IDEAS home Printed from https://ideas.repec.org/a/sae/somere/v50y2021i3p1073-1109.html
   My bibliography  Save this article

Evaluating the Cumulative Impact of Childhood Misfortune: A Structural Equation Modeling Approach

Author

Listed:
  • Sarah Mustillo
  • Miao Li
  • Kenneth F. Ferraro

Abstract

Most studies of the early origins of adult health rely on summing dichotomously measured negative exposures to measure childhood misfortune (CM), neglect, adversity, or trauma. There are several limitations to this approach, including that it assumes each exposure carries the same level of risk for a particular outcome. Further, it often leads researchers to dichotomize continuous measures for the sake of creating an additive variable from similar indicators. We propose an alternative approach within the structural equation modeling (SEM) framework that allows differential weighting of the negative exposures and can incorporate dichotomous and continuous observed variables as well as latent variables. Using the Health and Retirement Study data, our analyses compare the traditional approach (i.e., adding indicators) with alternative models and assess their prognostic validity on adult depressive symptoms. Results reveal that parameter estimates using the conventional model likely underestimate the effects of CM on adult health outcomes. Additionally, while the conventional approach inhibits testing for mediation, our model enables testing mediation of both individual CM variables and the cumulative variable. Further, we test whether cumulative CM is moderated by the accumulation of protective factors, which facilitates theoretical advances in life course and social inequality research. The approach presented here is one way to examine the cumulative effects of early exposures while attending to diversity in the types of exposures experienced. Using the SEM framework, this versatile approach could be used to model the accumulation of risk or reward in many other areas of sociology and the social sciences beyond health.

Suggested Citation

  • Sarah Mustillo & Miao Li & Kenneth F. Ferraro, 2021. "Evaluating the Cumulative Impact of Childhood Misfortune: A Structural Equation Modeling Approach," Sociological Methods & Research, , vol. 50(3), pages 1073-1109, August.
  • Handle: RePEc:sae:somere:v:50:y:2021:i:3:p:1073-1109
    DOI: 10.1177/0049124119875957
    as

    Download full text from publisher

    File URL: https://journals.sagepub.com/doi/10.1177/0049124119875957
    Download Restriction: no

    File URL: https://libkey.io/10.1177/0049124119875957?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
    ---><---

    References listed on IDEAS

    as
    1. Mark Hayward & Bridget Gorman, 2004. "The long arm of childhood: The influence of early-life social conditions on men’s mortality," Demography, Springer;Population Association of America (PAA), vol. 41(1), pages 87-107, February.
    2. Steven Haas, 2007. "The long-term effects of poor childhood health: An assessment and application of retrospective reports," Demography, Springer;Population Association of America (PAA), vol. 44(1), pages 113-135, February.
    3. Natalie R Smith & Kenneth F Ferraro & Blakelee R Kemp & Patricia M Morton & Sarah A Mustillo & Jacqueline L Angel, 2019. "Childhood Misfortune and Handgrip Strength Among Black, White, and Hispanic Americans," The Journals of Gerontology: Series B, The Gerontological Society of America, vol. 74(3), pages 526-535.
    4. Steven A. Haas & Patrick M. Krueger & Leah Rohlfsen, 2012. "Race/Ethnic and Nativity Disparities in Later Life Physical Performance: The Role of Health and Socioeconomic Status Over the Life Course," The Journals of Gerontology: Series B, The Gerontological Society of America, vol. 67(2), pages 238-248.
    5. Coltman, Tim & Devinney, Timothy M. & Midgley, David F. & Venaik, Sunil, 2008. "Formative versus reflective measurement models: Two applications of formative measurement," Journal of Business Research, Elsevier, vol. 61(12), pages 1250-1262, December.
    6. Morton, Patricia M. & Mustillo, Sarah A. & Ferraro, Kenneth F., 2014. "Does childhood misfortune raise the risk of acute myocardial infarction in adulthood?," Social Science & Medicine, Elsevier, vol. 104(C), pages 133-141.
    7. Kenneth F Ferraro & Patricia M Morton, 2018. "What Do We Mean by Accumulation? Advancing Conceptual Precision for a Core Idea in Gerontology," The Journals of Gerontology: Series B, The Gerontological Society of America, vol. 73(2), pages 269-278.
    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. John Robert Warren, 2016. "Does Growing Childhood Socioeconomic Inequality Mean Future Inequality in Adult Health?," The ANNALS of the American Academy of Political and Social Science, , vol. 663(1), pages 292-330, January.
    2. Qing Wang & Huyang Zhang & John A. Rizzo & Hai Fang, 2018. "The Effect of Childhood Health Status on Adult Health in China," IJERPH, MDPI, vol. 15(2), pages 1-16, January.
    3. James Smith, 2009. "Reconstructing childhood health histories," Demography, Springer;Population Association of America (PAA), vol. 46(2), pages 387-403, May.
    4. Jo M. Hale & Daniel C. Schneider & Neil K. Mehta & Mikko Myrskylä, 2022. "Understanding cognitive impairment in the U.S. through the lenses of intersectionality and (un)conditional cumulative (dis)advantage," MPIDR Working Papers WP-2022-029, Max Planck Institute for Demographic Research, Rostock, Germany.
    5. Fubaihui Wang & Qingkai Zhen & Kaigang Li & Xu Wen, 2018. "Association of socioeconomic status and health-related behavior with elderly health in China," PLOS ONE, Public Library of Science, vol. 13(9), pages 1-14, September.
    6. James Smith, 2009. "Reconstructing childhood health histories," Demography, Springer;Population Association of America (PAA), pages 387-403.
    7. Levine, M.E. & Cole, S.W. & Weir, D.R. & Crimmins, E.M., 2015. "Childhood and later life stressors and increased inflammatory gene expression at older ages," Social Science & Medicine, Elsevier, vol. 130(C), pages 16-22.
    8. Bauldry, Shawn & Shanahan, Michael J. & Boardman, Jason D. & Miech, Richard A. & Macmillan, Ross, 2012. "A life course model of self-rated health through adolescence and young adulthood," Social Science & Medicine, Elsevier, vol. 75(7), pages 1311-1320.
    9. James N. Laditka & Sarah B. Laditka, 2018. "Lifetime Disadvantages after Childhood Adversity: Health Problems Limiting Work and Shorter Life," The ANNALS of the American Academy of Political and Social Science, , vol. 680(1), pages 259-277, November.
    10. Brady, David & Guerra, Christian & Kohler, Ulrich & Link, Bruce, 2021. "The Long Arm of Prospective Childhood Income for Mature Adult Health in the U.S," SocArXiv gwkma, Center for Open Science.
    11. Hayward, Mark D. & Hummer, Robert A. & Sasson, Isaac, 2015. "Trends and group differences in the association between educational attainment and U.S. adult mortality: Implications for understanding education's causal influence," Social Science & Medicine, Elsevier, vol. 127(C), pages 8-18.
    12. Jennifer Montez & Mark Hayward, 2014. "Cumulative Childhood Adversity, Educational Attainment, and Active Life Expectancy Among U.S. Adults," Demography, Springer;Population Association of America (PAA), vol. 51(2), pages 413-435, April.
    13. Link, Bruce G. & Susser, Ezra S. & Factor-Litvak, Pam & March, Dana & Kezios, Katrina L. & Lovasi, Gina S. & Rundle, Andrew G. & Suglia, Shakira F. & Fader, Kim M. & Andrews, Howard F. & Johnson, Eile, 2017. "Disparities in self-rated health across generations and through the life course," Social Science & Medicine, Elsevier, vol. 174(C), pages 17-25.
    14. Brandt, Martina & Deindl, Christian & Hank, Karsten, 2012. "Tracing the origins of successful aging: The role of childhood conditions and social inequality in explaining later life health," Social Science & Medicine, Elsevier, vol. 74(9), pages 1418-1425.
    15. Brady, David & Guerra, Christian & Kohler, Ulrich & Link, Bruce, 2022. "The Long Arm of Prospective Childhood Income for Mature Adult Health in the United States," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 63(4), pages 543-559.
    16. Turner, R. Jay & Thomas, Courtney S. & Brown, Tyson H., 2016. "Childhood adversity and adult health: Evaluating intervening mechanisms," Social Science & Medicine, Elsevier, vol. 156(C), pages 114-124.
    17. Gennetian, Lisa A. & Hill, Heather D. & London, Andrew S. & Lopoo, Leonard M., 2010. "Maternal employment and the health of low-income young children," Journal of Health Economics, Elsevier, vol. 29(3), pages 353-363, May.
    18. Schaan, Barbara, 2014. "The interaction of family background and personal education on depressive symptoms in later life," Social Science & Medicine, Elsevier, vol. 102(C), pages 94-102.
    19. Lynch, Jamie L. & von Hippel, Paul T., 2016. "An education gradient in health, a health gradient in education, or a confounded gradient in both?," Social Science & Medicine, Elsevier, vol. 154(C), pages 18-27.
    20. Haas, Steven, 2008. "Trajectories of functional health: The 'long arm' of childhood health and socioeconomic factors," Social Science & Medicine, Elsevier, vol. 66(4), pages 849-861, February.

    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:sae:somere:v:50:y:2021:i:3:p:1073-1109. 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: SAGE Publications (email available below). General contact details of provider: .

    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.