The associations between social comparison on social media and young adults’ mental health
Open accessAbstract
Introduction: Social networking sites (SNSs) have become an integral part of daily life, raising concerns about their potential impact on mental health. One key mechanism through which SNSs may affect wellbeing is social comparison. The present research aimed to examine the mediating role of social comparisons (upward and downward) in the relationship between SNSs use and self-esteem (global and physical). Methods: Study 1 ( N = 139; female 51%; 73% White), conducted during the COVID-19 pandemic, tested whether perceived exposure to social comparisons mediated the relationship between Instagram use and self-esteem. Results: Results revealed that upward comparisons mediated the association between Instagram use and lower global self-esteem, but no significant mediation was found for physical self-esteem. Study 2 ( N = 413; 58% female; 62% White), conducted post-pandemic, extended these findings by including two SNSs (Instagram and Facebook), the extremity of upward comparisons (how far superior the comparison target is perceived to be), social feedback (responses or evaluations from others) and measures of depressive symptoms. As expected, exposure to upward comparisons negatively mediated the relationship between SNSs use and self-esteem (both global and physical), and positively mediated the relationship between SNSs use and depressive symptoms. However, contrary to our hypothesis, frequent SNSs users engaged in less extreme upward comparisons, partially buffering the negative impact of extreme upward comparisons. Discussion: Together, these findings highlight the crucial role of both exposure to and extremity of upward social comparisons in the complex relationship between SNSs use and mental health. These two factors contribute significantly though modestly to the effects of SNSs on self-esteem and depressive symptoms ( R 2 between 6 and 9%), underscoring the need for further research on individual and contextual variables that may mitigate their adverse psychological consequences.
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Written from the paper’s full text.
TL;DR
Two online studies tested whether upward and downward social comparisons mediate links between social networking site (SNS) use and young adults’ self-esteem and depressive symptoms. Upward comparison exposure consistently mediated negative associations with global and physical self-esteem and positive associations with depressive symptoms, while greater SNS use unexpectedly predicted less extreme upward comparisons, partially buffering harm.
Key findings
- Study 1 (N = 139; 51.1% female; 72.7% White) found that perceived exposure to upward comparisons mediated the association between Instagram use and lower global self-esteem (indirect effect b = −0.13, 95% CI [−0.22, −0.04]; model R² = 8%), but no significant mediation was found for physical self-esteem. Contrary to the hypothesis, Instagram use positively predicted global self-esteem (b = 0.28) and physical self-esteem (b = 1.05).
- Study 2 (N = 413; 58% female; 62% White) found that exposure to upward comparisons negatively mediated SNS use and self-esteem (global and physical) and positively mediated SNS use and depressive symptoms. For example, Facebook use → global self-esteem via upward exposure: b = −0.03, 95% CI [−0.06, −0.01], model R² = 8%; Instagram use → physical self-esteem via upward exposure: b = −0.04, 95% CI [−0.09, −0.01], model R² = 9%.
- Contrary to hypotheses, more frequent SNS use was associated with less extreme upward comparisons, producing positive mediation paths for self-esteem and negative mediation paths for depressive symptoms. Perceived extremity of upward comparisons itself was negatively associated with global and physical self-esteem and positively associated with depressive symptoms.
- Platform (Facebook vs. Instagram) showed no significant moderation of the mediation effects, and gender did not significantly moderate the associations. Academic self-esteem was mostly unaffected, except for one unexpected Instagram extremity model. Overall models explained R² between 6 and 9%.
Methods
- Two cross-sectional online studies recruited American or Canadian participants aged 18–35 via Amazon Mechanical Turk. Study 1 (October 2021, during COVID-19) included Instagram users only (N = 139; Mage = 28.13, SD = 4.16). Study 2 (June 2023, post-pandemic) randomly assigned participants to Instagram (n = 206) or Facebook (n = 207) conditions (Mage ≈ 28.5).
- Study 1 measured Instagram usage, perceived exposure to upward/downward comparisons, global self-esteem (Rosenberg), and physical self-esteem (Body-Esteem Scale). Study 2 measured SNS usage, perceived exposure and extremity of comparisons, social feedback valence/quantity, global self-esteem, physical self-esteem (Body-Esteem Scale for Adolescents and Adults), academic self-esteem, and depressive symptoms (Beck Depression Inventory).
- Analyses used correlations and mediation models with PROCESS (Model 4 and 15), 5,000 bootstrap samples, and unstandardized coefficients; Study 2 also tested moderated mediation by platform, social feedback, and gender.
Limitations
- The paper states that the correlational design prevents causal conclusions; online data collection limited control over response accuracy; analyses did not control for body image dissatisfaction, narcissism, or baseline mental health; and demographic/cultural diversity was not explored, limiting generalizability.
- Study 1 limitations stated by the authors include no data on loneliness, active vs. passive SNS use, social feedback, or comparison extremity; MTurk recruitment may introduce demographic biases; and the physical self-esteem measure assessed satisfaction with specific body parts, which may not capture appearance-focused comparisons on Instagram.
- Evident from the text: both samples were young adult, American/Canadian, predominantly White MTurk users, and all measures were self-report, so findings may not generalize to other ages, cultures, or non-MTurk populations.
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Integrity signals
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Cites
Statistics
Claims the paper makes
27 of 54 cited sources checked · 14 supported · 0 flagged · accuracy not yet measured
- Study design and conductcitation
Participants in Study 1 were recruited via MTurk, a method known to introduce potential demographic biases that may affect generalizability.
“participants were recruited via MTurk, a method known to introduce potential demographic biases, such as higher digital literacy and specific cultural or political orientations, which may affect generalizability of our findings”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Chandler et al., 2019 source
The paper’s discussion of MTurk sample composition says its workers differ from the US population in age, education, religiosity, and political orientation. Its Introduction also notes that demographic differences can limit whether findings replicate in nationally representative samples. The copy does not establish that MTurk workers have higher digital literacy; the citing authors’ Study 1 recruitment is their own description, not a finding attributed to this source. (LLM, conf=0.86)
Experimental — accuracy not yet measured
- Premisecitation
Highly curated and idealized content on SNSs encourages users to engage in upward social comparisons.
“The highly curated and idealized content prevalent on SNSs encourages users to engage in upward social comparisons, where they compare themselves to seemingly superior others (Henriques and Patnaik, 2020).”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Henriques and Patnaik, 2020 source
Section 4 says SNSs prompt appearance comparisons among teenagers and that teenage girls are vulnerable to upward comparison. Section 5 describes social-media images as idealized and digitally altered. The paper supports the general connection, but its explicit discussion of upward comparison concerns teenage girls, not SNS users broadly. (LLM, conf=0.83)
Experimental — accuracy not yet measured
- Premisecitation
Extreme upward comparisons, where there is a large gap between the self and the comparison target, are associated with lower self-esteem.
“Extreme upward comparisons—where there is a large gap between the self and the comparison target—are associated with lower self-esteem (Midgley et al., 2021).”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Midgley et al., 2021 source
- Premisecitation
Upward social comparisons mediate the relationship between SNSs use and lower self-esteem (global and physical).
“Overall, these studies indicate that upward social comparisons mediate the relationship between SNSs use and physical self-esteem.”
Quote in the paperNot a substantial claim1 of 3 sources checked- cites Scully et al., 2020 source
- cites Tiggemann and Zaccardo, 2015 source
- cites Wang et al., 2017 source
The Results (Results Relating to Hypothesis 1 and Hypothesis 2) report that upward social comparison significantly mediated the relationship between passive SNS use and lower self-esteem. But the Measures section shows that self-esteem was measured with a general self-esteem scale, not a measure of physical self-esteem. The cited study therefore supports the general self-esteem finding, not the physical self-esteem claim in the citing sentence. (LLM, conf=0.90)
Experimental — accuracy not yet measured
- Premisecitation
Frequent use of SNSs is linked to an increase in upward comparisons.
“Studies have consistently shown that frequent use of SNSs is linked to an increase in these upward comparisons (Gomez et al., 2022; Schmuck et al., 2019; Vogel et al., 2014).”
Quote in the paperSubstantial claim1 of 3 sources checked- cites Gomez et al., 2022 source
- cites Schmuck et al., 2019 source
Section 5.3 (page unavailable) reports that more frequent mobile Facebook use predicted greater upward social comparison over time. It found no significant longitudinal relationship for Instagram, YouTube, Snapchat, or WhatsApp, so this paper does not support the claim as a general finding about frequent SNS use. (LLM, conf=0.90)
Experimental — accuracy not yet measured - cites Vogel et al., 2014 source
- Findingown data
In Study 1, the mediation path through perceived exposure to upward comparisons for physical self-esteem was not significant (b = −0.17; 95% CI [−0.60, 0.13]).
“The mediation paths through perceived exposure to upward comparisons (b = −0.17; 95%, CI [−0.60, 0.13]) and downward comparisons (b = 0.22; 95%, CI [−0.02, 0.51]) were not significant.”
Quote in the paperNot a substantial claim - Findingown data
In Study 1, frequency of Instagram use was positively correlated with physical self-esteem (r(139) = 0.38, p < 0.01).
“The frequency of Instagram use was positively correlated with both global self-esteem, (r(139) = 0.18, p = 0.04), and physical self-esteem, (r(139) = 0.38, p < 0.01).”
Quote in the paperNot a substantial claim - Findingown data
In Study 1, when controlling for mediators, frequency of Instagram use was a significant positive predictor of global self-esteem (b = 0.28, t = 4.17, p < 0.01).
“frequency of Instagram use was a significant positive predictor of global self-esteem (b = 0.28, t = 4.17, p < 0.01)”
Quote in the paperSubstantial claim - Findingown data
In Study 2, exposure to upward comparisons positively mediated the relationship between SNSs use and depressive symptoms.
“and positively mediated the relationship between SNSs use and depressive symptoms.”
Quote in the paperSubstantial claim - Findingown data
In Study 1, the mediation path through perceived exposure to downward comparisons for physical self-esteem was not significant (b = 0.22; 95% CI [−0.02, 0.51]).
“The mediation paths through perceived exposure to upward comparisons (b = −0.17; 95%, CI [−0.60, 0.13]) and downward comparisons (b = 0.22; 95%, CI [−0.02, 0.51]) were not significant.”
Quote in the paperNot a substantial claim - Findingown data
In Study 1, the mediation path through upward comparisons was significant for global self-esteem (b = −0.13; 95% CI [−0.22, −0.04]).
“Only the mediation path through upward was significant (b = −0.13; 95%, CI [−0.22, −0.04]).”
Quote in the paperSubstantial claim - Findingown data
In Study 1, the mediation model explained 8% (p < 0.01) of the variance of global self-esteem.
“This model explained 8% (p < 0.01) of the variance of global self-esteem.”
Quote in the paperNot a substantial claim - Findingown data
In Study 1, frequency of Instagram use was a significant positive predictor of physical self-esteem (b = 1.05, t = 4.24, p < 0.01).
“frequency of Instagram use was a significant positive predictor of physical self-esteem (b = 1.05, t = 4.24, p < 0.01)”
Quote in the paperNot a substantial claim - Findingown data
In Study 1, frequency of Instagram use was positively associated with perceived exposure to downward social comparisons on Instagram (r(139) = 0.51, p < 0.01).
“Frequency of Instagram use was also associated with higher perceived exposure to both upward (r(139) = 0.57, p < 0.01) and downward (r(139) = 0.51, p < 0.01) social comparisons on Instagram as well as gender (r(139) = −0.19, p = 0.03).”
Quote in the paperNot a substantial claim - Findingown data
In Study 1, Instagram use was a positive predictor of perceived exposure to downward social comparisons (b = 0.07, t = 7.46, p < 0.01).
“Instagram use was also a positive predictor of both perceived exposure to upward (b = 0.08, t = 8.86, p < 0.01) and downward (b = 0.07, t = 7.46, p < 0.01) social comparisons”
Quote in the paperNot a substantial claim - Findingown data
In Study 1, frequency of Instagram use was positively associated with perceived exposure to upward social comparisons on Instagram (r(139) = 0.57, p < 0.01).
“Frequency of Instagram use was also associated with higher perceived exposure to both upward (r(139) = 0.57, p < 0.01) and downward (r(139) = 0.51, p < 0.01) social comparisons on Instagram as well as gender (r(139) = −0.19, p = 0.03).”
Quote in the paperNot a substantial claim - Findingown data
In Study 2, exposure to upward comparisons negatively mediated the relationship between SNSs use and self-esteem (both global and physical).
“exposure to upward comparisons negatively mediated the relationship between SNSs use and self-esteem (both global and physical)”
Quote in the paperSubstantial claim - Findingown data
Across studies, exposure to and extremity of upward social comparisons contribute significantly though modestly to the effects of SNSs on self-esteem and depressive symptoms (R2 between 6 and 9%).
“These two factors contribute significantly though modestly to the effects of SNSs on self-esteem and depressive symptoms (R2 between 6 and 9%)”
Quote in the paperSubstantial claim - Findingown data
In Study 1, frequency of Instagram use was positively correlated with global self-esteem (r(139) = 0.18, p = 0.04).
“The frequency of Instagram use was positively correlated with both global self-esteem, (r(139) = 0.18, p = 0.04), and physical self-esteem, (r(139) = 0.38, p < 0.01).”
Quote in the paperNot a substantial claim - Findingown data
In Study 1, Instagram use was a positive predictor of perceived exposure to upward social comparisons (b = 0.08, t = 8.86, p < 0.01).
“Instagram use was also a positive predictor of both perceived exposure to upward (b = 0.08, t = 8.86, p < 0.01) and downward (b = 0.07, t = 7.46, p < 0.01) social comparisons”
Quote in the paperSubstantial claim - Findingown data
In Study 1, only upward comparisons was significantly negatively associated with global self-esteem.
“but only upward comparisons was significantly negatively associated with global self-esteem.”
Quote in the paperSubstantial claim - Findingown data
The relationship between Instagram use and both overall and physical self-esteem is mediated by exposure to upward social comparisons on Instagram.
“As hypothesized, the relationship between Instagram use and both overall and physical self-esteem is mediated by the exposure to upward social comparisons on Instagram”
Quote in the paperSubstantial claim - Findingown data
For Facebook, the negative relationship between Facebook use and global self-esteem is fully mediated by exposure to upward comparisons.
“The findings showed that the negative relationship between Facebook use and global self-esteem is fully mediated by the exposure to upward comparisons.”
Quote in the paperSubstantial claim - Findingown data
In Study 2, more frequent use of both platforms was associated with lower perceptions of upward comparison extremity.
“more frequent use of both platforms was associated with lower perceptions of upward comparison extremity”
Quote in the paperNot a substantial claim - Findingown data
For Instagram, the relation between usage and depressive symptoms was fully mediated by perceived exposure to upward social comparisons (b = 0.2; 95% CI [0.001, 0.06]).
“The relation between usage and depressive symptoms was fully mediated by perceived exposure to upward social comparisons (b = 0.2; 95% CI [0.001, 0.06])”
Quote in the paperSubstantial claim - Findingown data
Participants who made more extreme upward social comparisons on Instagram had lower global and physical self-esteem.
“suggesting that participants who made the more extreme upward social comparisons on Instagram (greater distance between the comparison target and the individual) had lower global and physical self-esteem”
Quote in the paperSubstantial claim - Findingown data
In Study 2 Instagram condition, there was a partial positive mediation between Instagram use and academic self-esteem.
“we found a partial positive mediation between Instagram use and academic self-esteem.”
Quote in the paperNot a substantial claim - Findingown data
For Facebook, there was a partially mediated negative relation between usage and depressive symptoms with extremity of social comparisons as the mediators (b = −0.05; 95% CI [−0.07, −0.01]).
“Contrary to our hypothesis, we found a partially mediated negative relation between Facebook usage and depressive symptoms with extremity of social comparisons as the mediators (b = −0.05; 95% CI [−0.07, −0.01]).”
Quote in the paperSubstantial claim - Findingown data
Moderated mediation models with type of SNS as a moderator showed no significant interaction effect.
“Moderated mediation models with the type of SNS as a moderator showed no significant interaction effect (see Figure 4).”
- Also stated in: § Discussion · plain
“When we included SNSs (Facebook vs. Instagram) as a moderator in our models, no significant interactions effects were found (p > 0.05)”
Quote in the paperSubstantial claim - Also stated in: § Discussion · plain
- Findingown data
An interaction was identified between the frequency of Facebook use and the quantity of social feedback received on the platform.
“Specifically, an interaction was identified between the frequency of Facebook use and the quantity of social feedback received on the platform”
Quote in the paperSubstantial claim - Findingown data
In Study 2, for Facebook, the relation between usage and depressive symptoms was fully mediated by perceived exposure to upward social comparisons (b = 0.05; 95% CI [0.02, 0.11]).
“The relation between usage and depressive symptoms was fully mediated by perceived exposure to upward social comparisons (b = 0.05; 95% CI [0.02, 0.11])”
- Also stated in: § Discussion · plain
“On Facebook, the exposure to upward social comparisons mediated the relationship between frequency of use and depressive symptoms”
Quote in the paperSubstantial claim - Also stated in: § Discussion · plain
- Findingown data
In Study 2 Instagram condition, Instagram use was not directly or indirectly associated with academic self-esteem when considering perceived exposure as the mediator.
“Instagram use was not directly or indirectly associated with academic self-esteem when considering perceived exposure as the mediator.”
Quote in the paperNot a substantial claim - Findingown data
In Study 2, samples were not statistically different for perceived exposure to upward and downward social comparisons, global and scholar self-esteem, and depression scores.
“Overall, samples were not statistically different for perceived exposure to upward and downward social comparisons, global and scholar self-esteem and depression scores.”
Quote in the paperNot a substantial claim - Findingown data
In Study 2, across both platforms, SNSs usage relation with global self-esteem and physical self-esteem were fully mediated by perceived exposure and by perceived extremity to upward comparisons.
“SNSs usage relation with global self-esteem and physical self-esteem were fully mediated by perceived exposure and by perceived extremity to upward comparisons.”
Quote in the paperSubstantial claim - Findingown data
In Study 2, higher perceived extremity of upward social comparisons was negatively associated with global self-esteem.
“higher perceived extremity of upward social comparisons was negatively associated with reduced global self-esteem”
Quote in the paperSubstantial claim - Findingown data
Perceived extremity of upward social comparisons was positively related with depression (b = 2.35, t = 3.57, p < 0.001).
“perceived extremity of upward social comparisons was positively related with depression (b = 2.35, t = 3.57, p < 0.001)”
Quote in the paperSubstantial claim - Findingown data
In Study 2, perceived exposure to upward social comparisons was negatively related to physical self-esteem.
“which was negatively related to physical self-esteem”
Quote in the paperSubstantial claim - Findingown data
In Study 2, perceived extremity of upward social comparisons was negatively related to physical self-esteem.
“perceived extremity of upward social comparisons was negatively related with physical self-esteem”
Quote in the paperSubstantial claim - Findingown data
Higher Facebook usage was associated with more perceived exposure to upward social comparisons.
“where higher usage was associated with more perceived exposure to upward social comparisons”
Quote in the paperSubstantial claim - Findingown data
In Study 2, more frequent use of Facebook and Instagram was associated with lower perceived extremity of upward social comparisons.
“Facebook usage was associated with lower perceived extremity”
- Also stated in: § Results · plain
“Instagram usage was associated with lower perceived extremity”
Quote in the paperSubstantial claim - Also stated in: § Results · plain
- Findingown data
More perceived exposure to upward social comparisons was related to higher depressive symptoms (b = 1.57, t = 2.04, p = 0.04).
“which was related to higher depressive symptoms (b = 1.57, t = 2.04, p = 0.04)”
Quote in the paperSubstantial claim - Findingown data
In Study 2 Facebook condition, there was a fully mediated positive relation between Facebook usage and physical self-esteem with extremity of social comparisons as mediators.
“we found a fully mediated positive relation between Facebook usage and physical self-esteem with extremity of social comparisons as the mediators”
Quote in the paperSubstantial claim - Findingown data
When quantity of social feedback was introduced as a moderator, the model demonstrated an even stronger fit.
“Additionally, when the quantity of social feedback was introduced as a moderator, the model demonstrated an even stronger fit.”
Quote in the paperNot a substantial claim - Findingown data
In Study 2 Instagram condition, the negative relation between Instagram usage and global self-esteem was fully mediated by perceived exposure to upward social comparisons.
“The negative relation between Instagram usage and global self-esteem was fully mediated by perceived exposure to upward social comparisons”
Quote in the paperSubstantial claim - Findingown data
In Study 1, perceived exposure to upward comparisons was a negative predictor of global self-esteem.
“perceived exposure to upward comparisons was a negative predictor of global self-esteem”
Quote in the paperSubstantial claim - Findingown data
In Study 2 Facebook condition, the negative relation between Facebook usage and physical self-esteem was partially mediated by perceived exposure to upward social comparisons.
“The negative relation between Facebook usage and physical self-esteem was partially mediated by perceived exposure to upward social comparisons”
Quote in the paperSubstantial claim - Findingown data
In Study 2 Facebook condition, there was a fully mediated positive relation between Facebook usage and global self-esteem with extremity of social comparisons as mediators.
“we found a fully mediated positive relation between Facebook usage and global self-esteem with extremity of social comparisons as the mediators”
Quote in the paperSubstantial claim - Findingown data
In Study 2 Facebook condition, when controlling for mediators, higher Facebook usage was negatively related to physical self-esteem.
“When controlling for mediators, higher Facebook usage was negatively related to physical self-esteem”
Quote in the paperSubstantial claim - Findingown data
The same negative association was found between the extremity of upward social comparisons and self-esteem.
“However, the same negative association was found between the extremity of upward social comparisons and self-esteem”
Quote in the paperSubstantial claim - Findingown data
In Study 2 Instagram condition, there was a fully mediated positive relation between Instagram usage and physical self-esteem with extremity of social comparisons as mediators.
“we found a fully mediated positive relation between Instagram usage and physical self-esteem with extremity of social comparisons as the mediators”
Quote in the paperSubstantial claim - Findingown data
More perceived exposure to upward social comparisons was related to higher depressive symptoms (b = 2.59, t = 3.60, p < 0.001).
“which was related to higher depressive symptoms (b = 2.59, t = 3.60, p < 0.001)”
- Also stated in: § Discussion · plain
“the more participants engaged in upward comparisons, the more depressive symptoms they reported”
Quote in the paperSubstantial claim - Also stated in: § Discussion · plain
- Findingown data
When controlling for mediators, higher Facebook usage was positively related to depressive symptoms (c' = 0.12, t = 2.08, p = 0.04).
“When controlling for mediators, higher Facebook usage was positively related to depressive symptoms (c’ = 0.12, t = 2.08, p = 0.04).”
Quote in the paperSubstantial claim - Findingown data
In Study 2 Facebook condition, neither exposure to nor extremity of upward or downward comparisons were significantly associated with academic self-esteem.
“Neither exposure to nor extremity of upward or downward comparisons were significantly associated with academic self-esteem”
Quote in the paperNot a substantial claim - Findingown data
In Study 2, more frequent use of Facebook and Instagram was associated with higher perceived exposure to upward social comparisons.
“more Facebook usage was associated with higher perceived exposure to upward social comparisons”
- Also stated in: § Results · plain
“more Instagram usage was associated with higher perceived exposure to upward social comparisons”
Quote in the paperSubstantial claim - Also stated in: § Results · plain
- Findingown data
For Instagram, there was a fully mediated negative relation between usage and depressive symptoms with perceived extremity of social comparisons as the mediators (b = −0.04; 95% CI [−0.08, −0.01]).
“Contrary to our hypothesis, we found fully mediated negative relation between Instagram usage and depressive symptoms with perceived extremity of social comparisons as the mediators (b = −0.04; 95% CI [−0.08, −0.01]).”
Quote in the paperSubstantial claim - Findingown data
Participants who frequently used Facebook and received a large amount of social feedback had better physical self-esteem.
“Participants who frequently used Facebook and received a large amount of social feedback had better physical self-esteem”
- Also stated in: § Discussion · plain
“This interaction revealed a small positive effect on physical self-esteem, such that users who were more active on Facebook and received greater amounts of social feedback reported higher physical self-esteem.”
Quote in the paperSubstantial claim - Also stated in: § Discussion · plain
- Findingown data
In Study 2 Instagram condition, perceived exposure to upward social comparisons was negatively associated with academic self-esteem.
“Perceived exposure to upward social comparisons was negatively associated with academic self-esteem.”
Quote in the paperNot a substantial claim - Findingown data
When SNSs (Facebook vs. Instagram) was included as a moderator, no significant interactions effects were found (p > 0.05).
“When we included SNSs (Facebook vs. Instagram) as a moderator in our models, no significant interactions effects were found (p > 0.05)”
Quote in the paperSubstantial claim - Findingown data
More Instagram usage was associated with lower perceived extremity of upward social comparisons.
“more Instagram usage was surprisingly associated with lower perceived extremity of upward social comparisons”
Quote in the paperSubstantial claim - Findingown data
In Study 2 Instagram condition, there was a fully mediated positive relation between Instagram usage and global self-esteem with extremity of social comparisons as mediators.
“we found a fully mediated positive relation between Instagram usage and global self-esteem with extremity of social comparisons as the mediators”
Quote in the paperSubstantial claim - Findingown data
For Instagram, the relationship between Instagram use and both overall and physical self-esteem was positively mediated by the extremity of upward comparisons.
“the relationship between Instagram use and both overall and physical self-esteem was also positively mediated by the extremity of upward comparisons”
Quote in the paperSubstantial claim - Findingown data
In Study 2 Facebook condition, Facebook usage was not directly or indirectly related to academic self-esteem.
“Facebook usage was not directly nor indirectly related to academic self-esteem.”
Quote in the paperNot a substantial claim - Findingown data
In Study 2 Instagram condition, the negative relation between Instagram usage and physical self-esteem was fully mediated by perceived exposure to upward social comparisons.
“The negative relation between Instagram usage and physical self-esteem was fully mediated by perceived exposure to upward social comparisons”
Quote in the paperSubstantial claim - Findingown data
In Study 1, social comparisons did not mediate the relationship between Instagram use and physical self-esteem.
“social comparisons did not mediate the relationship between Instagram use and physical self-esteem”
Quote in the paperSubstantial claim - Findingown data
Neither the exposure to nor the extremity of social comparisons mediated the relationship between SNSs use (Facebook and Instagram) and academic self-esteem.
“Neither the exposure to nor the extremity of social comparisons mediated the relationship between SNSs use (Facebook and Instagram) and academic self-esteem.”
Quote in the paperSubstantial claim - Findingown data
In Study 1, the relationship between Instagram use and lower global self-esteem partially operates through an increase in upward social comparisons.
“mediation analyses suggested that the relationship between Instagram use and lower global self-esteem partially operates through an increase in upward social comparisons.”
Quote in the paperSubstantial claim - Findingown data
More Facebook usage was associated with lower perceived extremity of upward social comparisons.
“more Facebook usage was associated with lower perceived extremity of upward social comparisons”
Quote in the paperSubstantial claim - Findingown data
The more extreme participants perceived their upward social comparisons, the lower their global and physical self-esteem were.
“we did find that the more extreme participants perceived their upward social comparisons (i.e., greater distance between the profiles and their own social status), the lower their global and physical self-esteem were”
Quote in the paperSubstantial claim - Findingown data
In Study 2 Facebook condition, the negative relation between Facebook usage and global self-esteem was fully mediated by perceived exposure to upward social comparisons.
“The negative relation between Facebook usage and global self-esteem was fully mediated by perceived exposure to upward social comparisons”
Quote in the paperSubstantial claim - Findingown data
In Study 2 Instagram condition, when controlling for mediators, Instagram usage was negatively associated with academic self-esteem.
“when controlling for the mediators, Instagram usage was negatively associated with academic self-esteem”
Quote in the paperNot a substantial claim - Findingown data
A negative relationship was observed between the frequency of SNSs use and the extremity of upward comparisons.
“a negative relationship was observed between the frequency of SNSs use and the extremity of upward comparisons”
Quote in the paperSubstantial claim - Findingown data
When gender was included as a mediator in our models, no significant interaction was found.
“Additionally, when gender was included as a mediator in our models, no significant interaction was found”
- Also stated in: § General discussion · plain
“In both studies, when we added gender as a mediator in our models, no significant interaction effects were observed”
Quote in the paperSubstantial claim - Also stated in: § General discussion · plain
- Findingown data
In Study 2, perceived exposure to upward social comparisons was negatively related to global self-esteem.
“which was negatively related to global self-esteem”
Quote in the paperSubstantial claim - Findingown data
The relationship between Facebook use and physical self-esteem is fully mediated by perceived exposure to upward social comparisons on Facebook.
“Similarly, the relationship between Facebook use and physical self-esteem is fully mediated by perceived exposure to upward social comparisons on Facebook.”
Quote in the paperSubstantial claim - Findingown data
More active users tended to make less extreme upward comparisons.
“more active users tended to make less extreme upward comparisons”
Quote in the paperSubstantial claim - Findingown data
Perceived extremity of upward social comparisons was positively related with depression (b = 2.19, t = 4.07, p < 0.001).
“perceived extremity of upward social comparisons was positively related with depression (b = 2.19, t = 4.07, p < 0.001)”
Quote in the paperSubstantial claim - Findingown data
The relations between upward social comparisons, both exposure and extremity, and detrimental effects on self-esteem and emotional wellbeing were the most consistent of our results.
“The relations between upward social comparisons—both in terms of exposure and extremity—and detrimental effects on self-esteem and emotional wellbeing were the most consistent of our results.”
Quote in the paperSubstantial claim - Findingown data
Extremity of comparisons was uniquely associated with lower self-esteem.
“extremity of comparisons was uniquely associated with lower self-esteem”
Quote in the paperSubstantial claim - Findingreasoning
In some contexts, particularly during the COVID-19 pandemic, frequency of SNS use was associated with higher self-esteem.
“in some contexts—particularly during the COVID-19 pandemic—it was associated with higher self-esteem”
Quote in the paperSubstantial claim - Findingown data
Results from study 1 revealed a positive relationship between SNSs use and self-esteem.
“The results from study 1, which revealed a positive relationship between SNSs use and self-esteem”
Quote in the paperNot a substantial claim - Findingown data
Study 1 found no significant link between Instagram use and physical self-esteem.
“Additionally, study 1 found no significant link between Instagram use and physical self-esteem.”
Quote in the paperNot a substantial claim - Findingown data
The frequency of SNS use was not uniformly detrimental.
“our findings also showed that the frequency of SNSs use was not uniformly detrimental”
Quote in the paperSubstantial claim - Findingown data
Across two studies, perceived exposure to upward comparisons consistently mediated negative effects on mental health.
“Across two studies, we found that while perceived exposure to upward comparisons consistently mediated negative effects on mental health”
Quote in the paperSubstantial claim - Interpretationown data
Together, the findings highlight the crucial role of both exposure to and extremity of upward social comparisons in the complex relationship between SNSs use and mental health.
“Together, these findings highlight the crucial role of both exposure to and extremity of upward social comparisons in the complex relationship between SNSs use and mental health.”
Quote in the paperSubstantial claim- Rests on an assumption: The cross-sectional associations among Instagram use, social comparisons, and self-esteem reflect causal mediation processes.
- Interpretationown data
The impacts of SNS usage through upward social comparison on self-esteem are somewhat specific to dimensions related to the content presented in the social media platform.
“This can be taken as evidence that the impacts of SNS usage through upward social comparison on self-esteem are somewhat specific to dimensions related to the content presented in the social media platform.”
Quote in the paperSubstantial claim - Premisecitation
The nature of the content found on Instagram and Facebook differs greatly.
“the nature of the content found on each of these applications differs greatly.”
Quote in the paperSubstantial claim - Interpretationreasoning
Regardless of how frequently individuals use SNSs, engaging in extreme comparisons can have a detrimental effect on self-esteem.
“This suggests that, regardless of how frequently individuals use SNSs, engaging in extreme comparisons can have a detrimental effect on self-esteem, supporting the broader social comparisons literature.”
Quote in the paperSubstantial claim - Study design and conductreasoning
Study 1 did not include variables such as valence and quantity of social feedback, which could have impacted the results.
“several variables that could have impacted the results were not included in our study such as the valence and quantity of social feedback received on SNSs”
Quote in the paperNot a substantial claim- Rests on an assumption: Social feedback (positive or negative) can affect users' self-esteem.
- Interpretationown data
Upward social comparisons is a key mechanism in the complex relationships between social media and its consequences.
“strongly suggesting that upward social comparisons is a key mechanism in the complex relationships between social media and its consequences.”
Quote in the paperSubstantial claim - Interpretationreasoning
Less extreme upward comparisons reduced the negative relation between perceived extremity of upward social comparisons and self-esteem (global and physical).
“which reduced the negative relation between the perceived extremity of upward social comparisons and self-esteem (global and physical).”
Quote in the paperSubstantial claim - Interpretationown data
The associations between social media use, social comparisons, and self-esteem did not differ significantly between men and women.
“indicating that the associations between social media use, social comparisons, and self-esteem did not differ significantly between men and women.”
Quote in the paperSubstantial claim - Premisenone given
No research has investigated the mediating role of social comparisons for both global and physical self-esteem in the same participants.
“no research has investigated this role for both types of self-esteem in the same participants.”
Quote in the paperNot a substantial claim - Premisecitation
Very few studies in this field focus on multiple SNSs simultaneously.
“very few studies in this field focus on multiple SNSs simultaneously.”
Quote in the paperSubstantial claim - Interpretationown data
The influence of SNSs on self-esteem and social comparisons may be more consistent across platforms than initially expected.
“This suggests that the influence of SNSs on self-esteem and social comparisons may be more consistent across platforms than initially expected.”
Quote in the paperSubstantial claim - Study design and conductnone given
The online data collection limited control over the accuracy and reliability of participants' responses.
“Second, the online data collection limited control over the accuracy and reliability of participants’ responses.”
Quote in the paperNot a substantial claim - Interpretationreasoning
The generalizability of the study's findings may be limited, particularly in culturally diverse populations.
“The generalizability of our findings may therefore be limited, particularly in culturally diverse populations.”
Quote in the paperNot a substantial claim - Interpretationown data
Including academic self-esteem as a control dependent variable enabled us to provide some of the first evidence that the effects of upward social comparisons on SNSs seems to be specific to the type of content generally present on these platforms.
“Finally, including academic self-esteem as a control dependent variable enabled us to provide some of the first evidence that the effects of upward social comparisons on SNSs seems to be specific to the type of content generally present on these platforms.”
Quote in the paperSubstantial claim - Interpretationown data
Not all social comparisons are equally harmful.
“suggesting that not all comparisons are equally harmful”
Quote in the paperSubstantial claim - Interpretationcitation
Moderate levels of upward comparisons, involving individuals slightly above one's own standing and balanced with a similar number of downward comparisons, are unlikely to be particularly harmful.
“Moderate levels of upward comparisons, involving individuals slightly above one’s own standing (Diel et al., 2021) and balanced with a similar number of downward comparisons, are unlikely to be particularly harmful.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Diel et al., 2021 source
- Study design and conductnone given
Our analyses did not control for potentially important individual difference variables such as body image dissatisfaction, narcissism, or baseline mental health status.
“Third, our analyses did not control for potentially important individual difference variables such as body image dissatisfaction, narcissism, or baseline mental health status, which could influence both social comparison processes and self-esteem outcomes.”
Quote in the paperNot a substantial claim - Study design and conductreasoning
The correlational design restricts our ability to draw definitive conclusions about the causal role of upward social comparisons in shaping affective outcomes.
“First, the correlational design restricts our ability to draw definitive conclusions about the causal role of upward social comparisons in shaping affective outcomes.”
Quote in the paperSubstantial claim
- Classified as probably not a substantial claim. 33
- May combine two claims. 33
- The quote only partly states this claim. 2
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationOther studies suggest that the relationship between SNS use and mental health remained negative during the COVID-19 pandemic.
“other studies suggest that the relationship between SNSs use and mental health remained negative during the pandemic”
Quote in the paperNot a substantial claim3 of 3 sources checked- cites Draženović et al., 2023 source
The Principal Findings (Section 4.1) report that social media use was predominantly associated with mental ill-being among adolescents and students during the early months of COVID-19. The claim omits those population and time limits; the Conclusions (Section 5) also note some potentially positive effects. (LLM, conf=0.84)
Experimental — accuracy not yet measured - cites Haddad et al., 2021 source
- cites Marciano et al., 2022 source
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationExtreme upward comparisons, where comparison targets are perceived as significantly superior, can negatively mediate the relationship between SNSs use and self-esteem.
“Midgley et al. (2021) suggest that extreme upward comparisons, where the comparison targets are perceived as significantly superior, can negatively mediate the relationship between SNSs use and self-esteem.”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Midgley et al., 2021 source
May combine two claims.
PremisecitationThe relationship between SNS use and wellbeing is context-dependent, with effects sometimes beneficial and sometimes detrimental, and may vary based on user motivations, content type, and platform engagement styles.
“Recent work suggests that the relationship between SNSs use and wellbeing is highly context-dependent and may vary based on user motivations, content type, and platform engagement styles”
- Also stated in: § Discussion · boosted
“It is increasingly evident that the effects of SNSs are context-dependent—sometimes beneficial and sometimes detrimental”
Quote in the paperSubstantial claim2 of 3 sources checked- Also stated in: § Discussion · boosted
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationSocial media's impact on mental health tends to be more pronounced in females.
“research focusing on adolescence reveals that social media’s impact on mental health tends to be more pronounced in females (Barthorpe et al., 2020; Kelly et al., 2019; Twenge et al., 2022).”
Quote in the paperNot a substantial claim3 of 3 sources checked- cites Barthorpe et al., 2020 source
The available passage from our copy contains only the paper’s title and author information, not findings about sex differences. Searches for females and gender differences returned no further passages, so the claimed stronger association in females cannot be verified from our copy. (LLM, conf=0.70)
Experimental — accuracy not yet measured - cites Kelly et al., 2019 source
The Results report a stronger association between social media use and depressive symptoms for girls than boys. The Discussion limits this finding to 14-year-olds in the UK and says causality cannot be inferred, so it does not establish a stronger causal impact on mental health generally. (LLM, conf=0.86)
Experimental — accuracy not yet measured - cites Twenge et al., 2022 source
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationPrevious evidence indicates that social comparisons on social networking sites negatively influence self-esteem.
“This finding is in line with previous evidence that social comparisons on social networking sites negatively influence self-esteem”
Quote in the paperNot a substantial claim3 of 3 sources checked- cites McComb et al., 2023 source
- cites Schmuck et al., 2019 source
- cites Wang et al., 2017 source
The Discussion reports that upward social comparison on social networking sites is associated with lower self-esteem and describes it as detrimental to self-esteem. The claim broadens this to social comparisons generally and says they negatively influence self-esteem, whereas the paper examines upward comparison and reports associations rather than establishing a causal effect. Page numbers are not available in our copy. (LLM, conf=0.83)
Experimental — accuracy not yet measured
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationAccording to Midgley et al. (2021), engaging in more extreme upward social comparisons can have a more pronounced effect on users' self-esteem than less extreme comparisons.
“According to (Midgley et al., 2021), engaging in more extreme upward social comparisons—where the gap between the user and the comparison target is larger—can have a more pronounced effect on users’ self-esteem than less extreme comparisons.”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Midgley et al., 2021 source
May combine two claims.
PremisecitationSNSs use is negatively associated with both global and physical self-esteem.
“a substantial body of evidence demonstrates that SNSs use is negatively associated with both global (Andreassen et al., 2017; Liu and Baumeister, 2016; Saiphoo et al., 2020) and physical self-esteem (Fardouly and Vartanian, 2016; Saiphoo et al., 2020).”
Quote in the paperSubstantial claim1 of 3 sources checked- cites Andreassen et al., 2017 source
Andreassen et al. is cited for global, not physical, self-esteem. The correlation analysis (p. 10) finds a negative association between self-esteem and addictive social media use (r = −.25), using the Rosenberg Self-Esteem Scale described on p. 8. The cited study does not establish the same association for SNS use generally, as the sentence states. (LLM, conf=0.87)
Experimental — accuracy not yet measured - cites Liu and Baumeister, 2016 source
- cites Saiphoo et al., 2020 source
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationPrevious research has often shown that increased SNS use is associated with reduced self-esteem, highlighting risks of upward social comparison.
“Previous research has often highlighted the risks of upward social comparison on SNSs, showing that increased use is associated with reduced self-esteem”
Quote in the paperNot a substantial claim1 of 2 sources checkedProbably not a substantial claim: may not pass S1 (asserted), S3 (load-bearing).
PremisecitationInstagram may influence self-esteem and wellbeing differently than Facebook because it emphasizes visual content like photos and videos.
“Because Instagram emphasizes visual content like photos and videos, some researchers suggest that it may influence self-esteem and wellbeing differently than platforms such as Facebook (Faelens et al., 2021).”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Faelens et al., 2021 source
May combine two claims.
InterpretationcitationOur findings are in line with the mismatch hypothesis, which suggests that SNSs hijack our evolved social comparisons mechanisms by offering (too) abundant opportunities for upward comparisons.
“Indeed, our findings are in line with the mismatch hypothesis (Lim and Tan, 2024), which suggests that SNSs hijack our evolved social comparisons mechanisms by offering (too) abundant opportunities for upward comparisons.”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Lim and Tan, 2024 source
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationPeople from different cultural backgrounds may engage with SNS platforms in distinct ways, for example using Instagram for self-expression versus Facebook for maintaining family ties.
“cultural backgrounds may engage with SNS platforms in distinct ways (Vasalou et al., 2010; Gordesli et al., 2024)—for example, using Instagram for self-expression versus Facebook for maintaining family ties.”
Quote in the paperNot a substantial claim1 of 2 sources checked- cites Vasalou et al., 2010 source
- cites Gordesli et al., 2024 source
The Introduction section on individualism and collectivism in social media supports the general point that cultural orientation can shape SNS use. It reports Instagram use for self-promotion among Americans, but does not support the specific example of Facebook being used to maintain family ties or the stated contrast between the platforms. (LLM, conf=0.86)
Experimental — accuracy not yet measured
May combine two claims.
InterpretationcitationThese results support previous research suggesting that frequent engagement in upward comparisons may exacerbate negative emotional outcomes, including lower self-esteem and increased depressive symptoms, particularly when the comparisons are extreme.
“These results support previous research suggesting that frequent engagement in upward comparisons may exacerbate negative emotional outcomes, including lower self-esteem and increased depressive symptoms, particularly when the comparisons are extreme (Midgley et al., 2021).”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Midgley et al., 2021 source
The Discussion reports that more frequent upward comparisons were associated with worse mood and lower state self-esteem, while more extreme upward comparisons were associated with lower self-evaluations. The Comparisons on Social Media section reports an association between more comparisons and depressive symptoms, but does not establish that those comparisons were upward or extreme, or that they caused the symptoms. (LLM, conf=0.87)
Experimental — accuracy not yet measured
May combine two claims.
Findingown dataOur findings revealed that similar effects were present on both Facebook and Instagram, despite subtle differences in the nature of their content.
“Our findings revealed that similar effects were present on both Facebook and Instagram, despite subtle differences in the nature of their content (Limniou et al., 2022).”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Limniou et al., 2022 source
The Discussion says well-being may not dramatically differ between Facebook and Instagram users, despite differences in how the platforms are used. But it also reports a significant difference in problematic use, so the source supports similarity in well-being, not an unqualified claim of similar effects. (LLM, conf=0.84)
Experimental — accuracy not yet measured
May combine two claims.
InterpretationcitationBoth the exposure to upward comparisons and their extreme nature are central contributors to the emotional consequences of social media use.
“Both the exposure to upward comparisons and their extreme nature are central contributors to the emotional consequences of social media use (Gerber et al., 2018; Schmuck et al., 2019; Irmer and Schmiedek, 2023).”
Quote in the paperSubstantial claim2 of 3 sources checked- cites Gerber et al., 2018 source
- cites Schmuck et al., 2019 source
The Discussion (section 6; page unavailable) reports a direct negative effect of upward social comparison on well-being, supporting the claim about its consequences. Section 2.1 describes comparisons with idealized online portrayals, but the paper does not establish that the *extremity* of a comparison independently contributes to those consequences. (LLM, conf=0.84)
Experimental — accuracy not yet measured - cites Irmer and Schmiedek, 2023 source
The quote only partly states this claim.
Findingown dataIn Study 1, no significant moderation effects of gender were found.
“No significant moderation effects were found.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataIn Study 2, contrary to hypothesis, frequent SNSs users engaged in less extreme upward comparisons, partially buffering the negative impact of extreme upward comparisons.
“However, contrary to our hypothesis, frequent SNSs users engaged in less extreme upward comparisons, partially buffering the negative impact of extreme upward comparisons.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataIn Study 2, perceived extremity of downward comparisons was slightly lower in the Instagram sample.
“perceived extremity of downward comparisons was slightly lower in the Instagram sample”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataWhen social feedback was introduced as a moderator, no significant interactions were observed, except in the case of physical self-esteem on Facebook.
“When social feedback was introduced as a moderator, no significant interactions were observed, except in the case of physical self-esteem on Facebook.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataMore active users tended to make less extreme upward comparisons resulting in better self-esteem (global and physical).
“where more active users tended to make less extreme upward comparisons resulting in a better self-esteem (global and physical).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataIn Study 2, no significant interactions were found, suggesting that the relations between SNSs usage and self-esteem are not modulated by the type of social media platform.
“no significant interactions were found suggesting that, overall, these relations are not modulated by the type of social media platform.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataIn Study 2, both Instagram and Facebook use were not significantly correlated with global or physical self-esteem.
“Both Instagram and Facebook use were not significantly correlated with global or physical self-esteem (p > 0.05).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataIn Study 1, frequency of Instagram use was a significant positive predictor of both global and physical self-esteem.
“the results revealed that frequency of Instagram use was a significant positive predictor of both global and physical self-esteem.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe more participants reported to use Facebook, the more they perceived to be exposed to upward comparisons, which was in turn associated with lower global self-esteem.
“The more participants reported to use Facebook, the more the perceived to be exposed to upward comparisons which was in turn associated with them reporting lower global self-esteem.”
Quote in the paperSubstantial claimThe quote only partly states this claim.
Findingown dataHigher Instagram usage was associated with more perceived exposure to upward social comparisons.
“where higher usage was associated with more perceived exposure to upward social comparisons”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe Instagram exposure model explained 5% (p = 0.02) of depression variance with no improvement from additional moderators.
“The model explained 5% (p = 0.02) of depression variance with no improvement from additional moderators.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataOne finding is consistent for all our results: upward comparisons, both in terms of exposure and extremity, is a negative predictor of self-esteem (global and physical) and a positive predictor of depressive symptoms.
“one finding is consistent for all our results: upward comparisons—both in terms of exposure and extremity—is a negative predictor of self-esteem (global and physical) and a positive predictor of depressive symptoms”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe Facebook extremity model explained 7% (p < 0.01) of variance in depression with no improvement from additional moderators.
“This model explained 7% (p < 0.01) of the variance in depression with no improvement from additional moderators.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Findingown dataIn Study 2, social media usage, physical self-esteem, and perceived extremity of upward comparisons were slightly higher in the Instagram sample.
“Social media usage, physical self-esteem and perceived extremity of upward comparisons were slightly higher in the Instagram sample”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataUsage is linked to higher exposure to upward social comparisons which in turn is associated with lower global and physical self-esteem.
“where usage is linked to a higher exposure to upward social comparisons which in turn is associated with lower global and physical self-esteem.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataFor most models there was no direct or indirect relation of SNSs usage on academic self-esteem, except for the model of Instagram use with the extremity of upward social comparison.
“results showed that for most models there was no direct or indirect relation of SNSs usage on this dimension of self-esteem (except for the model of Instagram use with the extremity of upward social comparison).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe Facebook exposure model explained 9% (p < 0.01) of depression variance with no improvement from additional moderators.
“The models explained 9% (p < 0.01) of depression variance with no improvement from additional moderators.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe Instagram extremity model explained 8% (p < 0.01) of variance in depression with no improvement from additional moderators.
“This model explained 8% (p < 0.01) of the variance in depression with no improvement from additional moderators.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataIn study 1, we observed a positive association between Instagram use and global self-esteem, a result not replicated in study 2 or supported by the existing literature.
“in study 1, we observed a positive association between Instagram use and global self-esteem, a result not replicated in study 2 or supported by the existing literature.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataPerceived exposure to upward comparisons negatively mediated the relationship between SNSs use and self-esteem, as well as the relationship between SNSs use and depressive symptoms.
“the perceived exposure to upward comparisons negatively mediated the relationship between SNSs use and self-esteem, as well as the relationship between SNSs use and depressive symptoms.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenAll statistical models tested in Study 1 are transparently reported in the manuscript.
“However, all statistical models that were tested are transparently reported in the present manuscript.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataNormality tests conducted on each variable in Study 1 confirmed that all distributions were normal.
“Normality tests conducted on each variable confirmed that all distributions were normal.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataThe global self-esteem measure in Study 1 had acceptable internal consistency (Cronbach's α = 0.81).
“Participants completed the Rosenberg Self-Esteem scale (α = 0.81)”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Rosenberg, 1965
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Ruddell, 2020 source
May combine two claims.
Interpretationown dataIn Study 1, while Instagram use seems associated with higher global self-esteem, this effect is reversed when considering the mediating role of upward comparisons: more Instagram use leads to more upward comparisons, which leads to lower global self-esteem.
“These results suggest that while Instagram use seems to be associated to higher global self-esteem, this effect is reverse when considering the mediating role of upward comparisons: the more people use Instagram, the more they are exposed to upward social comparisons which leads to lower global self-esteem.”
Quote in the paperSubstantial claim- Rests on an assumption: The cross-sectional associations among Instagram use, social comparisons, and self-esteem reflect causal mediation processes.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataThe Instagram usage measure in Study 1 had acceptable internal consistency (Cronbach's α = 0.87).
“This self-reported questionnaire was adapted from the Facebook usage questionnaire in Vogel et al. (2014) and consists of 5 items (Cronbach’s alpha (α) = 0.87)”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Vogel et al. (2014) source
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataThe physical self-esteem measure in Study 1 had acceptable internal consistency (Cronbach's α = 0.90).
“Participants completed the Body-Esteem scale (α = 0.90)”
Quote in the paperNot a substantial claim0 of 2 sources checkedProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataStudy 1 was not preregistered.
“This online study was not preregistered.”
Quote in the paperNot a substantial claimMay combine two claims.
Interpretationown dataThese findings suggest that while upward social comparisons on SNSs may negatively impact self-esteem, the focus of these comparisons may determine which dimension of self-esteem are affected.
“These findings suggest that while upward social comparisons on SNSs may negatively impact self-esteem, the focus of these comparisons may determine which dimension of self-esteem are affected.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductcitationStudy 2 was preregistered.
“This study was preregistered”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Le Blanc-Brillon and Hétu, 2023
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
InterpretationreasoningIn Study 1, the Body-Esteem Scale may be less sensitive to the kinds of upward comparisons users are exposed to on Instagram because it assesses satisfaction with specific body parts and may not reflect appearance-focused comparisons.
“The Body-Esteem Scale (Franzoi and Shields, 1984) assesses satisfaction with specific body parts (e.g., feet, arms), which may not reflect the appearance-focused comparisons prevalent on Instagram. As such, this scale may be less sensitive to the kinds of upward comparisons users are exposed to.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Franzoi and Shields, 1984 source
- Rests on an assumption: Instagram comparisons are predominantly appearance-focused.
May combine two claims.
PremisecitationUpward comparisons can negatively affect both global and physical self-esteem.
“Evidence suggests that upward comparisons can negatively affect both global and physical self-esteem.”
Quote in the paperSubstantial claimMay combine two claims.
Interpretationown dataOverall, the results for both platforms were similar and did not differ significantly.
“indicating that overall, the results for both platforms were similar and did not differ significantly”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationPositive social feedback (e.g., receiving more likes) is associated with enhanced self-esteem.
“Positive social feedback (e.g., receiving more likes) has been associated with enhanced self-esteem (Burrow and Rainone, 2017; Marengo et al., 2021).”
Quote in the paperNot a substantial claim0 of 2 sources checkedProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataIn Study 1, models controlling for covariables identified in exploratory analyses were tested.
“Models controlling for covariables identified in the exploratory analyses were also tested”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenIn Study 1, participants who did not respond correctly to the attention check (N = 16) were excluded from analyses.
“Participants who did not respond correctly to the attention check question (N = 16) were excluded from the analyses.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataStudy 2 randomly assigned participants to Instagram or Facebook conditions.
“They were randomly assigned to the Instagram (n = 206; 118 females) or the Facebook conditions (n = 207; 122 females).”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataStudy 1 did not gather data on the extremity of social comparisons.
“we did not gather data on the extremity of social comparisons”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataNormality tests confirmed that all variable distributions in Study 2 were normal.
“Normality tests conducted on each variable confirmed that all distributions were normal.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim. May combine two claims.
PremisecitationThe damage limitation strategy involves displaying more submissive behavior, lowering self-confidence, reducing social exploration, and using nonverbal cues of submission, such as gaze avoidance.
“This strategy involves displaying more submissive behavior, lowering self-confidence, reducing social exploration, and using nonverbal cues of submission, such as gaze avoidance (Gilbert, 2001).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Gilbert, 2001 source
May combine two claims.
Interpretationown dataPerceived exposure to and extremity of upward social comparisons are key mechanisms linking SNS use to impacts on self-esteem and depressive symptoms.
“This study highlights perceived exposure to and extremity of upward social comparisons as key mechanisms linking SNSs use to impacts on self-esteem and depressive symptoms.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
InterpretationreasoningCultural patterns of SNS platform engagement may influence both the frequency and content of social comparisons, as well as their emotional impact.
“These patterns may influence both the frequency and content of social comparisons, as well as their emotional impact.”
Quote in the paperNot a substantial claimMay combine two claims.
InterpretationreasoningThe mediation path was positive for extremity, suggesting that SNSs usage is associated to less extreme upward social comparisons which reduces the direct negative link found between the extremity of upward comparisons and affective outcomes.
“However, the mediation path was positive for extremity, suggesting that SNSs usage is associated to less extreme upward social comparisons which reduces the direct negative link found between the extremity of upward comparisons and affective outcomes.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThis process plays a crucial role in shaping self-evaluation and mood, as individuals adjust their behavior based on their perceived social rank.
“This process plays a crucial role in shaping self-evaluation and mood, as individuals adjust their behavior based on their perceived social rank (Gilbert, 1992).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Gilbert, 1992 source
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationA key gap in current knowledge is our limited mechanistic insight into how SNSs impact us.
“A key gap in current knowledge is our limited mechanistic insight into how SNSs impact us (Kross et al., 2021).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Kross et al., 2021 source
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThroughout evolution, when individuals perceived themselves as having a low rank, it was evolutionarily adaptive to adopt a damage limitation strategy.
“Throughout evolution, when individuals perceived themselves as having a low rank, it was evolutionarily adaptive to adopt what is known as a damage limitation strategy (Gilbert, 1992).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Gilbert, 1992 source
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenOur study did not explore the potential influence of demographic or cultural diversity on social media behavior.
“Finally, our study did not explore the potential influence of demographic or cultural diversity on social media behavior.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationSocial comparisons did not emerge with SNSs; it is a phylogenetically ancient ability that has likely been instrumental to navigating social hierarchies throughout human evolutionary history.
“After all, social comparisons did not emerge with SNSs; it is a phylogenetically ancient ability that has likely been instrumental to navigating social hierarchies throughout human evolutionary history (Benítez and Brosnan, 2020; Gilbert et al., 1995).”
Quote in the paperNot a substantial claim0 of 2 sources checkedProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).
InterpretationreasoningThis theoretical framework helps explain why upward social comparisons are often linked to diminished self-esteem and mood.
“This theoretical framework helps explain why upward social comparisons are often linked to diminished self-esteem and mood.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationAccording to ranking theory, social comparison is a mechanism through which individuals gather information about their position in the social hierarchy.
“According to ranking theory, social comparisons is a mechanism through which individuals gather information about their position in the social hierarchy (Gilbert, 2001).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Gilbert, 2001 source
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenWe implemented safeguards such as attention checks and filtering responses to open-ended questions.
“While we implemented safeguards such as attention checks and filtering responses to open-ended questions, ensuring full data reliability in an online setting remains challenging.”
Quote in the paperNot a substantial claimMay combine two claims.
Interpretationown dataOur results highlighted two key aspects of upward social comparisons, exposure and extremity, as critical factors linking SNSs use to affective outcomes such as self-esteem and depression.
“our results highlighted two key aspects of upward social comparisons—exposure and extremity—as critical factors linking SNSs use to affective outcomes such as self-esteem and depression.”
Quote in the paperSubstantial claim
The paper relies on this without support.
The cross-sectional associations among Instagram use, social comparisons, and self-esteem reflect causal mediation processes.
“the more people use Instagram, the more they are exposed to upward social comparisons which leads to lower global self-esteem”
The paper relies on this without support.
Social feedback (positive or negative) can affect users' self-esteem.
“Substantial positive social feedback (e.g., likes, comments) may boost users’ self-esteem, while abundant negative feedback (e.g., negative comments, insults, etc.) may harm it.”
The paper relies on this without support.
Academic self-esteem should not be affected by social media usage.
“Since school-related of self-esteem should not be affected by social media usage it was used as a control variable.”
The paper relies on this without support.
Instagram comparisons are predominantly appearance-focused.
“which may not reflect the appearance-focused comparisons prevalent on Instagram”
Statistics recomputed
Every reported test result, recomputed from its test statistic and degrees of freedom. A result shows as not adding up only once an independent check has confirmed it.
- Consistentr(139) = 0.18reported p = .04 · recomputed p = .033
“r(139) = 0.18, p = .04”
- Consistentr(139) = 0.38reported p < .01 · recomputed p < .001
“r(139) = 0.38, p < .01”
- Consistentr(139) = 0.57reported p < .01 · recomputed p < .001
“r(139) = 0.57, p < .01”
- Consistentr(139) = 0.51reported p < .01 · recomputed p < .001
“r(139) = 0.51, p < .01”
- Consistentr(139) = -0.19reported p = .03 · recomputed p = .024
“r(139) = −0.19, p = .03”
- Consistentr(206) = 0.16reported p = .02 · recomputed p = .021
“r(206) = 0.16, p = .02”
- Consistentr(207) = 0.28reported p < .001 · recomputed p < .001
“r(207) = 0.28, p < .001”
- Consistentr(206) = 0.18reported p = .01 · recomputed p = .009
“r(206) = 0.18, p = .01”
- Consistentr(207) = 0.19reported p < .01 · recomputed p = .006
“r(207) = 0.19, p < .01”
- Consistentr(206) = -0.15reported p = .03 · recomputed p = .031
“r(206) = −0.15, p = .03”
- Consistentr(207) = -0.16reported p = .03 · recomputed p = .021
“r(207) = −0.16, p = .03”
- Consistentr(206) = -0.19reported p < .01 · recomputed p = .006
“r(206) = −0.19, p < .01”
- Consistentr(207) = -0.26reported p < .01 · recomputed p < .001
“r(207) = −0.26, p < .01”
- Consistentr(207) = 0.23reported p < .01 · recomputed p < .001
“r(207) = 0.23, p < .01”
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
Instagram academic-self-esteem result conflicts with the stated hypothesis outcome
MajorThe Instagram results report a partial positive mediation involving academic self-esteem, but the discussion says neither exposure nor extremity mediated Instagram's relationship with academic self-esteem.
“However, contrary to our hypothesis, we found a partial positive mediation between Instagram use and academic self-esteem.”
“Neither the exposure to nor the extremity of social comparisons mediated the relationship between SNSs use (Facebook and Instagram) and academic self-esteem.”
Abstract's R2 range omits a reported depression model
MinorThe abstract characterizes the self-esteem and depressive-symptom models as having R2 between 6% and 9%, while the Instagram exposure model for depressive symptoms reports 5%.
“These two factors contribute significantly though modestly to the effects of SNSs on self-esteem and depressive symptoms (R2 between 6 and 9%)”
“The model explained 5% (p = 0.02) of depression variance with no improvement from additional moderators.”
Study 1 figure caption names the wrong platform
MinorFigure 1 describes mediation analyses of Facebook use, whereas Study 1 measured and analyzed Instagram use.
“Figure: Figure 1 Mediation analysis for study 1. Top: Mediation analysis between the frequency of Facebook use and global self-esteem through the exposure to social comparison (upward and downward).”
“Study 1 aimed to examine whether perceived exposure to social comparisons mediates the relationship between Instagram use and young adults’ global and physical self-esteem.”
Upward-extremity scoring assigns zero in both directions
MinorThe scoring description assigns zero to upward-comparison extremity both when participants rank above the profiles and when they rank below them. The latter case is described as an upward comparison, so the two instructions conflict.
“If participants had a higher rank than the profiles, this value was entered as the extremity of downward social comparisons (with 0 as the value for extremity of upward social comparisons).”
“If participants had a lower rank than the profiles, this value was entered as the extremity of upward social comparisons (with 0 as the value for extremity of upward social comparisons).”
Study 1 figure caption names an unmeasured mediator
MinorThe caption says the physical-self-esteem analysis used comparison extremity, but Study 1 says it measured perceived exposure and explicitly says extremity data were not gathered.
“Bottom: Mediation analysis between the frequency of Facebook use and physical self-esteem through the extremity of social comparison (upward and downward).”
“Additionally, we did not gather data on the extremity of social comparisons.”
Study 2 Instagram mean age differs between text and table
MinorThe participant description reports an Instagram mean age of 28.53, while Table 4 reports 28.35.
“MageInstagram = 28.53, SD = 3.89; MageFacebook = 28.54, SD = 3.93”
“| Age | 28.54 (3.93) | 28.35 (3.89) | 0.47 (0.97) |”
Facebook physical-self-esteem mediation is described as both partial and full
MinorThe Facebook results section calls the exposure-mediated relationship partial, while the Study 2 discussion calls the same relationship fully mediated.
“The negative relation between Facebook usage and physical self-esteem was partially mediated by perceived exposure to upward social comparisons”
“Similarly, the relationship between Facebook use and physical self-esteem is fully mediated by perceived exposure to upward social comparisons on Facebook.”
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“While the effects of SNSs use are unlikely to be entirely negative (e.g., Smith et al., 2021; Spottswood and Wohn, 2020), a substantial body of research suggests a strong association with poorer mental health outcomes.”
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“Indeed, a substantial body of evidence demonstrates that SNSs use is negatively associated with both global (Andreassen et al., 2017; Liu and Baumeister, 2016; Saiphoo et al., 2020) and physical self-esteem (Fardouly and Vartanian, 2016; Saiphoo et al., 2020).”
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“This finding contradicts some previous research that has reported stronger negative effects of social comparison for women (Barthorpe et al., 2020; Kelly et al., 2019; Twenge et al., 2022).”
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“In the context of SNSs, where appearance is often highlighted (Popat and Tarrant, 2023), physical self-esteem appears particularly vulnerable.”
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“Because Instagram emphasizes visual content like photos and videos, some researchers suggest that it may influence self-esteem and wellbeing differently than platforms such as Facebook (Faelens et al., 2021).”
Social 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 · see citing works
Marengo, D., Montag, C., Sindermann, C., Elhai, J. D., & Settanni, M. (2021) · Telematics and Informatics · doi:10.1016/j.tele.2020.101523 · Cited by 174 · see citing works
Time Spent on Social Media and Risk of Depression in Adolescents: A Dose–Response Meta-Analysis
Liu, M., Kamper-DeMarco, K. E., Zhang, J., Xiao, J., Dong, D., & Xue, P. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph19095164 · Cited by 167 · see citing works
McComb, C. A., Vanman, E. J., & Tobin, S. J. (2023) · Media Psychology · doi:10.1080/15213269.2023.2180647 · Cited by 167 · see citing works
When 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 · see citing works
Social networking site use and self-esteem: a meta-analytic review
Saiphoo, A. N., Dahoah Halevi, L., & Vahedi, Z. (2020) · Personality and Individual Differences · doi:10.1016/j.paid.2019.109639 · Cited by 164 · cited 2× · see citing works
“Indeed, a substantial body of evidence demonstrates that SNSs use is negatively associated with both global (Andreassen et al., 2017; Liu and Baumeister, 2016; Saiphoo et al., 2020) and physical self-esteem (Fardouly and Vartanian, 2016; Saiphoo et al., 2020).”
van Geel, M., Goemans, A., Zwaanswijk, W., Gini, G., & Vedder, P. (2018) · Developmental Review · doi:10.1016/j.dr.2018.07.001 · Cited by 161 · see citing works
Krause, H.-V., Baum, K., Baumann, A., & Krasnova, H. (2019) · Media Psychology · doi:10.1080/15213269.2019.1656646 · Cited by 158 · see citing works
Barthorpe, A., Winstone, L., Mars, B., & Moran, P. (2020) · Journal of Affective Disorders · doi:10.1016/j.jad.2020.05.106 · Cited by 158 · see citing works
Social media use and health risk behaviours in young people: systematic review and meta-analysis
Purba, A. K., Thomson, R. M., Henery, P. M., Pearce, A., Henderson, M., & Katikireddi, S. V. (2023) · BMJ · doi:10.1136/bmj-2022-073552 · Cited by 158 · see citing works
Liu, D., & Brown, B. (2014) · Computers in Human Behavior · doi:10.1016/j.chb.2014.06.003 · Cited by 157 · cited 2× · see citing works
“However, both the exposure to and the extremity of upward comparisons were positive predictors of higher depressive symptoms, which is consistent with previous research (Liu and Brown, 2014; Lup et al., 2015; Yoon et al., 2019).”
Scully, M., Swords, L., & Nixon, E. (2023) · Irish Journal of Psychological Medicine · doi:10.1017/ipm.2020.93 · Cited by 156 · see citing works
Cingel, D. P., Carter, M. C., & Krause, H.-V. (2022) · Current Opinion in Psychology · doi:10.1016/j.copsyc.2022.101304 · Cited by 146 · cited 2× · see citing works
“It has become increasingly clear, however, that the influence of SNSs varies based on the context, with outcomes ranging from positive to harmful (Cingel et al., 2022; Krause et al., 2019).”
Muris, P., & Otgaar, H. (2023) · Psychology Research and Behavior Management · doi:10.2147/prbm.s402455 · Cited by 145 · cited 1× · see citing works
“Meta-analytic evidence of correlational studies indicates medium-sized correlations between global self-esteem and both life satisfaction (Diener and Diener, 1995) and wellbeing (Muris and Otgaar, 2023).”
A mixed method approach to examining Facebook use and its relationship to self-esteem
Tazghini, S., & Siedlecki, K. L. (2013) · Computers in Human Behavior · doi:10.1016/j.chb.2012.11.010 · Cited by 142 · cited 1× · see citing works
“For example, the majority of studies either focus solely on Facebook (Gonzales and Hancock, 2011; Tazghini and Siedlecki, 2013; Vogel et al., 2014) or on Instagram (Dion, 2016; Hill and Denman, 2016; Paramboukis et al., 2016).”
Donnellan, M. B., Trzesniewski, K. H., & Robins, R. W. (2011) · doi:10.1002/9781444343120.ch28 · Cited by 140 · see citing works
Fatt, S. J., Fardouly, J., & Rapee, R. M. (2019) · New Media & Society · doi:10.1177/1461444818821064 · Cited by 136 · see citing works
McComb, S. E., & Mills, J. S. (2021) · Body Image · doi:10.1016/j.bodyim.2021.12.003 · Cited by 136 · see citing works
Ho, S. S., Lee, E. W. J., & Liao, Y. (2016) · Social Media + Society · doi:10.1177/2056305116664216 · Cited by 128 · see citing works
Haddad, J. M., Macenski, C., Mosier-Mills, A., Hibara, A., Kester, K., Schneider, M., Conrad, R. C., & Liu, C. H. (2021) · Current Psychiatry Reports · doi:10.1007/s11920-021-01288-y · Cited by 121 · see citing works
A motivational framework of social comparison.
Diel, K., Grelle, S., & Hofmann, W. (2021) · Journal of Personality and Social Psychology · doi:10.1037/pspa0000204 · Cited by 103 · see citing works
Self-esteem and suicidal behaviour in youth: A meta-analysis of longitudinal studies
Soto‐Sanz, V., Blanco, M., Cebrià, A. I., et al. (2019) · Psicothema · doi:10.7334/psicothema2018.339 · Cited by 98 · see citing works
Tiggemann, M., & Anderberg, I. (2020) · Body Image · doi:10.1016/j.bodyim.2020.10.001 · Cited by 98 · cited 3× · see citing works
“With the rise of trends such as “fitspiration” and content showcasing muscular male bodies (Tiggemann and Anderberg, 2020), men are increasingly subject to idealized body standards, which may lead to similar psychological outcomes as observed in women.”
InfluentialOnline social capital: recent trends in research
Spottswood, E. L., & Wohn, D. Y. (2020) · Current Opinion in Psychology · doi:10.1016/j.copsyc.2020.07.031 · Cited by 94 · cited 1× · see citing works
“While the effects of SNSs use are unlikely to be entirely negative (e.g., Smith et al., 2021; Spottswood and Wohn, 2020), a substantial body of research suggests a strong association with poorer mental health outcomes.”
The impact of social network sites on mental health: distinguishing active from passive use
Verduyn, P., Gugushvili, N., & Kross, E. F. (2021) · World Psychiatry · doi:10.1002/wps.20820 · Cited by 92 · cited 1× · see citing works
“Indeed, it has been proposed that passive SNSs use— where individuals consume content without interacting with others— can be damaging to wellbeing, while active use—where individuals interact with others—has a neutral or even beneficial effect (Verduyn et al., 2021).”
Wallinheimo, A.-S., & Evans, S. (2021) · Healthcare · doi:10.3390/healthcare9040393 · Cited by 85 · see citing works
Wang, X., Wang, X., Min, G., Hao, F., & Chen, C. L. P. (2020) · IEEE Transactions on Cybernetics · doi:10.1109/tcyb.2020.2977322 · Cited by 76 · cited 2× · see citing works
“Participants who frequently used Facebook and received a large amount of social feedback had better physical self-esteem which is in line with Wang et al. (2020), who explored the mediating role of positive social feedback in the relationship between SNSs use and physical self-esteem (Wang et al.,…”
Barron, A. M., Krumrei-Mancuso, E. J., & Harriger, J. A. (2021) · Body Image · doi:10.1016/j.bodyim.2021.01.003 · Cited by 72 · see citing works
Low Self-Esteem as a Risk Factor for Eating Disorders: A Meta-Analysis
Colmsee, I.-S. O., Hank, P., & Bošnjak, M. (2021) · Zeitschrift für Psychologie · doi:10.1027/2151-2604/a000433 · Cited by 68 · see citing works
Self-Esteem and Risk Behaviours in Adolescents: A Systematic Review
Martínez-Casanova, E., Jurado, M. D. M. M., & Fuentes, M. D. C. P. (2024) · Behavioral Sciences · doi:10.3390/bs14060432 · Cited by 68 · see citing works
Social Media and Its Effects on Beauty
Henriques, M., & Patnaik, D. (2021) · Beauty - Cosmetic Science, Cultural Issues and Creative Developments · doi:10.5772/intechopen.93322 · Cited by 63 · cited 1× · see citing works
“The highly curated and idealized content prevalent on SNSs encourages users to engage in upward social comparisons, where they compare themselves to seemingly superior others (Henriques and Patnaik, 2020).”
Social Networking Site Use and Loneliness: A Meta-Analysis
Zhang, L., Li, C., Zhou, T., Li, Q., & Gu, C. (2022) · The Journal of Psychology · doi:10.1080/00223980.2022.2101420 · Cited by 58 · cited 1× · see citing works
“Furthermore, increased time spent on SNSs has been linked to heightened feelings of loneliness (Liu and Baumeister, 2016; Zhang et al., 2022), a greater incidence of eating disorders (Holland and Tiggemann, 2016; Sharma and Vidal, 2023), and lower life satisfaction (Huang, 2017).”
Irmer, A., & Schmiedek, F. (2023) · Communications Psychology · doi:10.1038/s44271-023-00013-0 · Cited by 58 · cited 2× · see citing works
“…results are in line with predictions from ranking theory (Gilbert, 1992) and the existing literature (Gerber et al., 2018; Schmuck et al., 2019; Irmer and Schmiedek, 2023), which both suggest that the behavioral and affective consequence of upward social comparisons, which were adaptative…”
Neff, K. D., & Tóth‐Király, I. (2022) · Springer eBooks · doi:10.1007/978-3-030-77644-2_36-1 · Cited by 56 · cited 1× · see citing works
“For instance, individuals with high self-compassion or emotional regulation skills may be better equipped to buffer the negative impact of upward comparisons by reframing them or reducing self-criticism (Neff and Tóth-Király, 2022).”
Sharma, A., & Vidal, C. (2023) · Journal of Eating Disorders · doi:10.1186/s40337-023-00898-6 · Cited by 53 · see citing works
Draženović, M., Vukušić Rukavina, T., & Machala Poplašen, L. (2023) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph20043392 · Cited by 50 · see citing works
An Exploratory Study of the Relationships between Narcissism, Self-Esteem and Instagram Use
Paramboukis, O., Skues, J., & Wise, L. Z. (2016) · Social Networking · doi:10.4236/sn.2016.52009 · Cited by 48 · cited 1× · see citing works
“For example, the majority of studies either focus solely on Facebook (Gonzales and Hancock, 2011; Tazghini and Siedlecki, 2013; Vogel et al., 2014) or on Instagram (Dion, 2016; Hill and Denman, 2016; Paramboukis et al., 2016).”
Gomez, M., Klare, D., Ceballos, N., Dailey, S., Kaiser, S., & Howard, K. (2022) · International Journal of Human–Computer Interaction · doi:10.1080/10447318.2021.1976510 · Cited by 47 · see citing works
Differences between Facebook and Instagram usage in regard to problematic use and well-being
Limniou, M., Ascroft, Y., & McLean, S. (2022) · Journal of Technology in Behavioral Science · doi:10.1007/s41347-021-00229-z · Cited by 37 · see citing works
Self-Harm Behaviour in Adolescents: Body Image and Self-Esteem
Oktan, V. (2017) · Journal of Psychologists and Counsellors in Schools · doi:10.1017/jgc.2017.6 · Cited by 36 · cited 1× · see citing works
“Additionally, body image has been reported to be negatively associated with self-harm (Oktan, 2017), as well as suicidal ideation and behavior (Angelakis et al., 2016).”
Prieler, M., Choi, J., & Lee, H. E. (2021) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph18030901 · Cited by 34 · see citing works
Reliability and validity of adolescents' scores on the body esteem scale
Cecil, H., & Stanley, M. A. (1997) · Educational and Psychological Measurement · doi:10.1177/0013164497057002012 · Cited by 27 · see citing works
Ahn, J., & Yang, Y. (2022) · American Journal of Sexuality Education · doi:10.1080/15546128.2022.2118199 · Cited by 23 · cited 1× · see citing works
“Correlational studies also suggest that global self-esteem is negatively associated with loneliness (Mahon et al., 2006), substance abuse (Martínez-Casanova et al., 2024), and risky sexual behavior (Ahn and Yang, 2023).”
Social network use and life satisfaction: a systematic review
Akkaş, C., & Turan, A. H. (2024) · Mental Health and Social Inclusion · doi:10.1108/mhsi-03-2023-0037 · Cited by 19 · cited 2× · see citing works
“Therefore, the consequences of these different SNSs may not be the same from one application to another, as this meta-analysis has shown (Akka ş and Turan, 2024).”
Social media ills and evolutionary mismatches: a conceptual framework
Lim, A. J., & Tan, E. (2024) · Evolutionary Psychological Science · doi:10.1007/s40806-024-00398-z · Cited by 18 · cited 1× · see citing works
“Indeed, our findings are in line with the mismatch hypothesis (Lim and Tan, 2024), which suggests that SNSs hijack our evolved social comparisons mechanisms by offering (too) abundant opportunities for upward comparisons.”
Junker, A., Nordahl, H. M., Bjørngaard, J. H., & Bjerkeset, O. A. (2018) · European Child & Adolescent Psychiatry · doi:10.1007/s00787-018-1197-x · Cited by 17 · see citing works
Gordesli, B. K., Leamy, M., Murrells, T., & Grealish, A. (2024) · PLOS ONE · doi:10.1371/journal.pone.0316365 · Cited by 15 · see citing works
Social Comparisons (Upward and Downward)
Guyer, J. J., & Vaughan‐Johnston, T. I. (2020) · Springer eBooks · doi:10.1007/978-3-319-24612-3_1912 · Cited by 14 · see citing works
Young, G., Smith, M. J., & Batten, J. (2022) · Youth · doi:10.3390/youth2030016 · Cited by 14 · see citing works
Beauty - Cosmetic Science, Cultural Issues and Creative Developments
Levine, M. P., & Santos, J. S. (2020) · IntechOpen eBooks · doi:10.5772/intechopen.77628 · Cited by 12 · see citing works
Adolescent Self Esteem and Instagram: An Examination of Posting Behavior
Hill, A., & Denman, L. (2016) · Concordia Journal of Communication Research · doi:10.54416/ntge5234 · Cited by 9 · cited 1× · see citing works
“For example, the majority of studies either focus solely on Facebook (Gonzales and Hancock, 2011; Tazghini and Siedlecki, 2013; Vogel et al., 2014) or on Instagram (Dion, 2016; Hill and Denman, 2016; Paramboukis et al., 2016).”
Ruddell, R. J. (2020) · University of British Columbia · doi:10.14288/1.0394068 · Cited by 8 · see citing works
The evolutionary roots of social comparisons
Benítez, M. E., & Brosnan, S. F. (2020) · Social Comparison, Judgment, and Behavior · doi:10.1093/oso/9780190629113.003.0017 · Cited by 3 · cited 1× · see citing works
“After all, social comparisons did not emerge with SNSs; it is a phylogenetically ancient ability that has likely been instrumental to navigating social hierarchies throughout human evolutionary history (Benítez and Brosnan, 2020; Gilbert et al., 1995).”
Flagged first, then by citations
2 of the 119 references couldn’t be matched to a known paper.
Research works printed but not linked: 4
- Dion, 2016, The effect of Instagram on self-esteem and life satisfactionJ. Pediatr
- Duclos, 1996, Relations familiales et estime de soi des enfants asthmatiques de la maternelle à la troisième année
- Le Blanc-Brillon, 2023, Social media: the mediating effect of social comparison on self-esteem and body-esteem
- Rosenberg, 1965, Rosenberg self-esteem scale (RSE), Acceptance Commitment Therapy. Measures Package, 61, 18
Cited by
Sorted by citations
Huang, R., & Guo, H. (2026) · PLoS ONE · doi:10.1371/journal.pone.0347751 · Cited by 1 · see citing works
Editorial: The role of technology and social media in sport
Levy, S., Barry, C. T., & Vveinhardt, J. (2025) · Frontiers in Sports and Active Living · doi:10.3389/fspor.2025.1750115 · Cited by 1 · see citing works
Instagram Passive Active Use Measure (iPAUM): Development, validation and relation to self-esteem
Tølbøll, K. B., Gerson, J., & Plagnol, A. C. (2026) · Cyberpsychology Journal of Psychosocial Research on Cyberspace · doi:10.5817/cp2026-1-10
“…that self-esteem can either be boosted or reduced when using SNSs. Comparing oneself to other users via posted content on SNSs can reduce self-esteem (Le Blanc-Brillon et al., 2025; McComb et al., 2023), while receiving feedback on posted content can enhance self-esteem (Burrow & Rainone, 2017).”
Jeong, K.-H., & You, J. (2026) · Frontiers in Psychology · doi:10.3389/fpsyg.2026.1764875
“…in collectivist cultural settings, the broader concern for social evaluation and impression management extends beyond specific cultural boundaries, particularly within digitally mediated environments characterized by continuous peer visibility and social comparison (Le Blanc-Brillon et al., 2025).”
Zhang, Q., Yang, Z., Xiao, X., Zhou, X., & Hu, Y. (2026) · Frontiers in Psychology · doi:10.3389/fpsyg.2026.1823002
Shah, A. S., Shah, S. A., Shah, A., Sharma, A., & Proulx, C. A. (2026) · medtigo Journal of Neurology and Psychiatry · doi:10.63096/medtigo3084326
Instagram and Mental Health: Scoping Review with ☸SAIMSARA
SAIMSARA (2026) · SAIMSARA Journal · doi:10.62487/saimsara429bcd77
Lourenço, A. A., Valente, S. N., & Paiva, M. O. (2026) · Creative Education · doi:10.4236/ce.2026.175047
He, Y., & Zhou, X. (2026) · Frontiers in Psychology · doi:10.3389/fpsyg.2026.1795151
Arjmand, R., Pour, B. G. H., & Amani, M. (2026) · Discover Psychology · doi:10.1007/s44202-026-00759-8
“Elevated scores in females align with greater engagement in upward social comparison on visually oriented platforms, which can erode self-confidence and heighten vulnerability to problematic use via relational motives [47, 48].”
Studi Kasus Tentang Self-Esteem pada Individu dengan Kecenderungan Fetisisme
Fadilah, A. A., Octavianti, N., & Saputra, D. (2026) · JURNAL DIVERSITA · doi:10.31289/diversita.v12i1.17958
Jing, Z. (2026) · SSRN Electronic Journal · doi:10.2139/ssrn.7301063
Social comparisons on social media and mental health: A systematic review and meta-analysisPreprint
Hoppen, T. H., Höfer, L., Schlechter, P., Holling, H., Mutz, J., & Nexhmedin Morina, B. (2026) · medRxiv · doi:10.64898/2026.09.15.26363124
Uso problemático de redes sociales, autoconcepto y bienestar en estudiantes universitarios
Pino-Peña, A., Pimienta-Arrieta, B., Padilla-Vega, C., Vitola-Robles, F., & Sánchez-Villegas, M. (2026) · Revista de Psicología Universidad de Antioquia · doi:10.17533/udea.rp.e361857
Analyzing Mental Health Impact of Social Media Using OLS Regression and Mediation Analysis
Samosir, A. I., & Meiliana (2026) · International Conference on Information Management and Technology (ICIMTech) · doi:10.1109/icimtech202671078.2026.11698953
Popov, M. Y. (2026) · S S Korsakov Journal of Neurology and Psychiatry · doi:10.17116/jnevro202612609241
- Authors
- Le Blanc-Brillon, J., Fortin, J.-S., Lafrance, L., & Hétu, S.
- Affiliations
- Université de Montréal (CA)
- ORCID
- Hétu, Sébastien
- Venue
- Frontiers in Psychology
- Publisher
- Frontiers Media SA
- Published
- 2025-08-08
- Volume
- 16
- Pages
- 1597241-1597241
- ISSN
- 1664-1078 (ISSN-L)
- PMC
- PMC12370522
- OpenAlex
- W4413254970
- Semantic Scholar
- 06a139806cd0ddc04166a852e0d2073d113f5b96
- Cited by
- 16
- References
- 119
- Citations by year
- 2026: 15 · 2025: 1
- FWCI
- 27.84
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Frontiers in Psychology (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (submittedVersion, cc-by)
- PubMed Central (submittedVersion, cc-by)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- Natural Sciences and Engineering Research Council of Canada (05698, rgpin-2018-05698, RGPIN 2018)
- Fonds de Recherche du Québec - Santé (282269)
- Topics
- Social Sciences › Sociology and Political Science › Impact of Technology on Adolescents
- Social Sciences › Psychology › Clinical Psychology › Body Image and Dysmorphia Studies
- Social Sciences › Psychology › Social Psychology › Mental Health via Writing
- Keywords
- social comparison, social media use, self-esteem, physical self-esteem, depressive symptoms, upward social comparison, downward social comparison, Instagram, Facebook, social feedback, young adults, mental health, COVID-19 pandemic
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-26.
Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-26.
Cited sources are checked by gpt-6-sol.
Statistics and arithmetic are recomputed, not judged.
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