Connective recovery in social networks after the death of a friend

Most individuals have few close friends, leading to potential isolation after a friend’s death. Do social networks heal to fill the space left by the loss? We conduct such a study of self-healing and resilience in social networks. We compared de-identified, aggregate counts of monthly interactions in approximately 15,000 Facebook networks in which someone had died with similar friendship networks of living Facebook users. As expected, a substantial amount of social interaction was lost with the death of a friend. However, friends of the decedent immediately increased interactions with each other and maintained these added interactions for years after the loss. Through this, the social networks recovered approximately the same number of active connections that had been lost. Interactions between close friends of the decedent peaked immediately after the death and then reached stable levels after a year. Interactions between close friends of the decedent and acquaintances of the decedent stabilized sooner, within a few months. Networks of young adults, ages 18 to 24, were more likely to recover than all other age groups, but unexpected deaths resulted in larger increases in social interactions that did not differ by friends’ ages. Suicides were associated with reduced social-network recovery.

[1]  Cameron Marlow,et al.  A 61-million-person experiment in social influence and political mobilization , 2012, Nature.

[2]  Manuel Cebrián,et al.  Limited communication capacity unveils strategies for human interaction , 2013, Scientific Reports.

[3]  W. Haley,et al.  Bereavement after caregiving or unexpected death: Effects on elderly spouses , 2006, Aging & mental health.

[4]  P. Allison,et al.  Mortality after the hospitalization of a spouse. , 2006, The New England journal of medicine.

[5]  P. V. Marsden,et al.  Core Discussion Networks of Americans , 1987 .

[6]  I. Rossow,et al.  Balancing on the edge of death: suicide attempts and life-threatening overdoses among drug addicts. , 1999, Addiction.

[7]  Jonathan Bishop,et al.  Networked: The New Social Operating System , 2013, Int. J. E Politics.

[8]  J. Gerberding,et al.  Actual causes of death in the United States, 2000. , 2004, JAMA.

[9]  E. Airoldi,et al.  A natural experiment of social network formation and dynamics , 2015, Proceedings of the National Academy of Sciences.

[10]  H. Zou,et al.  Regularization and variable selection via the elastic net , 2005 .

[11]  Paul R. Duberstein,et al.  Risk factors for suicide in later life , 2002, Biological Psychiatry.

[12]  E. Kübler-Ross On Death and Dying , 1972, Mental Health.

[13]  Cameron Marlow,et al.  Social network activity and social well-being , 2010, CHI.

[14]  Moira Burke,et al.  Online social integration is associated with reduced mortality risk , 2016, Proceedings of the National Academy of Sciences.

[15]  Matthew E. Brashears,et al.  Social Isolation in America: Changes in Core Discussion Networks over Two Decades , 2006 .

[16]  P. Thoits Conceptual, methodological, and theoretical problems in studying social support as a buffer against life stress. , 1982, Journal of health and social behavior.

[17]  Børge Obel,et al.  THE EMPIRICAL EVIDENCE , 1981 .

[18]  D S Callaway,et al.  Network robustness and fragility: percolation on random graphs. , 2000, Physical review letters.

[19]  Marco Conti,et al.  The structure of online social networks mirrors those in the offline world , 2015, Soc. Networks.

[20]  Cohen,et al.  Resilience of the internet to random breakdowns , 2000, Physical review letters.

[21]  T. Bliss,et al.  A synaptic model of memory: long-term potentiation in the hippocampus , 1993, Nature.

[22]  Stef van Buuren,et al.  MICE: Multivariate Imputation by Chained Equations in R , 2011 .

[23]  Christopher J. Fariss,et al.  Inferring Tie Strength from Online Directed Behavior , 2013, PloS one.

[24]  G. Bonanno,et al.  Diagnostic criteria for complicated grief disorder. , 1997, The American journal of psychiatry.

[25]  T. Wills,et al.  Stress, social support, and the buffering hypothesis. , 1985, Psychological bulletin.

[26]  Dean Eckles,et al.  Bias and High-Dimensional Adjustment in Observational Studies of Peer Effects , 2017, ArXiv.

[27]  W. Stroebe,et al.  The role of loneliness and social support in adjustment to loss: a test of attachment versus stress theory. , 1996, Journal of personality and social psychology.

[28]  Stevan E. Hobfoll,et al.  Five Essential Elements of Immediate and Mid–Term Mass Trauma Intervention: Empirical Evidence , 2021, Psychiatry.

[29]  L. Voronin,et al.  Long-term potentiation in the hippocampus , 1983, Neuroscience.

[30]  J. Houck A Comparison of Grief Reactions in Cancer, HIV/AIDS, and Suicide Bereavement , 2007 .

[31]  Pierre Azoulay,et al.  Superstar Extinction , 2008 .

[32]  Paul Dourish,et al.  Beyond the Grave: Facebook as a Site for the Expansion of Death and Mourning , 2013, Inf. Soc..

[33]  G. Bonanno Loss, trauma, and human resilience: have we underestimated the human capacity to thrive after extremely aversive events? , 2008, The American psychologist.

[34]  Lauren J. Breen,et al.  Family and social networks after bereavement: experiences of support, change and isolation , 2011 .

[35]  Albert-László Barabási,et al.  Collective Response of Human Populations to Large-Scale Emergencies , 2011, PloS one.

[36]  G. Collingridge,et al.  Different NMDA receptor subtypes mediate induction of long‐term potentiation and two forms of short‐term potentiation at CA1 synapses in rat hippocampus in vitro , 2013, The Journal of physiology.

[37]  McGinnis Jm,et al.  Actual causes of death in the United States. , 1993 .

[38]  Wolfgang Stroebe,et al.  Health outcomes of bereavement , 2007, The Lancet.

[39]  多賀 厳太郎,et al.  Dynamical Systems Approach , 2001 .

[40]  F. Norris,et al.  Received and perceived social support in times of stress: a test of the social support deterioration deterrence model. , 1996, Journal of personality and social psychology.

[41]  Ziyou Gao,et al.  Quantifying Information Flow During Emergencies , 2014, Scientific Reports.

[42]  F. Elwert,et al.  Widowhood and mortality among the elderly: the modifying role of neighborhood concentration of widowed individuals. , 2008, Social Science & Medicine (1967).

[43]  Shijie Cao,et al.  Ligand modified nanoparticles increases cell uptake, alters endocytosis and elevates glioma distribution and internalization , 2013, Scientific Reports.

[44]  Rebecca L Utz,et al.  The effect of widowhood on older adults' social participation: an evaluation of activity, disengagement, and continuity theories. , 2002, The Gerontologist.

[45]  Amanda Williams,et al.  Adolescents' Online Social Networking Following the Death of a Peer , 2009 .

[46]  K. Hawton,et al.  Comorbidity of axis I and axis II disorders in patients who attempted suicide. , 2003, The American journal of psychiatry.

[47]  W. Stroebe,et al.  Does social support help in bereavement , 2005 .

[48]  Robert M. Bond,et al.  Quantifying Social Media’s Political Space: Estimating Ideology from Publicly Revealed Preferences on Facebook , 2015, American Political Science Review.

[49]  Robert E. Kraut,et al.  The Relationship between Facebook Use and Well-Being depends on Communication Type and Tie Strength , 2016, J. Comput. Mediat. Commun..

[50]  Toni L. Bisconti,et al.  Emotional well-being in recently bereaved widows: a dynamical systems approach. , 2004, The journals of gerontology. Series B, Psychological sciences and social sciences.

[51]  M. Seltzer,et al.  The dynamics of caregiving: transitions during a three-year prospective study. , 2000, The Gerontologist.