2(4), pages 1-7, August.

    More about this item

    Keywords

    job satisfaction; ordinal data modelling; CUB models;
    All these keywords.

    JEL classification:

    • J28 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Safety; Job Satisfaction; Related Public Policy
    • C25 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Discrete Regression and Qualitative Choice Models; Discrete Regressors; Proportions; Probabilities

    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:bdi:wptemi:td_852_12. 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: the person in charge (email available below). General contact details of provider: https://edirc.repec.org/data/bdigvit.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.