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A Meta-Analysis of the Effects of Social Media Exposure to Upward Comparison Targets on Self-Evaluations and Emotions
Open accessAbstract
Social media have become a pervasive part of contemporary culture and are an essential part of the daily lives of an increasing number of people. Its popularity has brought unlimited opportunities to compare oneself with other people. This meta-analysis combined and summarized the findings of previous experimental research, with the aim of generating causal conclusions regarding the effects of exposure to upward comparison targets on self-evaluations and emotions in a social media context. We identified 48 articles involving 7679 participants through a systematic search and entered 118 effect sizes into a multilevel, random-effects meta-analysis. Analyses revealed an overall negative effect of upward social comparison relative to downward comparison and controls on social media users’ self-evaluations and emotions (g = −0.24, p < .001). Specifically, there were significant negative effects of upward comparison on each outcome variable: body image (g = −0.31, p < .001), subjective well-being (g = −0.19, p < .001), mental health (g = −0.21, p < .001) and self-esteem (g = −0.21, p < .001). This meta-analysis indicates that contrast is the dominant response to upward comparison on social media, which results in negative self-evaluations and emotions.
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“This finding is in line with previous evidence that social comparisons on social networking sites negatively influence self-esteem”
From The associations between social comparison on social media and young adults’ mental health (2025) · cites this paper as McComb et al., 2023
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Citations
Cites
Bias in meta-analysis detected by a simple, graphical test
Egger, M., Smith, G. D., Schneider, M., & Minder, C. (1997) · BMJ · doi:10.1136/bmj.315.7109.629 · Cited by 56,722 · cited 1×
“Egger’s regression test is appropriate for small metaanalyses and assesses symmetry of the publication bias funnel plot (Egger et al., 1997).”
BackgroundA theory of social comparison processes
Festinger, L. (1954) · Human Relations · doi:10.1177/001872675400700202 · Cited by 20,926
Operating characteristics of a rank correlation test for publication bias
Begg, C. B., & Mazumdar, M. (1994) · Biometrics · doi:10.2307/2533446 · Cited by 16,955
Borenstein, M., Hedges, L. V., Higgins, J. P. T., & Rothstein, H. R. (2009) · doi:10.1002/9780470743386 · Cited by 14,225
Duval, S., & Tweedie, R. (2000) · Biometrics · doi:10.1111/j.0006-341x.2000.00455.x · Cited by 14,099
Erikson, E. H. (2026) · Zenodo (CERN European Organization for Nuclear Research) · doi:10.5281/zenodo.18614668 · Cited by 13,081
Subjective well-being: Three decades of progress.
Diener, E., Suh, E. M., Lucas, R. E., & Smith, H. L. (1999) · Psychological Bulletin · doi:10.1037/0033-2909.125.2.276 · Cited by 12,910
The Content Analysis Guidebook
Neuendorf, K. A. (2017) · doi:10.4135/9781071802878 · Cited by 9,286
Downs, S. H., & Black, N. (1998) · Journal of Epidemiology and Community Health · doi:10.1136/jech.52.6.377 · Cited by 8,252
Models of the self: self-construals and gender.
Cross, S., & Madson, L. (1997) · Psychological bulletin · doi:10.1037/0033-2909.122.1.5 · Cited by 2,851
Publication and related bias in meta-analysis
Sterne, J. A. C., Gavaghan, D., & Egger, M. (2000) · Journal of Clinical Epidemiology · doi:10.1016/s0895-4356(00)00242-0 · Cited by 2,282 · cited 2×
“This statistic, however, may only have moderate power for small meta-analyses (Sterne et al., 2000); therefore, Egger’s regression test was also used.”
BackgroundMethodDoing Meta-Analysis with R: A Hands-On Guide
Harrer, M., Cuijpers, P., Furukawa, T. A., & Ebert, D. D. (2021) · doi:10.1201/9781003107347 · Cited by 1,850 · cited 1×
“A Q value that is higher than k-1 is indicative of substantial between-study heterogeneity (Harrer et al., 2021).”
BackgroundGibbons, F. X., & Buunk, B. P. (1999) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.76.1.129 · Cited by 1,813
Facebook Use Predicts Declines in Subjective Well-Being in Young Adults
Kross, E., Verduyn, P., Demiralp, E., Park, J., Lee, D. S., Lin, N., Shablack, H., Jonides, J., & Ybarra, O. (2013) · PLoS ONE · doi:10.1371/journal.pone.0069841 · Cited by 1,596
Social comparison, social media, and self-esteem.
Vogel, E. A., Rose, J. P., Roberts, L. R., & Eckles, K. (2014) · Psychology of Popular Media Culture · doi:10.1037/ppm0000047 · Cited by 1,418
Holland, G., & Tiggemann, M. (2016) · Body Image · doi:10.1016/j.bodyim.2016.02.008 · Cited by 1,395
Comparison processes in social judgment: Mechanisms and consequences.
Mussweiler, T. (2003) · Psychological Review · doi:10.1037/0033-295x.110.3.472 · Cited by 1,345
A Review of Facebook Research in the Social Sciences
Wilson, R. E., Gosling, S. D., & Graham, L. T. (2012) · Perspectives on Psychological Science · doi:10.1177/1745691612442904 · Cited by 1,226
Chou, H.-T. G., & Edge, N. (2012) · Cyberpsychology, Behavior, and Social Networking · doi:10.1089/cyber.2011.0324 · Cited by 1,166
Mirror, Mirror on my Facebook Wall: Effects of Exposure to Facebook on Self-Esteem
Gonzales, A. L., & Hancock, J. T. (2011) · Cyberpsychology, Behavior, and Social Networking · doi:10.1089/cyber.2009.0411 · Cited by 946
Evaluations of Self and Others: Self-Enhancement Biases in Social Judgments
Brown, J. D. (1986) · Social Cognition · doi:10.1521/soco.1986.4.4.353 · Cited by 911 · cited 1×
“They point to the better-thanaverage effect: a general tendency for individuals to perceive themselves as superior compared to the average person (Brown, 1986).”
BackgroundDistinguishing the experiences of envy and jealousy.
Parrott, W. G., & Smith, R. H. (1993) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.64.6.906 · Cited by 897
A social comparison theory meta-analysis 60+ years on.
Gerber, J. P., Wheeler, L., & Suls, J. (2018) · Psychological Bulletin · doi:10.1037/bul0000127 · Cited by 808
Social Media and Body Image Concerns: Current Research and Future Directions
Fardouly, J., & Vartanian, L. R. (2016) · Current Opinion in Psychology · doi:10.1016/j.copsyc.2015.09.005 · Cited by 801
Nesi, J., & Prinstein, M. J. (2015) · Journal of Abnormal Child Psychology · doi:10.1007/s10802-015-0020-0 · Cited by 758
Gilbert, D. T., Giesler, R. B., & Morris, K. A. (1995) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.69.2.227 · Cited by 757
Tiggemann, M., & McGill, B. (2004) · Journal of Social and Clinical Psychology · doi:10.1521/jscp.23.1.23.26991 · Cited by 710
Does time spent using social media impact mental health?: An eight year longitudinal study
Coyne, S. M., Rogers, A. A., Zurcher, J. D., Stockdale, L., & Booth, M. (2020) · Computers in Human Behavior · doi:10.1016/j.chb.2019.106160 · Cited by 701 · cited 1×
“between social media use and negative mental health outcomes (Coyne et al., 2020; Schemer et al., 2020).”
BackgroundSocial comparison in everyday life
Wheeler, L., & Miyake, K. (1992) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.62.5.760 · Cited by 699
Assimilative and Contrastive Emotional Reactions to Upward and Downward Social Comparisons
Smith, R. H. (2000) · Springer eBooks · doi:10.1007/978-1-4615-4237-7_10 · Cited by 638 · cited 1×
“Assimilation to an upward comparison target can lead to feelings of inspiration and motivation, while contrast can lead to negative emotions and lowered self-evaluations (Smith, 2000).”
BackgroundThe interplay between Facebook use, social comparison, envy, and depression
Appel, H., Gerlach, A. L., & Crusius, J. (2016) · Current Opinion in Psychology · doi:10.1016/j.copsyc.2015.10.006 · Cited by 605
Twenge, J. M., & Martin, G. N. (2020) · Journal of Adolescence · doi:10.1016/j.adolescence.2019.12.018 · Cited by 582
A meta-analytic review of the relationship between social media use and body image disturbance
Saiphoo, A. N., & Vahedi, Z. (2019) · Computers in Human Behavior · doi:10.1016/j.chb.2019.07.028 · Cited by 539
Seeing everyone else’s highlight reels: how Facebook usage is linked to depressive symptoms.
Steers, M.-L. N., Wickham, R. E., & Acitelli, L. K. (2014) · Journal of Social and Clinical Psychology · doi:10.1521/jscp.2014.33.8.701 · Cited by 535 · cited 3×
“Prior research has revealed that adverse mental health outcomes may be due to feelings of envy being generated through social media use (Steers et al., 2014).”
BackgroundResultInfluentialSocial comparison on social networking sites
Verduyn, P., Gugushvili, N., Massar, K., Täht, K., & Kross, E. (2020) · Current Opinion in Psychology · doi:10.1016/j.copsyc.2020.04.002 · Cited by 500
Time spent on social network sites and psychological well-being: a meta-analysis
Huang, C. (2017) · Cyberpsychology, Behavior, and Social Networking · doi:10.1089/cyber.2016.0758 · Cited by 457 · cited 1×
“In the area of psychological well-being, several reviews have identified an association between symptoms of depression and time spent on social media, or intensity of social media use (Cunningham et al., 2021; Huang, 2017; Yang et al., 2019).”
BackgroundCohen, R., Fardouly, J., Newton-John, T., & Slater, A. (2019) · New Media & Society · doi:10.1177/1461444819826530 · Cited by 381
Haferkamp, N., Eimler, S. C., Papadakis, A.-M., & Kruck, J. V. (2012) · Cyberpsychology, Behavior, and Social Networking · doi:10.1089/cyber.2011.0151 · Cited by 378 · cited 2×
“The advancement of digital technology in the form of filters and photo editing software has encouraged the manipulation of content and fostered the creation of unrealistic and unachievable standards (Haferkamp et al., 2012).”
BackgroundSocial support and interpersonal relationships.
Wills, T. A. (1991) · Cited by 373
Social media use and well-being: What we know and what we need to know
Valkenburg, P. M. (2022) · Current Opinion in Psychology · doi:10.1016/j.copsyc.2021.12.006 · Cited by 373
Social Comparison as the Thief of Joy: Emotional Consequences of Viewing Strangers’ Instagram Posts
de Vries, D. A., Möller, A. M., Wieringa, M. S., Eigenraam, A. W., & Hamelink, K. (2017) · Media Psychology · doi:10.1080/15213269.2016.1267647 · Cited by 317
The effects of active social media engagement with peers on body image in young women
Hogue, J. V., & Mills, J. S. (2018) · Body Image · doi:10.1016/j.bodyim.2018.11.002 · Cited by 314
Social media and depression symptoms: a meta-analysis
Cunningham, S., Hudson, C. C., & Harkness, K. (2021) · Research on Child and Adolescent Psychopathology · doi:10.1007/s10802-020-00715-7 · Cited by 308 · cited 1×
“In the area of psychological well-being, several reviews have identified an association between symptoms of depression and time spent on social media, or intensity of social media use (Cunningham et al., 2021; Huang, 2017; Yang et al., 2019).”
BackgroundThe Internet and Adolescent Girls’ Weight Satisfaction and Drive for Thinness
Tiggemann, M., & Miller, J. (2010) · Sex Roles · doi:10.1007/s11199-010-9789-z · Cited by 296
Vartanian, L. R., & Dey, S. (2013) · Body Image · doi:10.1016/j.bodyim.2013.05.004 · Cited by 240
Park, S. Y., & Baek, Y. M. (2018) · Computers in Human Behavior · doi:10.1016/j.chb.2017.10.028 · Cited by 221
de Valle, M. K., Gallego-García, M., Williamson, P., & Wade, T. D. (2021) · Body Image · doi:10.1016/j.bodyim.2021.10.001 · Cited by 221
‘Seek and ye shall find’: antecedents of assimilation and contrast in social comparison
Mussweiler, T. (2001) · European Journal of Social Psychology · doi:10.1002/ejsp.75 · Cited by 202
Fioravanti, G., Bocci Benucci, S., Ceragioli, G., & Casale, S. (2022) · Adolescent Research Review · doi:10.1007/s40894-022-00179-4 · Cited by 200 · cited 2×
“Reviews examining the effects on body image have found that social media use is associated with body image disturbance (Saiphoo & Vahedi, 2019), and viewing appearance-ideal images on social media has a negative effect on body image (de Valle et al., 2021; Fioravanti et al., 2022).”
BackgroundAlfasi, Y. (2019) · Personality and Individual Differences · doi:10.1016/j.paid.2019.04.032 · Cited by 186 · cited 2×
“Several studies have identified a relationship between social media use and declines in subjective well-being (Alfasi, 2019; de Vries et al., 2018; Verduyn et al., 2020).”
BackgroundEngeln, R., Loach, R., Imundo, M. N., & Zola, A. R. (2020) · Body Image · doi:10.1016/j.bodyim.2020.04.007 · Cited by 178 · cited 1×
“, 2020; Tiggemann & Anderberg, 2020), yet other experimental studies have found that there is no causal link (Engeln et al., 2020).”
BackgroundSocial comparison and envy on social media: a critical review
Meier, A., & Johnson, B. K. (2022) · Current Opinion in Psychology · doi:10.1016/j.copsyc.2022.101302 · Cited by 176
Schemer, C., Masur, P. K., Geiß, S., Müller, P., & Schäfer, S. (2021) · Journal of Computer-Mediated Communication · doi:10.1093/jcmc/zmaa014 · Cited by 166 · cited 1×
“between social media use and negative mental health outcomes (Coyne et al., 2020; Schemer et al., 2020).”
BackgroundWhen every day is a high school reunion: Social media comparisons and self-esteem.
Midgley, C., Thai, S., Lockwood, P., Kovacheff, C., & Page-Gould, E. (2021) · Journal of Personality and Social Psychology · doi:10.1037/pspi0000336 · Cited by 164
Krause, H.-V., Baum, K., Baumann, A., & Krasnova, H. (2019) · Media Psychology · doi:10.1080/15213269.2019.1656646 · Cited by 158
Age differences in social comparison tendency and personal relative deprivation
Callan, M. J., Kim, H., & Matthews, W. J. (2015) · Personality and Individual Differences · doi:10.1016/j.paid.2015.08.003 · Cited by 120 · cited 1×
“It has been suggested that social comparison weakens across the lifespan, with young adults reporting stronger comparison tendencies than older adults (Callan et al., 2015).”
BackgroundLongitudinal association between social media use and psychological distress among adolescents
Thorisdottir, I. E., Sigurvinsdottir, R., Kristjansson, A. L., Allegrante, J. P., Lilly, C. L., & Sigfusdottir, I. D. (2020) · Preventive Medicine · doi:10.1016/j.ypmed.2020.106270 · Cited by 90 · cited 2×
“Conversely, other longitudinal studies have reported that social media use is negatively associated with mental wellbeing (McNamee et al., 2021; Thorisdottir et al., 2020).”
BackgroundTaking a Short Break from Instagram: The Effects on Subjective Well-Being
Fioravanti, G., Prostamo, A., & Casale, S. (2019) · Cyberpsychology Behavior and Social Networking · doi:10.1089/cyber.2019.0400 · Cited by 87 · cited 3×
“These findings conflict with the results of previous studies that have reported that females experience greater negative outcomes after engaging with social media than males (Fioravanti et al., 2020; Twenge & Martin, 2020).”
BackgroundResultNitschke, F., McKimmie, B. M., & Vanman, E. J. (2019) · Psychological Bulletin · doi:10.1037/bul0000206 · Cited by 71
Self-citationGendered Influence of Downward Social Comparisons on Current and Possible Selves
Kemmelmeier, M., & Oyserman, D. (2001) · Journal of Social Issues · doi:10.1111/0022-4537.00205 · Cited by 67
McNamee, P., Mendolia, S., & Yerokhin, O. (2021) · Economics & Human Biology · doi:10.1016/j.ehb.2021.100992 · Cited by 62
Livingston, J. D., Holland, E., & Fardouly, J. (2020) · Body Image · doi:10.1016/j.bodyim.2019.12.006 · Cited by 54
Fan, X.-J., Deng, N., Dong, X.-B., Lin, Y., & Wang, J.-B. (2019) · Telematics and informatics · doi:10.1016/j.tele.2019.04.001 · Cited by 52 · cited 1×
“, 2021) and depression (Fan et al., 2019) after using social media, compared to participants in control groups.”
BackgroundUpward social comparison and Facebook users’ grandiosity
Lim, M., & Yang, Y. K. (2019) · Online Information Review · doi:10.1108/oir-04-2017-0137 · Cited by 43
Shim, M., Lee-Won, R. J., & Park, S.-H. (2016) · Computers in Human Behavior · doi:10.1016/j.chb.2016.05.054 · Cited by 34 · cited 1×
“The result of such posts is a social environment that almost exclusively provokes upward comparisons (Shim et al., 2016).”
BackgroundNoon, E. J., Schuck, L. A., Guțu, S. M., Şahin, B., Vujović, B., & Aydın, Z. (2021) · Journal of Adolescence · doi:10.1016/j.adolescence.2021.10.008 · Cited by 28 · cited 2×
“Another study found that social comparisons of ability on Instagram triggered adolescents to reflect upon their current and future selves (Noon et al., 2021).”
BackgroundKohler, M. T., Turner, I. N., & Webster, G. D. (2021) · Psychology of Popular Media · doi:10.1037/ppm0000310 · Cited by 26
Body Image Processing in Korean Adolescent and College-Aged Females
Tae-Il, Y., Thorson, E., & Lee, M.-C. (2003) · Journal of Asian Pacific Communication · doi:10.1075/japc.13.1.09yoo · Cited by 3
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Depressive symptoms and upward social comparisons during Instagram use: A vicious circle
Aubry, R., Quiamzade, A., & Meier, L. L. (2023) · Personality and Individual Differences · doi:10.1016/j.paid.2023.112458 · Cited by 62
Steinsbekk, S., Bjørklund, O., Valkenburg, P. M., Nesi, J. L., & Wichstrøm, L. (2024) · Computers in Human Behavior · doi:10.1016/j.chb.2024.108235 · Cited by 75
Madigan, S., Vaillancourt, T., Dimitropoulos, G., Premji, S., Kahlert, S. M., Zumwalt, K., Korczak, D. J., von Ranson, K. M., Pador, P., Ganshorn, H., et al. (2025) · Journal of the American Academy of Child & Adolescent Psychiatry · doi:10.1016/j.jaac.2024.02.009 · Cited by 48
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Metadata
- Authors
- McComb, C. A., Vanman, E. J., & Tobin, S. J.
- Affiliations
- The University of Queensland (AU)
- Queensland University of Technology (AU)
- Corresponding author
- McComb, Carly A.
- Venue
- Media Psychology
- Publisher
- Informa UK Limited
- Published
- 2023-02-23
- Volume
- 26
- Issue
- 5
- Pages
- 612-635
- ISSN
- 1521-3269 (ISSN-L)
- 1532-785X
- OpenAlex
- W4321788928
- Cited by
- 167
- References
- 66
- Citations by year
- 2026: 83 · 2025: 58 · 2024: 21 · 2023: 5
- FWCI
- 8.49
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Media Psychology (publishedVersion, cc-by-nc-nd)
- QUT ePrints (Queensland University of Technology) (submittedVersion, cc-by-nc)
- OSF Preprints (OSF Preprints) (submittedVersion)
- Funders
- specific grant from funding agencies
- Topics
- Social Sciences › Sociology and Political Science › Impact of Technology on Adolescents
- Social Sciences › Psychology › Clinical Psychology › Body Image and Dysmorphia Studies
- Social Sciences › Communication › Media and Digital Communication
- Keywords
- upward social comparison, social media exposure, self-assessment, emotions, body image, subjective well-being, mental health, self-esteem, downward social comparison, contrast effects
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