Tracking the reach of COVID-19 kin loss with a bereavement multiplier applied to the United States
Open accessAbstract
The coronavirus disease 2019 (COVID-19) pandemic has led to a large increase in mortality in the United States and around the world, leaving many grieving the sudden loss of family members. We created an indicator-the COVID-19 bereavement multiplier-that estimates the average number of individuals who will experience the death of a close relative (defined as a grandparent, parent, sibling, spouse, or child) for each COVID-19 death. Using demographic microsimulation-based estimates of kinship networks in the United States, the clear age gradient in COVID-19 mortality seen across contexts, and several hypothetical infection prevalence scenarios, we estimate COVID-19 bereavement multipliers for White and Black individuals in the United States. Our analysis shows that for every COVID-19 death, approximately nine surviving Americans will lose a grandparent, parent, sibling, spouse, or child. These estimates imply, for example, that if 190,000 Americans die from COVID-19, as some models project, then ∼1.7 million will experience the death of a close relative. We demonstrate that our estimates of the bereavement multiplier are stable across epidemiological realities, including infection scenarios, total number of deaths, and the distribution of deaths, which means researchers can estimate the bereavement burden over the course of the epidemic in lockstep with rising death tolls. In addition, we provide estimates of bereavement multipliers by age group, types of kin loss, and race to illuminate prospective disparities. The bereavement multiplier is a useful indicator for tracking COVID-19's multiplicative impact as it reverberates across American families and can be tailored to other causes of death.
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Children who lose caregivers to the pandemic may face intensified trauma and may have an immediate need for kinship or foster care at a time when pandemic restrictions may limit access to protective services.
“Children who lose caregivers to the pandemic may face intensified trauma and may have an immediate need for kinship or foster care at a time when pandemic restrictions may limit access to protective services.12–15”
From COVID-19–Associated Orphanhood and Caregiver Death in the United States (2021) · cites this paper as [12]
The Discussion (page not provided) says COVID-19 kin loss may be unusually traumatizing, and the paper links parental or grandparental loss among youth to adverse outcomes and reduced caregiver attention. It does not address an immediate need for kinship or foster care, or restrictions limiting access to protective services. (LLM, conf=0.87)
Experimental — accuracy not yet measuredDuring an unprecedented pandemic, many children are at risk for such loss because 23% of American children live in single-headed households.
“During an unprecedented pandemic, many children are at risk for such loss because 23% of American children live in single-headed households.11,12”
From COVID-19–Associated Orphanhood and Caregiver Death in the United States (2021) · cites this paper as [12]
The Abstract (page not available) says younger people may lose parents or grandparents to COVID-19, supporting the claim that children face a risk of kin loss. Neither the supplied passages nor searches of our copy for the 23% figure and single-headed households support the statistic or the proposed reason for that risk. (LLM, conf=0.86)
Experimental — accuracy not yet measuredFor every loss due to COVID-19, approximately nine family members will be affected and in mourning.
“According to recent studies, for every loss due to COVID-19, approximately nine family members will be affected and in mourning (Verdery, Smith-Greenaway, Margolis, & Daw, 2020).”
From Prolonged grief disorder treatment: An approach to COVID-19 grief (2023) · cites this paper as Verdery et al., 2020
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Cites
Estimates of the severity of coronavirus disease 2019: a model-based analysis
Verity, R., Okell, L. C., Dorigatti, I., Winskill, P., Whittaker, C., Imai, N., Cuomo-Dannenburg, G., Thompson, H., Walker, P. G. T., Fu, H., et al. (2020) · The Lancet Infectious Diseases · doi:10.1016/s1473-3099(20)30243-7 · Cited by 3,660 · see citing works
COVID-19 and African Americans
Yancy, C. W. (2020) · JAMA · doi:10.1001/jama.2020.6548 · Cited by 1,932 · see citing works
Core Discussion Networks of Americans
Marsden, P. V. (1987) · American Sociological Review · doi:10.2307/2095397 · Cited by 1,921 · see citing works
Social Isolation in America: Changes in core discussion networks over two decades.
McPherson, M., Smith-Lovin, L., & Brashears, M. E. (2006) · American Sociological Review · doi:10.1177/000312240607100301 · Cited by 1,887 · see citing works
Heat wave: a social autopsy of disaster in Chicago
(2003) · Choice Reviews Online · doi:10.5860/choice.40-4319 · Cited by 1,274 · see citing works
Spread of SARS-CoV-2 in the Icelandic population
Gudbjartsson, D. F., Helgason, A., Jonsson, H., Magnusson, O. T., Melsted, P., Norddahl, G. L., Saemundsdottir, J., Sigurdsson, A., Sulem, P., Agustsdottir, A. B., et al. (2020) · New England Journal of Medicine · doi:10.1056/nejmoa2006100 · Cited by 1,248 · see citing works
Treatment of Complicated Grief: A Randomized Controlled Trial
Shear, K., Frank, E., Houck, P. R., & Reynolds, C. F. (2005) · JAMA · doi:10.1001/jama.293.21.2601 · Cited by 1,097 · see citing works
Coronavirus disease 2019 (COVID-19) in Italy
Livingston, E., & Bucher, K. (2020) · JAMA · doi:10.1001/jama.2020.4344 · Cited by 1,010 · see citing works
Demographic science aids in understanding the spread and fatality rates of COVID-19
Dowd, J. B., Andriano, L., Brazel, D. M., Rotondi, V., Block, P., Ding, X., Liu, Y., & Mills, M. C. (2020) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2004911117 · Cited by 905 · see citing works
Cheng, H., Jian, S.-W., Liu, D., Ng, T.-C. V., Huang, W., Lin, H.-H., & for the Taiwan COVID-19 Outbreak Investigation Team (2020) · JAMA Internal Medicine · doi:10.1001/jamainternmed.2020.2020 · Cited by 848 · see citing works
A Comparison of Adult Bereavement in the Death of a Spouse, Child, and Parent
Sanders, C. (1980) · OMEGA - Journal of Death and Dying · doi:10.2190/x565-hw49-chr0-fyb4 · Cited by 396 · see citing works
Dimensions of the emerging orphan crisis in sub-Saharan Africa
Bicego, G. T., Rutstein, S., & Johnson, K. (2003) · Social Science & Medicine · doi:10.1016/s0277-9536(02)00125-9 · Cited by 376 · see citing works
Long-term effects of the death of a child on parents' adjustment in midlife.
Rogers, C. H., Floyd, F. J., Seltzer, M. M., Greenberg, J. S., & Hong, J. (2008) · Journal of Family Psychology · doi:10.1037/0893-3200.22.2.203 · Cited by 344 · see citing works
The impact of parental death on school outcomes: Longitudinal evidence from South Africa
Case, A. C., & Ardington, C. (2006) · Demography · doi:10.1353/dem.2006.0022 · Cited by 342 · see citing works
Kaltman, S. I., & Bonanno, G. A. (2003) · Journal of Anxiety Disorders · doi:10.1016/s0887-6185(02)00184-6 · Cited by 319 · see citing works
Klinenberg, É. (2015) · University of Chicago Press eBooks · doi:10.7208/chicago/9780226276212.001.0001 · Cited by 298 · see citing works
Understanding social network disruption: The case of youth in foster care
Perry, B. L. (2006) · Social Problems · doi:10.1525/sp.2006.53.3.371 · Cited by 296 · see citing works
Family Ties After Divorce: Long‐Term Implications for Children
Ahrons, C. R. (2007) · Family Process · doi:10.1111/j.1545-5300.2006.00191.x · Cited by 291 · see citing works
The effect of widowhood on mortality by the causes of death of both spouses
Elwert, F., & Christakis, N. A. (2008) · American Journal of Public Health · doi:10.2105/ajph.2007.114348 · Cited by 282 · see citing works
Manual X: Indirect Techniques for Demographic Estimation
Ewbank, D. C. (1985) · Journal of the American Statistical Association · doi:10.2307/2288514 · Cited by 275 · see citing works
Review ofHeat Wave: Social Autopsy of Disaster in Chicago
Klinenberg, É. (2003) · New England Journal of Medicine · doi:10.1056/nejm200302133480721 · Cited by 235 · see citing works
To Continue or Relinquish Bonds: A Review of Consequences for the Bereaved
Stroebe, M., & Schut, H. A. W. (2005) · Death Studies · doi:10.1080/07481180590962659 · Cited by 225 · see citing works
OTT, C. H. (2003) · Death Studies · doi:10.1080/07481180302887 · Cited by 221 · see citing works
Death of family members as an overlooked source of racial disadvantage in the United States
Umberson, D., Olson, J. S., Crosnoe, R. L., Liu, H., Pudrovska, T., & Donnelly, R. (2017) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1605599114 · Cited by 219 · see citing works
Childhood Parental Loss and Adult Depression
McLeod, J. D. (1991) · Journal of Health and Social Behavior · doi:10.2307/2136804 · Cited by 215 · see citing works
Risk Factors in Bereavement Outcome
Sanders, C. (1988) · Journal of Social Issues · doi:10.1111/j.1540-4560.1988.tb02079.x · Cited by 212 · see citing works
Bereavement in the time of coronavirus: unprecedented challenges demand novel interventions
Carr, D., Boerner, K., & Moorman, S. (2020) · Journal of Aging & Social Policy · doi:10.1080/08959420.2020.1764320 · Cited by 189 · see citing works
Manual X: Indirect Techniques for Demographic Estimation.
McN., G. (1984) · Population and Development Review · doi:10.2307/1973530 · Cited by 164 · see citing works
Microsimulation methods for population projection
Post, W., & van Imhoff, E. (1998) · Population · doi:10.3917/popu.p1998.10n1.0136 · Cited by 163 · see citing works
Long‐Term Effects of Child Death on Parents' Health‐Related Quality of Life: A Dyadic Analysis
Song, J., Floyd, F. J., Seltzer, M. M., Greenberg, J. S., & Hong, J. (2010) · Family Relations · doi:10.1111/j.1741-3729.2010.00601.x · Cited by 154 · see citing works
Black Deaths Matter: Race, Relationship Loss, and Effects on Survivors
Umberson, D. (2017) · Journal of Health and Social Behavior · doi:10.1177/0022146517739317 · Cited by 154 · see citing works
Kinship resources for the elderly
Wachter, K. W. (1997) · Philosophical Transactions of the Royal Society B Biological Sciences · doi:10.1098/rstb.1997.0166 · Cited by 145 · see citing works
Cohabitation Among Older Adults: A National Portrait
Brown, S. L., Lee, G. R., & Bulanda, J. R. (2006) · The Journals of Gerontology Series B · doi:10.1093/geronb/61.2.s71 · Cited by 137 · see citing works
The long-term impact of early parental death: lessons from a narrative study
Ellis, J., Dowrick, C. F., & Lloyd‐Williams, M. (2013) · Journal of the Royal Society of Medicine · doi:10.1177/0141076812472623 · Cited by 136 · see citing works
Substitution and Compensation in the Social Networks of Older Widowed Women.
Zettel, L. A., & Rook, K. S. (2004) · Psychology and Aging · doi:10.1037/0882-7974.19.3.433 · Cited by 127 · see citing works
Time does not heal all wounds: Mortality following the death of a parent
Rostila, M., & Saarela, J. M. (2011) · Journal of Marriage and Family · doi:10.1111/j.1741-3737.2010.00801.x · Cited by 125 · see citing works
Older Adults Without Close Kin in the United States
Margolis, R., & Verdery, A. M. (2017) · The Journals of Gerontology Series B · doi:10.1093/geronb/gbx068 · Cited by 123 · see citing works
Self-citationProjections of white and black older adults without living kin in the United States, 2015 to 2060
Verdery, A. M., & Margolis, R. (2017) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1710341114 · Cited by 117 · see citing works
Self-citationLong‐Term Effects of the Demographic Transition on Family and Kinship Networks in Britain
Murphy, M. (2011) · Population and Development Review · doi:10.1111/j.1728-4457.2011.00378.x · Cited by 110 · see citing works
Beyond the Nuclear Family: Trends in Children Living in Shared Households
Pilkauskas, N., & Cross, C. J. (2018) · Demography · doi:10.1007/s13524-018-0719-y · Cited by 103 · see citing works
A Sibling Death in the Family: Common and Consequential
Fletcher, J. M., Seltzer, M. M., Song, J., & Wolfe, B. L. (2012) · Demography · doi:10.1007/s13524-012-0162-4 · Cited by 97 · see citing works
Verdery, A. M., Margolis, R., Zhou, Z., Chai, X., & Rittirong, J. (2018) · The Journals of Gerontology Series B · doi:10.1093/geronb/gby138 · Cited by 92 · see citing works
Self-citationGeneralizing the Network Scale-up Method
Feehan, D. M., & Salganik, M. (2016) · Sociological Methodology · doi:10.1177/0081175016665425 · Cited by 83 · see citing works
Margolis, R., & Verdery, A. M. (2019) · Demography · doi:10.1007/s13524-019-00795-1 · Cited by 82 · see citing works
Self-citationGuilt in Bereavement: A Review and Conceptual Framework
Li, J., Stroebe, M., Chan, C., & Chow, A. Y. M. (2013) · Death Studies · doi:10.1080/07481187.2012.738770 · Cited by 81 · see citing works
Parents' Death and Adult Well‐being: Gender, Age, and Adaptation to Filial Bereavement
Leopold, T., & Lechner, C. M. (2015) · Journal of Marriage and the Family · doi:10.1111/jomf.12186 · Cited by 78 · see citing works
Wives and Ex-Wives: A New Test for Homogamy Bias in the Widowhood Effect
Elwert, F., & Christakis, N. (2008) · Demography · doi:10.1353/dem.0.0029 · Cited by 75 · see citing works
Intergenerational Ties and Case Fatality Rates: A Cross-Country AnalysisPreprint
Bayer, C., & Kuhn, M. (2020) · SSRN Electronic Journal · doi:10.2139/ssrn.3573284 · Cited by 67 · see citing works
adams, J. (2020) · Sage eBooks · doi:10.4135/9781544321486 · Cited by 63 · see citing works
Kin Count(s): Educational and Racial Differences in Extended Kinship in the United States
Daw, J., Verdery, A. M., & Margolis, R. (2016) · Population and Development Review · doi:10.1111/j.1728-4457.2016.00150.x · Cited by 59 · see citing works
Self-citationMarriage as Support or Strain? Marital Quality Following the Death of a Parent
Umberson, D. (1995) · Journal of Marriage and the Family · doi:10.2307/353925 · Cited by 48 · see citing works
Testing the validity of kinship microsimulation
Wachter, K. W., Blackwell, D., & Hammel, E. A. (1997) · Mathematical and Computer Modelling · doi:10.1016/s0895-7177(97)00172-6 · Cited by 45 · see citing works
Maternal cumulative prevalence measures of child mortality show heavy burden in sub-Saharan Africa
Smith‐Greenaway, E., & Trinitapoli, J. A. (2020) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1907343117 · Cited by 42 · see citing works
Self-citationDynamic and heterogeneous effects of sibling death on children’s outcomes
Fletcher, J. M., Vidal-Fernández, M., & Wolfe, B. L. (2017) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1709092115 · Cited by 41 · see citing works
Social Support in America: Stratification and Trends in Access over Two Decades
Verdery, A. M., & Campbell, C. (2019) · Social Forces · doi:10.1093/sf/soz008 · Cited by 41 · see citing works
Self-citationLinks Between Demographic and Kinship Transitions
Verdery, A. M. (2015) · Population and Development Review · doi:10.1111/j.1728-4457.2015.00068.x · Cited by 34 · see citing works
Self-citationMassey, D. S. (2017) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1620083114 · Cited by 33 · see citing works
Women's Experience of Child Death Over the Life Course: A Global Demographic Perspective
Alburez‐Gutierrez, D., Kolk, M., & Zagheni, E. (2021) · Demography · doi:10.1215/00703370-9420770 · Cited by 30 · see citing works
The Impact of an Older Adult's Death on the Family.
Abeles, N., Victor, T. L., & Delano-Wood, L. M. (2004) · Professional Psychology Research and Practice · doi:10.1037/0735-7028.35.3.234 · Cited by 29 · see citing works
The Effects of Early Parental Death on Sibling Relationships in Later Life
Mack, K. Y. (2004) · OMEGA - Journal of Death and Dying · doi:10.2190/btuq-011v-anew-v7rt · Cited by 22 · see citing works
Fighting a Hydra: A Note on the Network Embeddedness of the War on Terror
Moody, J. W. (2005) · Structure and Dynamics eJournal of Anthropological and Related Sciences · doi:10.5070/sd912003275 · Cited by 22 · see citing works
Alburez‐Gutierrez, D. (2019) · Demographic Research · doi:10.4054/demres.2019.40.23 · Cited by 11 · see citing works
Dying in a Hospital Intensive Care Unit: The Social Significance for the Family of the Patient
Sherizen, S., & Paul, L. (1977) · OMEGA - Journal of Death and Dying · doi:10.2190/46kh-72c6-690b-x9dk · Cited by 10 · see citing works
Women's experience of child death over the life course: A global demographic perspectivePreprint
Alburez‐Gutierrez, D., Kolk, M., & Zagheni, E. (2019) · doi:10.31235/osf.io/s69fz · Cited by 4 · see citing works
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- 10.1007/s13524-012-0162-4 · DOI
- N. Balbo, F. Billari, A. Melegaro, The strength of family ties and COVID-19. Contexts (2020).
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COVID-19–Associated Orphanhood and Caregiver Death in the United States
Hillis, S. D., Blenkinsop, A., Villaveces, A., Annor, F. B., Liburd, L., Massetti, G. M., Demissie, Z., Mercy, J. A., Nelson III, C. A., Cluver, L., et al. (2021) · Pediatrics · doi:10.1542/peds.2021-053760 · Cited by 235 · see citing works
“During an unprecedented pandemic, many children are at risk for such loss because 23% of American children live in singleheaded households.(11,12) Children who lose caregivers to the pandemic may face intensified trauma and may have an immediate need for kinship or foster care at a time when pandemic restrictions may…”
Taylor, S. (2022) · Annual Review of Clinical Psychology · doi:10.1146/annurev-clinpsy-072720-020131 · Cited by 164 · see citing works
Data resource profile: COVerAGE-DB: a global demographic database of COVID-19 cases and deaths
Riffe, T., Acosta, E., the COVerAGE-DB team, Acosta, E. J., Manuel Aburto, D., Alburez-Gutierrez, A., Altová, A., Alustiza, U., Basellini, S., Bignami, D., et al. (2021) · International Journal of Epidemiology · doi:10.1093/ije/dyab027 · Cited by 110 · see citing works
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Kidman, R., Margolis, R., Smith-Greenaway, E., & Verdery, A. M. (2021) · JAMA Pediatrics · doi:10.1001/jamapediatrics.2021.0161 · Cited by 99 · see citing works
Sowden, R., Borgstrom, E., & Selman, L. E. (2021) · PLOS ONE · doi:10.1371/journal.pone.0247904 · Cited by 41 · see citing works
How families matter for health inequality during the <scp>COVID</scp>‐19 pandemic
Thomeer, M. B., Yahirun, J., & Colón‐López, A. (2020) · Journal of Family Theory & Review · doi:10.1111/jftr.12398 · Cited by 33 · see citing works
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Martínez-Medina, C. B., & Rodríguez-Orozco, A. R. (2023) · Salud Mental · doi:10.17711/sm.0185-3325.2023.021 · Cited by 5 · see citing works
Sabucedo, P., Andión, O., Neimeyer, R. A., Soto-Angona, O., Javkin, J., Haro, J. M., Farré, M., & González, D. (2025) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2024.1484736 · Cited by 6 · see citing works
- Authors
- Verdery, A. M., Smith-Greenaway, E., Margolis, R., & Daw, J.
- Affiliations
- Pennsylvania State University (US)
- Department of Sociology, University of Southern California, Los Angeles, CA 90089;
- Western University (CA)
- Corresponding author
- Verdery, Ashton M.
- Venue
- Proceedings of the National Academy of Sciences
- Publisher
- National Academy of Sciences
- Published
- 2020-07-10
- Volume
- 117
- Issue
- 30
- Pages
- 17695-17701
- ISSN
- 0027-8424 (ISSN-L)
- 1091-6490
- PMC
- PMC7395491
- OpenAlex
- W3041145343
- Cited by
- 360
- References
- 64
- Citations by year
- 2026: 26 · 2025: 26 · 2024: 46 · 2023: 93 · 2022: 69 · 2021: 88 · 2020: 12
- FWCI
- 26.17
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Proceedings of the National Academy of Sciences (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- Funders
- HHS | NIH | National Institute on Aging (1R01AG060949)
- HHS | NIH | Eunice Kennedy Shriver National Institute of Child Health and Human Development (P2C-HD041025)
- University of Southern California Center for the Changing Family (0000)
- Gouvernement du Canada | Canadian Institutes of Health Research (MYB-150262)
- Gouvernement du Canada | Social Sciences and Humanities Research Council of Canada (435-2017-0618, 890-2016-9000)
- Topics
- Social Sciences › Psychology › Clinical Psychology › Grief, Bereavement, and Mental Health
- Physical Sciences › Mathematics › Modeling and Simulation › COVID-19 epidemiological studies
- Social Sciences › Demography › Insurance, Mortality, Demography, Risk Management
- Keywords
- COVID-19 pandemic, bereavement, family networks, COVID-19 mortality, racial disparities, family grief, United States
- MeSH terms
- Betacoronavirus, COVID-19, SARS-CoV-2, Adolescent, Adult, Aged, Aged, 80 and over, Bereavement, Child, Child, Preschool, Ethnicity, Family, Female, Humans, Infant, Infant, Newborn, Male, Middle Aged, Pneumonia, Viral, Prospective Studies, United States, Models, Statistical, Survival Rate, Coronavirus Infections, Spouses, Siblings, Young Adult, Pandemics
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