IDEAS home Printed from https://ideas.repec.org/p/iza/izadps/dp15182.html
   My bibliography  Save this paper

People versus Machines: The Impact of Being in an Automatable Job on Australian Worker's Mental Health and Life Satisfaction

Author

Listed:
  • Lordan, Grace

    (London School of Economics)

  • Stringer, Eliza-Jane

    (London School of Economics)

Abstract

This study explores the effect on mental health and life satisfaction of working in an automatable job. We utilise an Australian panel dataset (HILDA), and estimate models that include individual fixed effects, to estimate the association between automatable work and proxies of wellbeing. Overall, we find evidence that automatable work has a small, detrimental impact on the mental health and life satisfaction of workers within some industries, particularly those with higher levels of job automation risk, such as manufacturing. Furthermore, we find no strong trends to suggest that any particular demographic group is disproportionately impacted across industries. These findings are robust to a variety of specifications. We also find evidence of adaptation to these effects after one-year tenure on the job, indicating a limited role for firm policy.

Suggested Citation

  • Lordan, Grace & Stringer, Eliza-Jane, 2022. "People versus Machines: The Impact of Being in an Automatable Job on Australian Worker's Mental Health and Life Satisfaction," IZA Discussion Papers 15182, Institute of Labor Economics (IZA).
  • Handle: RePEc:iza:izadps:dp15182
    as

    Download full text from publisher

    File URL: https://docs.iza.org/dp15182.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Lordan, Grace & Neumark, David, 2018. "People versus machines: The impact of minimum wages on automatable jobs," Labour Economics, Elsevier, vol. 52(C), pages 40-53.
    2. Daniel Kahneman & Peter P. Wakker & Rakesh Sarin, 1997. "Back to Bentham? Explorations of Experienced Utility," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(2), pages 375-406.
    3. Reto Odermatt & Alois Stutzer, 2019. "(Mis-)Predicted Subjective Well-Being Following Life Events," Journal of the European Economic Association, European Economic Association, vol. 17(1), pages 245-283.
    4. Davide Consoli & Mabel Sánchez‐Barrioluengo, 2019. "Polarization and the growth of low‐skill service jobs in Spanish local labor markets," Journal of Regional Science, Wiley Blackwell, vol. 59(1), pages 145-162, January.
    5. Layard, Richard & Chisholm, Dan & Patel, Vikram & Saxena, Shekhar, 2013. "Mental Illness and Unhappiness," IZA Discussion Papers 7620, Institute of Labor Economics (IZA).
    6. Adler, Matthew D. & Dolan, Paul & Kavetsos, Georgios, 2017. "Would you choose to be happy? Tradeoffs between happiness and the other dimensions of life in a large population survey," Journal of Economic Behavior & Organization, Elsevier, vol. 139(C), pages 60-73.
    7. Lawrence F. Katz & Kevin M. Murphy, 1992. "Changes in Relative Wages, 1963–1987: Supply and Demand Factors," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(1), pages 35-78.
    8. Reichert, Arndt R. & Tauchmann, Harald, 2017. "Workforce reduction, subjective job insecurity, and mental health," Journal of Economic Behavior & Organization, Elsevier, vol. 133(C), pages 187-212.
    9. Daniel Kahneman & Robert Sugden, 2005. "Experienced Utility as a Standard of Policy Evaluation," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 32(1), pages 161-181, September.
    10. Di Tella, Rafael & Haisken-De New, John & MacCulloch, Robert, 2010. "Happiness adaptation to income and to status in an individual panel," Journal of Economic Behavior & Organization, Elsevier, vol. 76(3), pages 834-852, December.
    11. David H. Autor & David Dorn, 2013. "The Growth of Low-Skill Service Jobs and the Polarization of the US Labor Market," American Economic Review, American Economic Association, vol. 103(5), pages 1553-1597, August.
    12. Grace Lordan, 2019. "People versus machines in the UK: Minimum wages, labor reallocation and automatable jobs," PLOS ONE, Public Library of Science, vol. 14(12), pages 1-16, December.
    13. repec:hal:spmain:info:hdl:2441/3gpul0a2209cuatfpgqv8qt14j is not listed on IDEAS
    14. Clark, Andrew E & Oswald, Andrew J, 1994. "Unhappiness and Unemployment," Economic Journal, Royal Economic Society, vol. 104(424), pages 648-659, May.
    15. Blien, Uwe & Dauth, Wolfgang & Roth, Duncan H.W., 2021. "Occupational routine intensity and the costs of job loss: evidence from mass layoffs," Labour Economics, Elsevier, vol. 68(C).
    16. repec:hal:wpspec:info:hdl:2441/5l6uh8ogmqildh09h4687h53k is not listed on IDEAS
    17. Watson, Barry & Osberg, Lars, 2019. "Can positive income anticipations reverse the mental health impacts of negative income anxieties?," Economics & Human Biology, Elsevier, vol. 35(C), pages 107-122.
    18. Abeliansky, Ana Lucia & Beulmann, Matthias, 2019. "Are they coming for us? Industrial robots and the mental health of workers," University of Göttingen Working Papers in Economics 379, University of Goettingen, Department of Economics.
    19. Brad Hershbein & Lisa B. Kahn, 2018. "Do Recessions Accelerate Routine-Biased Technological Change? Evidence from Vacancy Postings," American Economic Review, American Economic Association, vol. 108(7), pages 1737-1772, July.
    20. Maarten Goos & Alan Manning, 2007. "Lousy and Lovely Jobs: The Rising Polarization of Work in Britain," The Review of Economics and Statistics, MIT Press, vol. 89(1), pages 118-133, February.
    21. David H. Autor & Michael J. Handel, 2013. "Putting Tasks to the Test: Human Capital, Job Tasks, and Wages," Journal of Labor Economics, University of Chicago Press, vol. 31(S1), pages 59-96.
    22. Katz, Lawrence F. & Autor, David H., 1999. "Changes in the wage structure and earnings inequality," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 26, pages 1463-1555, Elsevier.
    23. Terry Gregory & A.M. Salomons & Ulrich Zierahn, 2016. "Racing With or Against the Machine? Evidence from Europe," Working Papers 16-05, Utrecht School of Economics.
    24. Masanori Kuroki, 2012. "The Deregulation of Temporary Employment and Workers' Perceptions of Job Insecurity," ILR Review, Cornell University, ILR School, vol. 65(3), pages 560-577, July.
    25. David H. Autor & Lawrence F. Katz & Melissa S. Kearney, 2006. "The Polarization of the U.S. Labor Market," American Economic Review, American Economic Association, vol. 96(2), pages 189-194, May.
    26. Erzo F. P. Luttmer, 2005. "Neighbors as Negatives: Relative Earnings and Well-Being," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 120(3), pages 963-1002.
    27. Nicole Watson & Mark Wooden, 2011. "Re-engaging with Survey Non-respondents: The BHPS, SOEP and HILDA Survey Experience," Melbourne Institute Working Paper Series wp2011n02, Melbourne Institute of Applied Economic and Social Research, The University of Melbourne.
    28. 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.
    29. Dauth, Wolfgang, 2014. "Job polarization on local labor markets," IAB-Discussion Paper 201418, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].
    30. Frey, Carl Benedikt & Osborne, Michael A., 2017. "The future of employment: How susceptible are jobs to computerisation?," Technological Forecasting and Social Change, Elsevier, vol. 114(C), pages 254-280.
    31. David H. Autor, 2015. "Why Are There Still So Many Jobs? The History and Future of Workplace Automation," Journal of Economic Perspectives, American Economic Association, vol. 29(3), pages 3-30, Summer.
    32. Živilė Stankevičiūtė & Eglė Staniškienė & Joana Ramanauskaitė, 2021. "The Impact of Job Insecurity on Employee Happiness at Work: A Case of Robotised Production Line Operators in Furniture Industry in Lithuania," Sustainability, MDPI, vol. 13(3), pages 1-20, February.
    33. Joseph Stiglitz & Amartya Sen & Jean-Paul Fitoussi, 2009. "The measurement of economic performance and social progress revisited: Reflections and Overview," Sciences Po publications 2009-33, Sciences Po.
    34. Maarten Goos & Alan Manning & Anna Salomons, 2014. "Explaining Job Polarization: Routine-Biased Technological Change and Offshoring," American Economic Review, American Economic Association, vol. 104(8), pages 2509-2526, August.
    35. Josten, Cecily & Lordan, Grace, 2019. "Robots at Work: Automatable and Non Automatable Jobs," IZA Discussion Papers 12520, Institute of Labor Economics (IZA).
    36. David H. Autor & David Dorn & Gordon H. Hanson, 2015. "Untangling Trade and Technology: Evidence from Local Labour Markets," Economic Journal, Royal Economic Society, vol. 0(584), pages 621-646, May.
    37. Du Yuhong & Wei Xiahai, 2020. "Task content routinisation, technological change and labour turnover: Evidence from China," The Economic and Labour Relations Review, , vol. 31(3), pages 324-346, September.
    38. Arntz, Melanie & Gregory, Terry & Zierahn, Ulrich, 2017. "Revisiting the risk of automation," Economics Letters, Elsevier, vol. 159(C), pages 157-160.
    39. David Autor & David Dorn & Gordon Hanson, 2019. "When Work Disappears: Manufacturing Decline and the Falling Marriage Market Value of Young Men," American Economic Review: Insights, American Economic Association, vol. 1(2), pages 161-178, September.
    40. Joseph E. Stiglitz & Amartya Sen & Jean-Paul Fitoussi, 2009. "The measurement of economic performance and social progress revisited," Documents de Travail de l'OFCE 2009-33, Observatoire Francais des Conjonctures Economiques (OFCE).
    41. Kronenberg, Christoph & Boehnke, Jan R., 2019. "How did the 2008-11 financial crisis affect work-related common mental distress? Evidence from 393 workplaces in Great Britain," Economics & Human Biology, Elsevier, vol. 33(C), pages 193-200.
    42. Jacob Rubæk Holm & Christian Richter Østergaard, 2018. "The high importance of de-industrialization and job polarization for regional diversification," Papers in Evolutionary Economic Geography (PEEG) 1821, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised May 2018.
    43. Acemoglu, Daron & Autor, David, 2011. "Skills, Tasks and Technologies: Implications for Employment and Earnings," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 12, pages 1043-1171, Elsevier.
    44. Jeff Borland & Michael Coelli, 2017. "Are Robots Taking Our Jobs?," Australian Economic Review, The University of Melbourne, Melbourne Institute of Applied Economic and Social Research, vol. 50(4), pages 377-397, December.
    45. Ed Diener & Shigehiro Oishi & Louis Tay, 2018. "Advances in subjective well-being research," Nature Human Behaviour, Nature, vol. 2(4), pages 253-260, April.
    46. Min Xu & Jeanne M. David & Suk Hi Kim, 2018. "The Fourth Industrial Revolution: Opportunities and Challenges," International Journal of Financial Research, International Journal of Financial Research, Sciedu Press, vol. 9(2), pages 90-95, April.
    47. Joseph Stiglitz & Jean-Paul Fitoussi & Martine Durand, 2018. "For Good Measure," SciencePo Working papers Main hal-03393118, HAL.
    48. John F. Helliwell & Lara B. Aknin, 2018. "Expanding the social science of happiness," Nature Human Behaviour, Nature, vol. 2(4), pages 248-252, April.
    49. John F. Helliwell & Lara B. Aknin, 2018. "Publisher Correction: Expanding the social science of happiness," Nature Human Behaviour, Nature, vol. 2(4), pages 313-313, April.
    50. Katharina Näswall & Hans De Witte, 2003. "Who Feels Insecure in Europe? Predicting Job Insecurity from Background Variables," Economic and Industrial Democracy, Department of Economic History, Uppsala University, Sweden, vol. 24(2), pages 189-215, May.
    51. repec:hal:spmain:info:hdl:2441/5l6uh8ogmqildh09h4687h53k is not listed on IDEAS
    52. Bruno Frey & Alois Stutzer, 2012. "The use of happiness research for public policy," Social Choice and Welfare, Springer;The Society for Social Choice and Welfare, vol. 38(4), pages 659-674, April.
    53. 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.
    54. Dolan, Paul & Peasgood, Tessa & White, Mathew, 2008. "Do we really know what makes us happy A review of the economic literature on the factors associated with subjective well-being," Journal of Economic Psychology, Elsevier, vol. 29(1), pages 94-122, February.
    55. Henrik Schwabe & Fulvio Castellacci, 2020. "Automation, workers’ skills and job satisfaction," PLOS ONE, Public Library of Science, vol. 15(11), pages 1-26, November.
    56. Ross, Matthew B., 2017. "Routine-biased technical change: Panel evidence of task orientation and wage effects," Labour Economics, Elsevier, vol. 48(C), pages 198-214.
    57. Christian Gunadi & Hanbyul Ryu, 2021. "Does the rise of robotic technology make people healthier?," Health Economics, John Wiley & Sons, Ltd., vol. 30(9), pages 2047-2062, September.
    58. Patel, Pankaj C. & Devaraj, Srikant & Hicks, Michael J. & Wornell, Emily J., 2018. "County-level job automation risk and health: Evidence from the United States," Social Science & Medicine, Elsevier, vol. 202(C), pages 54-60.
    59. Barry Watson & Lars Osberg, 2018. "Job insecurity and mental health in Canada," Applied Economics, Taylor & Francis Journals, vol. 50(38), pages 4137-4152, August.
    60. Ms. Mitali Das & Benjamin Hilgenstock, 2018. "The Exposure to Routinization: Labor Market Implications for Developed and Developing Economies," IMF Working Papers 2018/135, International Monetary Fund.
    61. Michael Coelli & Jeff Borland, 2016. "Job Polarisation and Earnings Inequality in Australia," The Economic Record, The Economic Society of Australia, vol. 92(296), pages 1-27, March.
    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. Bertoni, Marco & Brunello, Giorgio & Da Re, Filippo, 2022. "Pension Reforms, Longer Working Horizons and Depression. Does the Risk of Automation Matter?," IZA Discussion Papers 15700, Institute of Labor Economics (IZA).
    2. Blasco, Sylvie & Rochut, Julie & Rouland, Benedicte, 2022. "Displaced or Depressed? The Effect of Working in Automatable Jobs on Mental Health," IZA Discussion Papers 15434, Institute of Labor Economics (IZA).

    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. Consoli, Davide & Marin, Giovanni & Rentocchini, Francesco & Vona, Francesco, 2023. "Routinization, within-occupation task changes and long-run employment dynamics," Research Policy, Elsevier, vol. 52(1).
    2. repec:hal:spmain:info:hdl:2441/13fti1jo4t8vjpe6ko3qrrv2nv is not listed on IDEAS
    3. Caselli, Mauro & Fracasso, Andrea & Scicchitano, Sergio & Traverso, Silvio & Tundis, Enrico, 2021. "Stop worrying and love the robot: An activity-based approach to assess the impact of robotization on employment dynamics," GLO Discussion Paper Series 802, Global Labor Organization (GLO).
    4. Schmidpeter, Bernhard & Winter-Ebmer, Rudolf, 2021. "Automation, unemployment, and the role of labor market training," European Economic Review, Elsevier, vol. 137(C).
    5. Jasmine Mondolo, 2022. "The composite link between technological change and employment: A survey of the literature," Journal of Economic Surveys, Wiley Blackwell, vol. 36(4), pages 1027-1068, September.
    6. Gregory, Terry & Salomons, Anna & Zierahn, Ulrich, 2016. "Racing With or Against the Machine? Evidence from Europe," VfS Annual Conference 2016 (Augsburg): Demographic Change 145843, Verein für Socialpolitik / German Economic Association.
    7. Nicola Cassandro & Marco Centra & Dario Guarascio & Piero Esposito, 2021. "What drives employment–unemployment transitions? Evidence from Italian task-based data," Economia Politica: Journal of Analytical and Institutional Economics, Springer;Fondazione Edison, vol. 38(3), pages 1109-1147, October.
    8. Aepli, Manuel, 2019. "Technological change and occupation mobility: A task-based approach to horizontal mismatch," GLO Discussion Paper Series 361, Global Labor Organization (GLO).
    9. David J. Deming, 2017. "The Growing Importance of Social Skills in the Labor Market," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(4), pages 1593-1640.
    10. Antonio Martins-Neto & Nanditha Mathew & Pierre Mohnen & Tania Treibich, 2021. "Is There Job Polarization in Developing Economies? A Review and Outlook," CESifo Working Paper Series 9444, CESifo.
    11. Maarten Goos & Melanie Arntz & Ulrich Zierahn & Terry Gregory & Stephanie Carretero Gomez & Ignacio Gonzalez Vazquez & Koen Jonkers, 2019. "The Impact of Technological Innovation on the Future of Work," JRC Working Papers on Labour, Education and Technology 2019-03, Joint Research Centre.
    12. Thomsen, Stephan L, 2018. "Die Rolle der Computerisierung und Digitalisierung für Beschäftigung und Einkommen," Hannover Economic Papers (HEP) dp-645, Leibniz Universität Hannover, Wirtschaftswissenschaftliche Fakultät.
    13. Sylvie Blasco, 2022. "Replaced or depressed? The effect of automation risk on workers' mental health," French Stata Users' Group Meetings 2022 09, Stata Users Group.
    14. Dauth, Wolfgang, 2014. "Job polarization on local labor markets," IAB-Discussion Paper 201418, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].
    15. Fierro, Luca Eduardo & Caiani, Alessandro & Russo, Alberto, 2022. "Automation, Job Polarisation, and Structural Change," Journal of Economic Behavior & Organization, Elsevier, vol. 200(C), pages 499-535.
    16. Azio Barani, 2021. "Innovazione tecnologica e lavoro: automazione, occupazione e impatti socio-economici," QUADERNI DI ECONOMIA DEL LAVORO, FrancoAngeli Editore, vol. 0(114), pages 51-79.
    17. Cirillo, Valeria & Evangelista, Rinaldo & Guarascio, Dario & Sostero, Matteo, 2021. "Digitalization, routineness and employment: An exploration on Italian task-based data," Research Policy, Elsevier, vol. 50(7).
    18. Andreas Beerli & Ronald Indergand & Johannes S. Kunz, 2023. "The supply of foreign talent: how skill-biased technology drives the location choice and skills of new immigrants," Journal of Population Economics, Springer;European Society for Population Economics, vol. 36(2), pages 681-718, April.
    19. Leonardo Gasparini & Irene Brambilla & Guillermo Falcone & Carlo Lombardo & Andrés César, 2021. "The Risk of Automation in Latin America," CEDLAS, Working Papers 0281, CEDLAS, Universidad Nacional de La Plata.
    20. Arntz, Melanie & Gregory, Terry & Zierahn, Ulrich, 2016. "ELS issues in robotics and steps to consider them. Part 1: Robotics and employment. Consequences of robotics and technological change for the structure and level of employment," ZEW Expertises, ZEW - Leibniz Centre for European Economic Research, number 146501.
    21. Blasco, Sylvie & Rochut, Julie & Rouland, Benedicte, 2022. "Displaced or Depressed? The Effect of Working in Automatable Jobs on Mental Health," IZA Discussion Papers 15434, Institute of Labor Economics (IZA).

    More about this item

    Keywords

    automation; life satisfaction; mental health; job security;
    All these keywords.

    JEL classification:

    • I10 - Health, Education, and Welfare - - Health - - - General
    • J20 - Labor and Demographic Economics - - Demand and Supply of Labor - - - General

    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:iza:izadps:dp15182. 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: Holger Hinte (email available below). General contact details of provider: https://edirc.repec.org/data/izaaade.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.