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Modelling Maternal Depression: An Agent-Based Model to Examine the Complex Relationship between Relative Income and Depression

Author

Listed:
  • Claire Benny

    (Edmonton Clinic Health Academy, School of Public Health, University of Alberta, 11405-87 Ave, Edmonton, AB T6G 1C9, Canada)

  • Shelby Yamamoto

    (Edmonton Clinic Health Academy, School of Public Health, University of Alberta, 11405-87 Ave, Edmonton, AB T6G 1C9, Canada)

  • Sheila McDonald

    (Child Development Centre, University of Calgary, 3820-24 Avenue NW, Calgary, AB T2M 1Z7, Canada)

  • Radha Chari

    (Royal Alexandra Hospital, 10240 Kingsway NW, Edmonton, AB T5H 3V9, Canada)

  • Roman Pabayo

    (Edmonton Clinic Health Academy, School of Public Health, University of Alberta, 11405-87 Ave, Edmonton, AB T6G 1C9, Canada)

Abstract

Depression is a major public health concern among expectant mothers in Canada. Income inequality has been linked to depression, so interventions for reducing income inequality may reduce the prevalence of maternal depression. The current study aims to simulate the effects of government transfers and increases to minimum wage on depression in mothers. We used agent-based modelling techniques to identify the predicted effects of income inequality reducing programs on maternal depression. Model parameters were identified using the All Our Families cohort dataset and the existing literature. The mean age of our sample was 30 years. The sample was also predominantly white (78.6%) and had at least some post-secondary education (89.1%). When income was increased by just simulating an increase in minimum wage, the proportion of depressed mothers decreased by 2.9% ( p < 0.005). Likewise, simulating the Canada Child Benefit resulted in a 5.0% decrease in the prevalence of depression ( p < 0.001) and Ontario’s Universal Basic Income pilot project resulted in a simulated 5.6% decrease in the prevalence of depression ( p < 0.001). We also assessed simulated changes to the mother’s social networks. Progressive income policies and increasing social networks are predicted to decrease the probability of depression.

Suggested Citation

  • Claire Benny & Shelby Yamamoto & Sheila McDonald & Radha Chari & Roman Pabayo, 2022. "Modelling Maternal Depression: An Agent-Based Model to Examine the Complex Relationship between Relative Income and Depression," IJERPH, MDPI, vol. 19(7), pages 1-12, April.
    • Handle: RePEc:gam:jijerp:v:19:y:2022:i:7:p:4208-:d:785177
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    References listed on IDEAS

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    1. Goerke, Laszlo & Pannenberg, Markus, 2015. "Direct evidence for income comparisons and subjective well-being across reference groups," Economics Letters, Elsevier, vol. 137(C), pages 95-101.
    2. Evelyn L. Forget, 2011. "The Town with No Poverty: The Health Effects of a Canadian Guaranteed Annual Income Field Experiment," Canadian Public Policy, University of Toronto Press, vol. 37(3), pages 283-305, September.
    3. John Schmitt, 2015. "Explaining the Small Employment Effects of the Minimum Wage in the United States," Industrial Relations: A Journal of Economy and Society, Wiley Blackwell, vol. 54(4), pages 547-581, October.
    4. Ferrer-i-Carbonell, Ada, 2005. "Income and well-being: an empirical analysis of the comparison income effect," Journal of Public Economics, Elsevier, vol. 89(5-6), pages 997-1019, June.
    5. Aaron Reeves & Martin McKee & Johan Mackenbach & Margaret Whitehead & David Stuckler, 2017. "Introduction of a National Minimum Wage Reduced Depressive Symptoms in Low‐Wage Workers: A Quasi‐Natural Experiment in the UK," Health Economics, John Wiley & Sons, Ltd., vol. 26(5), pages 639-655, May.
    6. Isabelle Joumard & Mauro Pisu & Debbie Bloch, 2012. "Tackling income inequality: The role of taxes and transfers," OECD Journal: Economic Studies, OECD Publishing, vol. 2012(1), pages 37-70.
    7. James P. Mulvale & Sid Frankel, 2019. "Basic Income in Canada: Lessons Learned and Challenges Ahead," Exploring the Basic Income Guarantee, in: Elise Klein & Jennifer Mays & Tim Dunlop (ed.), Implementing a Basic Income in Australia, chapter 13, pages 237-257, Palgrave Macmillan.
    8. Mikael Lindahl, 2005. "Estimating the Effect of Income on Health and Mortality Using Lottery Prizes as an Exogenous Source of Variation in Income," Journal of Human Resources, University of Wisconsin Press, vol. 40(1).
    9. Colette L. Auerswald & Amber Akemi Piatt & Ali Mirzazadeh & UNICEF Office of Research - Innocenti, 2017. "Research with Disadvantaged, Vulnerable and/or Marginalized Adolescents," Papers inores878, Innocenti Research Briefs.
    10. Hilda Osafo Hounkpatin & Alex Wood & Gordon Brown & Graham Dunn, 2015. "Why does Income Relate to Depressive Symptoms? Testing the Income Rank Hypothesis Longitudinally," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 124(2), pages 637-655, November.
    11. Tsao, T.-Y. & Konty, K.J. & Van Wye, G. & Barbot, O. & Hadler, J.L. & Linos, N. & Bassett, M.T., 2016. "Estimating potential reductions in premature mortality in New York City from raising the minimum wage to $15," American Journal of Public Health, American Public Health Association, vol. 106(6), pages 1036-1041.
    12. Frijters, Paul & Haisken-DeNew, John P. & Shields, Michael A., 2005. "The causal effect of income on health: Evidence from German reunification," Journal of Health Economics, Elsevier, vol. 24(5), pages 997-1017, September.
    13. Hilary Hoynes & Jesse Rothstein, 2019. "Universal Basic Income in the United States and Advanced Countries," Annual Review of Economics, Annual Reviews, vol. 11(1), pages 929-958, August.
    14. Coburn, David, 2000. "Income inequality, social cohesion and the health status of populations: the role of neo-liberalism," Social Science & Medicine, Elsevier, vol. 51(1), pages 135-146, July.
    15. Elena Andreyeva & Benjamin Ukert, 2018. "The impact of the minimum wage on health," International Journal of Health Economics and Management, Springer, vol. 18(4), pages 337-375, December.
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    1. Jennifer Boyd & Rebekah Wilson & Corinna Elsenbroich & Alison Heppenstall & Petra Meier, 2022. "Agent-Based Modelling of Health Inequalities following the Complexity Turn in Public Health: A Systematic Review," IJERPH, MDPI, vol. 19(24), pages 1-16, December.
    2. Carolina Ribeiro Anele & Marcelo Zubaran Goldani & Lavínia Schüler-Faccini & Clécio Homrich da Silva, 2022. "Prevalence of Congenital Anomaly and Its Relationship with Maternal Education and Age According to Local Development in the Extreme South of Brazil," IJERPH, MDPI, vol. 19(13), pages 1-13, July.

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