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Social comparisons on social media: online appearance-related activity and body dissatisfaction in adolescent girls

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Introduction: Adolescents' engagement with online social networking platforms is advancing at an exponential rate and research is needed to investigate any impact on young users' mental health. This study examined appearance-related activity (e.g. looking at photos of friends) on social media and body dissatisfaction among adolescent girls. Methods: Self-report measures of online appearance-related activity, social comparisons to female target groups, internalization of the thin ideal, body dissatisfaction, and self-esteem were administered to 210 girls (mean age = 15.16 years). Results: Body dissatisfaction was significantly related to (i) time spent engaged in social comparisons and (ii) upward social comparisons with various female targets while online. Evaluating oneself less favorably than the target group of close friends was most strongly associated with poorer body image appraisals. Serial multiple mediation analysis revealed that even after controlling for age and self-esteem, time spent engaged in social comparisons significantly mediated the relationship between online appearance-related activity and body dissatisfaction. This association was then further partially mediated by internalization of the thin ideal, which significantly mediated the relationship between time engaged in social comparisons and body dissatisfaction. Discussion: Results are discussed in terms of online social media platforms representing an additional appearance culture environment for adolescent girls. The effects of this on the mental health of vulnerable users and how future research should investigate protective factors that may buffer young girls from the adverse effects of social media are considered.
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Social comparisons on social media: online
appearance-related activity and body dissatisfaction in
adolescent girls
M. Scully, L. Swords* and E. Nixon
School of Psychology and Trinity Research in Childhood Centre, Trinity College Dublin
Introduction: Adolescentsengagement with online social networking platforms is advancing at an exponential rate and research is
needed to investigate any impact on young usersmental health. This study examined appearance-related activity (e.g. looking at
photos of friends) on social media and body dissatisfaction among adolescent girls.
Methods: Self-report measures of online appearance-related activity, social comparisons to female target groups, internalization of
the thin ideal, body dissatisfaction, and self-esteem were administered to 210 girls (mean age =15.16 years).
Results: Body dissatisfaction was significantly related to (i) time spent engaged in social comparisons and (ii) upward social
comparisons with various female targets while online. Evaluating oneself less favorably than the target group of close friends
was most strongly associated with poorer body image appraisals. Serial multiple mediation analysis revealed that even after con-
trolling for age and self-esteem, time spent engaged in social comparisons significantly mediated the relationship between online
appearance-related activity and body dissatisfaction. This association was then further partially mediated by internalization of the
thin ideal, which significantly mediated the relationship between time engaged in social comparisons and body dissatisfaction.
Discussion: Results are discussed in terms of online social media platforms representing an additional appearance culture envi-
ronment for adolescent girls. The effects of this on the mental health of vulnerable users and how future research should investigate
protective factors that may buffer young girls from the adverse effects of social media are considered.
Received 07 January 2020; Revised 31 July 2020; Accepted 07 August 2020
Key words: Adolescence, appearance-related activity, body dissatisfaction, social comparison, social media.
Introduction
Sociocultural models of body dissatisfaction emphasize
the role of the media in the onset, development, and
maintenance of negative evaluative body image
(Thompson et al. 1999). While extensive research has
examined the effect of more traditional forms of media,
like magazines and TV (e.g. Grabe et al.2008), less
research has investigated how newer forms of media
such as Internet-based social networking sites (SNSs)
are impacting upon usersappraisals of their body size
and shape (Holland & Tiggemann, 2016). Fewer studies
still have investigated this with a focus on adolescent
girls, a group more likely to engage in excessive online
social networking (e.g. Kelly et al. 2019) and report more
negative body image evaluations in comparison with
male peers (e.g. Jones, 2004; Lawler & Nixon, 2011;
Dooley et al. 2019). Given that body dissatisfaction
has been linked with a range of adverse outcomes,
including the onset of eating disorders (e.g. Stice &
Shaw, 2002), low self-esteem, increased negative affect
(Stice & Bearman, 2001), and significant emotional dis-
tress (Johnson & Wardle, 2005), examining factors that
contribute to lower levels of body satisfaction in this
vulnerable group is of critical importance for psycho-
logical research in order to improve targeted preven-
tion and early intervention endeavors.
Recent years have witnessed the proliferation and
increasing popularity of online social media and net-
working sites like Facebook, Snapchat, or Instagram.
Mobile devices provide convenient access to the
Internet to the extent that a recent US report stated that
45% of adolescents claim they are online almost con-
stantly(Pew Research Centre, 2018). Considering these
rates of exposure, it is imperative to investigate how
this new form of media may be contributing to the body
image appraisals of adolescent users.
Adolescence is a time when identity is being forged.
Physical appearance is highly valued to the extent that
it is the most important predictor of adolescentsoverall
self-worth (Harter, 2006). Thinness, for girls, is deemed
an advantageous attribute for peer acceptance in a
developmental period where the peer group gains sig-
nificant saliency and group acceptance is highly impor-
tant (Oliver & Thelen, 1996). Indeed, sociocultural
models also highlight how peers play an important role
in identifying and reinforcing appearance ideals and
beauty standards (Thompson et al. 1999). Engagement
*Address for correspondence: Lorraine Swords, School of
Psychology, Trinity College Dublin (Email: swordsl@tcd.ie)
Irish Journal of Psychological Medicine, page 1 of 12. © The Author(s), 2020. Published by Cambridge University Press on behalf of The College of
Psychiatrists of Ireland ORIGINAL RESEARCH
doi:10.1017/ipm.2020.93
in peer appearance conversations and receipt of peer
appearance criticism are common everyday inter-
actions among adolescents in many Western cultures
(e.g. Jones et al. 2004; Carey et al. 2010; Lawler &
Nixon, 2011; Webb et al. 2014; Kierans & Swords,
2016; Trekels & Eggermont, 2017). In Ireland, adoles-
cents have reported being influenced by the appearance
values and behaviors of their peers (Kierans & Swords,
2016), and peer appearance conversations and criticism
have been linked with body dissatisfaction, particularly
among young girls who have a greater propensity to
discuss appearance ideals compared with their male
counterparts (Lawler & Nixon, 2011). Thus, SNSs
may represent a distinct platform where body dissatis-
faction levels can be exacerbated due to the strong peer
presence on the site and the constant stream of photos
and social information that is being perpetuated
through the newsfeed feature (Perloff, 2014).
While the literature has reported that time spent on
SNSs is significantly related to body image concerns
(Fardouly & Vartanian, 2015; de Vries et al. 2016) and
depressive symptoms (e.g. Kelly et al. 2019), it appears
that the type of activity engaged in while online is
worth further consideration (e.g. Tiggemann &
Miller, 2010; Tiggemann & Slater, 2013). For example,
Meier and Gray (2014) noted how it was not the fre-
quency or quantity of Facebook use among adolescents
that predicted their levels of body dissatisfaction, but
rather the extent to which adolescents engaged in
appearance-related activities such as viewing, tagging,
or commenting on images of themselves or others.
Similarly, Tiggemann and Miller (2010) found that it
was adolescent girlsengagement with appearance-
focused content while online that was associated with
crucial mediating mechanisms implicated in the proc-
esses linking media exposure and body dissatisfaction
such as internalization of the thin ideal and social
comparisons. Internalization of the thin ideal refers to
the degree to which an individual cognitively buys
intosociocultural ideals, ascribes personal relevance
to them, and seeks to pursue these often unattainable
goals (Thompson & Stice, 2001). Thin ideal media have
been shown to induce girlsand womens internaliza-
tion of sociocultural ideals and their propensity toward
appearance comparisons (Keery et al. 2004).
Social comparisons are at work when individuals
evaluate and determine their personal worth based
on perceptions of how they measure up to others across
a range of domains Thompson and Stice (2001).
Festingers Social Comparison Theory (1954) proposes
that individuals increase rates of social comparisons
when they are unsure of themselves. This aspect of
the theory may be particularly relevant for adolescents
who, according to Erikson (1959), are undergoing an
identity crisisand may turn to peers to obtain social
information about the self in order to reduce uncer-
tainty and forge their identity (Abrams & Hogg, 1988;
Butzer & Kuiper, 2006).
In their systematic review on the impact of SNSs on
body image and disordered eating outcomes, Holland
and Tiggemann (2016) suggest that engaging in social
comparisons mediated the relationship between time
online and body image appraisals. Further to this, in
their sample of female university students, Fardouly
and Vartanian (2015) identified the value of examining
both the frequency and direction of comparisons, par-
ticularly upward comparisons, where ones own
appearance is perceived to be less appealing or attrac-
tive than others. This practice has been associated with
lower self-esteem (Allan & Gilbert, 1995), higher body
dissatisfaction rates (Ricciardelli & McCabe, 2001),
and disordered eating (Saunders & Eaton, 2018). It
has been reported that adolescent girls engage in this
behavior more frequently than adolescent boys
(Jones, 2001) with social targets for such comparisons
including peers, family members, and celebrities
(Krayer et al. 2008). With SNSs like Facebook uploading
over 350 million pictures to its platform every day
(Social Report, 2018), the Internet offers increased
opportunities for adolescent users to engage in social
comparisons. Indeed, it is suggested that individuals
who have a high social comparison orientation may
be drawn to these sites for this very reason (Vogel
et al. 2015).
Sociocultural models (e.g. Thompson et al. 1999)
have been tested repeatedly in the literature and have
received empirical support for their proposition that
the media influences body dissatisfaction levels
through the mediating processes of internalization
and social comparisons (e.g. Keery et al. 2004). These
mediating mechanisms are important for explaining
variation in body dissatisfaction rates. For example,
research has found that although most female adoles-
cents are aware of depictions of the thin idealin the
media (Milkie, 1999), the extent to which girls deem
them to be personally relevant or attainable varies.
Objectification theories (e.g. Fredrickson & Roberts,
1997) have also attempted to explain the effect of the
media on body image appraisals. They propose that
the pervasive promotion of appearance ideals for girls
and women through media channels induce women
and girls to relentlessly and self-consciously monitor
and compare their bodiesexternal appearance and
internalize how they expect others to perceive them,
a process termed as self-objectification.
The present study
When exposed to media portrayals of the thin ideal,
body surveillance, or the monitoring of outward
2M. Scully et al.
appearance, and the processes of internalization and
social comparisons are argued to underlie higher levels
of body dissatisfaction. Although there has been a pro-
liferation of studies examining the effects of social
media usage on body image with young adults in recent
years, adolescents have not been afforded the same
attention within the literature (Holland & Tiggemann,
2016). These populations, from sequential but differ-
ent periods of the life course, should not be assumed
to be the same in terms of psychological processes and
outcomes. Self-esteem, for example, has been shown to
decline during adolescence (Robins & Trzesniewski,
2005) but to increase gradually during emerging adult-
hood (Chung et al. 2014). Furthermore, the popularity of
SNSs among adolescent girls (e.g. Kelly et al. 2019) who
are a group already noted to have widespread dissatis-
faction with their body shape and weight (e.g. Dooley
et al. 2019) is particularly concerning. More work is
needed to examine the processes at work.
In the present study, Facebook is the SNS in focus.
Facebook is the most popular social network in the
world (Statista, 2019a) and is one of the most used
among teenagers, such that a majority of adolescents
across the US and UK are active members (Pew
Research Centre, 2018; Ofcom, 2019). As adolescent
girls use social media sites, particularly those like
Facebook that are visually oriented, more than their
male counterparts (Pew Research Center, 2018), these
sites may be acting as a unique platform for social com-
parisons with the female peer group.
Research has found that exposure to peers who
closely typify the thin ideal heightens body dissatisfac-
tion levels in young women (Krones et al. 2005). Social
comparisons to peers rather than celebrities may afford
different outcomes for body image concerns as peer
appearances may be evaluated as being more moderate
and personally attainable due to peerssimilar lifestyles
and resources (Mussweiler, 2003). Furthermore,
because users present idealized depictions of them-
selves online, this behavior may be distorting the reality
from which actual comparisons stem (Feinstein et al.
2013). The first aim of the present study is thus to
explore participantsreports of social comparisons with
proximal (e.g. close friends and family) and more distal
(e.g. celebrity) female targets. Comparisons will be
assessed in terms of both frequency and favorability,
where the appearance of others is perceived to be more
appealing than ones own. Associations with reported
body dissatisfaction will also be examined.
It also appears that measuring total time spent on
SNSs, which does not account for how this time is spent,
is less informative than specifically measuring time
spent engaging in appearance-related activities while
logged on. For example, members of Facebook can
access a wide range of features that allow them to
engage in activities such as live chat or video streaming,
playing games, posting comments or photographs,
or sharing links to content deemed interesting.
Obviously, many of these activities are not related to
physical appearance. As such, this study also aims to
ascertain among a sample of adolescent girls if there
is an association between appearance-related activities,
specifically, and body dissatisfaction. It draws upon
sociocultural and objectification models of body dissat-
isfaction to examine social comparisons and internali-
zation of the thin ideal as significant mediating
mechanisms.
Participant age and self-esteem, the attitude one has
toward the self, also referred to as self-worth or self-
image (Rosenberg, 1965), will be controlled for as
possible confounding variables. During adolescence,
self-esteem and body image judgments are rapidly
developing and fluctuating, with researchers highlight-
ing the inextricable link between the two (Harter, 2006;
van den Berg et al. 2010). In addition, various research
studies with samples of adolescents or young people
have found self-esteem to have varying mediating and
moderating roles in explaining sociocultural influences
on body dissatisfaction (e.g. Stice & Whitenton, 2002;
De Sousa et al. 2014; Ahadzadeh, Sharif, & Ong, 2017).
It appears that low self-esteem may contribute to girls
engagement in body comparisons and heighten levels
of internalization, and other processes that increase
vulnerability to body dissatisfaction (e.g. Durkin &
Paxton, 2002; Caqueo-Urízar et al. 2011). Of course, it
may also be the case that self-esteem is also influenced
by exposure to media portrayals of the thin ideal, com-
parisons, and internalization and body dissatisfaction.
Thus, controlling for a possible confounding variable
such as self-esteem reduces threats to the validity of
inferences that may be made about associations from
the mediation analysis.
In summary, the following two research hypotheses
were proposed: (1) there will be a positive association
between body dissatisfaction and adolescentsfre-
quency and favorability (i.e. direction) of comparisons
to proximal (e.g. close friends) and distal (e.g. celeb-
rities) female targets on SNSs like Facebook and
(2) Social comparisons and internalization of the thin
ideal will mediate associations between online appear-
ance-related activity and body dissatisfaction (while
controlling for age and self-esteem).
Methods
Participants
Participants (n=210) were female students aged
between 12 and 17 years (M=15.16, SD =1.17) from
three second-level schools in Ireland (one single-sex
Social Comparisons on Social Media 3
school, one fee-paying school, and one located in an
urban area. None were identified as being in receipt
of government support to tackle social or educational
disadvantage). All participants had completed at least
8 years of formal education.
Materials
Appearance exposure
The eight-item Photo Subscale devised by Meier
and Gray (2014) was used to determine how often
participants engage in appearance-related activities
(e.g. update your profile photoor view friendspho-
tos of themselves) while on Facebook. Participants
indicated their typical engagement with a photo-related
feature on a 5-point scale ranging from 0=almost never
or neverto 4=nearly every time I log onor 4=more often
than once a month, depending on the feature examined.
Scores can range from 0 to 32 with higher scores indicat-
ing higher engagement in appearance-related activities.
Internal consistency reliability in the present study was
acceptable (Cronbachsα=.82).
Comparisons to specific target groups
With regard to specific female target groups on
Facebook, participants completed items devised by
Fardouly and Vartanian (2015) to report the frequency
with which they make appearance comparisons (When
looking at photos of the following people, how often do
you compare your body to theirs?0=never to 4 =very
often) and the direction of these appearance compari-
sons (When comparing your body to each of the fol-
lowing people, how do you rate yourself?1=much
better to 7 =much worse). Higher scores indicated
greater tendencies to engage in social comparisons
and upward comparisons on Facebook, respectively.
The female target groups varied in relational
closeness and comprised family members,close friends
(i.e. females you are friends with on Facebook and regu-
larly hang out with), distal peers (i.e. females you know
on Facebook or otherwise but do not regularly hang out
with), and celebrities (e.g. actors, musicians, and
models). Scores obtained for each target group were
analyzed separately for both comparison measures.
Internalization of the thin ideal
The Thin-Ideal Internalization Scale has been utilized in
recent studies to measure levels of internalization of the
thin ideal within the female population (e.g. Stice et al.
2017). Using a 5-point response scale (0 =strongly
disagree to 4 =strongly agree), participants rated the
extent to which they agreed or disagreed with eight
statements relating to their levels of internalization such
as Slim women are more attractiveand Women with
toned bodies are more attractive. Scores can range from
0 to 40 with higher scores indicating higher levels of
internalization and lower scores on the scale indicating
lower levels of internalization. Internal consistency
reliability in the present study was high (Cronbachs
α=.90).
Body dissatisfaction
Using a 6-point response scale (0 =never,5=always),
participants completed the nine-item Body
Dissatisfaction Subscale of the Eating Disorder
Inventory (Garner et al. 1983) to rate statements about
their body image. Scores can range from 0 to 45 with
higher scores indicating higher levels of body dissatis-
faction. Internal consistency reliability in the present
study was acceptable (Cronbachsα=.83).
Self-esteem
Self-esteem was assessed using Rosenbergs Self-
Esteem Scale (Rosenberg, 1965). Using a 5-point
response scale (0 =strongly disagree to 4 =strongly
agree), participants rated the extent to which they
agreed or disagreed with 10 statements about their
self-esteem, such as, On the whole I am satisfied with
myself. Scores can range from 0 to 40, with higher
scores on the scale indicating higher levels of self-
esteem. Internal consistency reliability in the present
study was acceptable (Cronbachsα=.78).
Procedure
Ethical approval was granted by the School of
Psychology ethics committee within the authorsuni-
versity. After obtaining consent from school principals,
parent information and consent forms were sent home
with students which outlined the objectives of the
study. Students whose parents signed consent forms
were then provided with information sheets and assent
forms and invited to take part in the study. Parent
consent response rate was 59% and student assent
response rate was 100%. Data collection took place in
a group setting with a staff member present during
school hours between December 2015 and January
2016. Upon completion, questionnaires were collected
and all participants were debriefed verbally and in
writing.
Data analysis
Rule of thumbguidelines (e.g. Garver & Mentzer,
1999) proposing a critical sample sizeof 200 for path
analyses were consulted in advance of data collection.
Two hundred and ten participants completed the sur-
vey instrument. Their data were analyzed using the
Statistical Package for the Social Sciences (SPSS, version
4M. Scully et al.
23.0; IBM SPSS, Chicago, IL) and the process computa-
tion tool for SPSS (Hayes, 2017). Analyses of missing
data indicated that no item exceeded a missing rate
above 5%. Littles missing completely at random
(MCAR) tests indicated that these items were missing
completely at random and so scores were imputed
employing expectationmaximization algorithm
(Little & Rubin, 2002).
Results
There will be a positive association between body dis-
satisfaction and adolescentsfrequency and favorability
of comparisons to proximal (e.g. close friends) and dis-
tal (e.g. celebrities) female targets on Facebook.
Table 1shows how time spent engaged in social
comparisons with the target groups of family, close
friends, distal peers, and celebrities on Facebook was
significantly correlated with body dissatisfaction in
adolescent girls (all p<.001). Target-specific upward
comparisons were also significantly associated with
body dissatisfaction among the sample (all p<.01),
most particularly when adolescent girls perceive their
appearance as being worse than that of close
friends (r=.47).
Repeated measures analyses of variance (ANOVA)
tests revealed that participantsresponses to the differ-
ent target groups differed significantly with regard to
the time they spent engaging in social comparisons
(F(2.845, 591.8) =131.83, p<0.001; partial eta squared
.388) and the direction of these comparisons (F(2.154,
447.94) =134.4, p<0.001; partial eta squared .391). As
shown in Table 1, adolescent girls most frequently com-
pared their bodies with celebrities followed by close
friends, distal peers, and family. All mean frequency
scores were significantly different from each other at
p<.001, except for the mean difference between close
friends and distal peers which was significant at
p<.05. Body comparisons were found to all be in an
upward direction, with participants rating their bodies
least favorably when compared with celebrities, fol-
lowed by distal peers, close friends, and finally, family.
Comparisons between close friends and distal peers
were not significantly different from each other
(p=.134). All other means were significantly sta-
tistically different from each other at p<.001.
Social comparisons and internalization of the thin
ideal will mediate associations between online appear-
ance-related activity and body dissatisfaction (while
controlling for age and self-esteem).
Table 1. Bivariate and partial correlations between body dissatisfaction and the frequencies and direction of appearance comparisons to
specific target groups
Frequency of body comparisons Upward body comparisons
Family Close friends Distal peers Celebrities Family Close friends Distal peers Celebrities
Body dissatisfaction .313* (.105) .387* (.139) .391* (.089) .404* (.219*) .272* (.053) .470* (.233*) .427* (.145) .339* (.044)
*p<.01.
Figures inside parentheses are partial correlations where the frequency or direction (as applicable) of appearance comparisons to the other target groups was
controlled for.
Table 2. Mean (SD) ratings of the frequencies and directions of appearance comparisons to specific target groups on Facebook
Family Close friends Distal peers Celebrities
Frequency of body comparisons
When looking at photos of the following people, how often do
you compare your body to theirs?
0=never to 4 =very often*
.95 (1.03) 2.17 (1.12) 2.01 (1.14) 2.47 (1.21)
Upward body comparisons
When comparing your body to each of the following people,
how do you rate yourself?
1=much better to 7 =much worse**
4.18 (.82) 4.74 (1.04) 4.83 (.99) 5.76 (1.46)
*All means are significantly statistically different from each other at p<.001 except for the mean difference between close friends and distal peers which is
significant at p<.05.
**Any mean above 3.5 represents upward comparisons where participants rate their bodies less favorably than the targetsbodies. Comparisons between
close friends and distal peers are not significantly different from each other (p=.134). All other means are significantly statistically different from each other at
p<.001.
Social Comparisons on Social Media 5
Hayesprocess formulation for mediational regres-
sion (Hayes, 2017) was used to develop a serial multiple
mediator model to investigate the hypothesis that fre-
quently making social comparisons, upward compari-
sons, and internalization mediate the relationship
between Facebook appearance-related activity and
body dissatisfaction. Self-esteem and age were added
to the model as covariates so that their influence may
be statistically controlled for when estimating the other
relationships in the model. As body dissatisfaction was
significantly associated with time spent engaged in
social comparisons and the direction of these compari-
sons with all target groups, two new variables were
computed for this analysis to represent (i) the average
rating for how often participants reported that they
engaged in social comparisons while on Facebook
across all target groups and (ii) the average rating of
upward comparisons made while on Facebook with
all target groups.
Table 3displays the bivariate and partial correla-
tions among the values and Fig. 1displays the proposed
model. Significant paths are denoted with a bold line.
Overall, the model accounted for 39.32% of the
variance in body dissatisfaction levels [R2=.3932,
F(6, 168) =18.1406, p<.0001]. The direct effect of
Facebook appearance activity on body dissatisfaction
was not significant (b=.1316, SE =.0672, p>.05).
However, comparison frequency significantly medi-
ated this relationship so that more appearance activity
was associated with making more social comparisons
which was in turn associated with greater body dissat-
isfaction, resulting in a significant indirect effect
(b=.0697; 95% CI: .0129.1416). In addition, greater
internalization of the thin ideal further mediated the
indirect effect of Facebook appearance-related activity
and comparison frequency on body dissatisfaction
(b=.0278; 95% CI: .0041.0597). Other indirect effects
of Facebook appearance-related activity on body dissat-
isfaction were not significant. The strongest predictor of
body dissatisfaction was how frequently participants
compared their bodies to those of other girls (b=.2317,
SE =.0845, p<.05). Table 4contains the model
coefficients.
Discussion
The results of this study revealed that adolescent girls
body dissatisfaction was significantly related to appear-
ance-related activity engaged in while on Facebook.
Specifically, body dissatisfaction was significantly
related to (i) time spent engaged in social comparisons
and (ii) upward social comparisons with female celeb-
rities, close friends, peers, and family members while on
Facebook. Evaluating oneself more frequently in
comparison with celebrities and less favorably in
Table 3. Descriptive details for, and correlations between, key variables
M (SD)
Achieved
range
Body
dissatisfaction
Self-
esteem Internalization
Frequency of body
comparisons
Upward body
comparisons
Appearance
activity Age
Body dissatisfaction 29.42 (7.52) 545 1 .418* .370* .482* .480* .044 .254**
Self-esteem 26.61 (4.34) 1437 1 .115 .330* .498* .007 .014
Internalization 26.57 (5.92) 839 1 .466* .235* .115 .120
Frequency of body
comparisons
1.9 (.9) 04 1 .487* .266** .319*
Upward body comparisons 4.87 (.84) 27 1 .013 .108
Appearance activity 15.49 (5.08) 227 1 .023
Age (years) 15.16 (1.17) 1217 1
6M. Scully et al.
comparison with close friends was most strongly asso-
ciated with poorer body image appraisals. When
responses to all female targets were considered
together, time spent engaged in appearance-related
activity on Facebook was not found to be directly asso-
ciated with body dissatisfaction but had an indirect
relationship through the mediating mechanism of fre-
quent social comparisons and internalization of the thin
ideal. Thus, Facebook activities involving the appraisal
of ones own and othersphotographed images were
associated with more frequent social comparisons,
and engaging in frequent social comparisons was
related to body dissatisfaction. Furthermore, the rela-
tionship between frequent social comparisons and
body dissatisfaction was also mediated by internalisa-
tion of the thin ideal.
The sociocultural environment of SNSs
Jones (2004) describes the appearance culturethat is
often nurtured during adolescence where girls perceive
thinness as being an advantageous attribute for peer
acceptance. This study adds to existing research exam-
ining appearance culture among young Irish girls (e.g.
Lawler & Nixon, 2011; Kierans & Swords, 2015) but
extends it to focus on the influence of online SNS. It also
suggests that appearance-focused activity may indi-
rectly drive adolescent girlsbody dissatisfaction
through the mechanisms of social comparisons and
internalization of appearance ideals, aligning with
related research in the field (Groesz et al. 2002; Jones,
2004; Levine & Harrison, 2009). As such it also supports
sociocultural and objectification theories which state
that increased exposure to images of female targets
may instigate increased rates of social comparisons.
These comparisons highlight discrepancies between
ones own appearance and that of the societal norm
or expected standard. If self-evaluations are unfavora-
ble, they may exacerbate body dissatisfaction.
Importantly, individual levels of internalization may
be a critical underpinning factor in explaining individ-
ual variation in body dissatisfaction.
It may be the case that sites like Facebook are a
medium that exemplify the appearance culture of ado-
lescent girls, where users are uploading idealized
depictions of themselves (Feinstein et al. 2013). For
the first time, these sites afford adolescents the oppor-
tunity to view images of many other girls on digital
screens with on-demand access. Furthermore, photo-
graphs can be edited, cropped, and filtered which
may be elevating the number of photographs that emu-
late idealized versions of beauty for young adolescents.
Implications and interventions
Body dissatisfaction levels in early adolescence are the
single best predictor of body dissatisfaction levels in
late adolescence (Dion et al. 2015). Furthermore, body
dissatisfaction has been characterized as a significant
component of eating disorder onset, typically during
the late adolescent period, with girls being at greater
risk than boys (Rohde et al. 2015). As such, early inter-
vention is of critical importance. Previous literature has
supported the effectiveness of cognitive dissonance
interventions in reducing levels of internalization and
body dissatisfaction (e.g. Halliwell & Diedrichs, 2014).
Fig 1. Upward body comparisons, frequency of body comparisons, and internalization as mediators in the relationship between
Facebook appearance activity and body dissatisfaction while controlling for self-esteem and age. Standardized path coefficients are
presented. Bold lines indicate significant pathways.
(Total fffect: b=.0369, SE =.0700, p>.05; Direct effect: b=.1316, SE =.0672, p>.05; Indirect Effect: XM
1
Y=.0697, Boot SE =.0323,
95% CI =.0129 to .1416; XM
2
Y=.0196, Boot SE =.0216, 95% CI =.0729.0075; XM
3
Y=.0042, Boot SE =.0143, 95%
CI =.0339.0262; XM
1
M
2
Y=.0211, Boot SE =.0152, 95% CI =.0018.0569; XM
1
M
3
Y=.0278, Boot SE =.0142, 95%
CI =.0041.0597).
*p<.05, **p<.001.
Social Comparisons on Social Media 7
Media literacy programs have also elicited positive
results in reducing body dissatisfaction levels
(e.g. Watson & Vaughn, 2006). From the current results,
these interventions could be improved upon with the
addition of social media education focusing on the
appearance culturebeing promoted through sites like
Facebook. With previous interventions placing greater
emphasis on female adult models that are depicted in
the media through advertisements (e.g. Wilksch et al.
2006; Watson & Vaughn, 2006), future interventions
could focus on adolescent populations and inform
them how peers can present idealized versions of them-
selves on social media platforms (Zhao et al. 2008), by
cropping, editing, and filtering their photographs to
make themselves appear thinner and more attractive.
Limitations and future research
The current study was correlational in design and
therefore causation cannot be implied as other varia-
bles not controlled for may have been influencing the
results obtained. Future research in the area of social
media and body dissatisfaction could adopt experi-
mental designs to investigate whether time spent
engaged in social comparisons on sites like Facebook
are causally linked with levels of body dissatisfaction.
Future research could also examine the transactional
and reciprocal effects of social media. It is uncertain
whether vulnerability factors such as high levels of
internalization or body dissatisfaction predispose indi-
viduals to seek out content that instigates behaviors
such as social comparisons, or whether SNSs such as
Facebook cause individuals to engage in such behav-
iors due to the features they afford which may heighten
their levels of internalization and body dissatisfaction.
A recent study by Rousseau et al. (2017)withanadoles-
cent population suggests that body dissatisfaction posi-
tively predicts comparison on Facebook. In addition,
these authors noted that passive Facebook use, meaning
the the monit oring of other people s lives by viewing the
content of othersprofiles without direct exchanges
between the users(Frison & Eggermont, 2015:4),stimu-
lated increased rates of social comparisons that, in turn,
exacerbated body dissatisfaction levels.
Previous research has also found that the relation-
ships between variables outlined in sociocultural models
of body dissatisfaction vary depending upon the age,
gender, and sociocultural setting of the participants.
For example, cultural specificities are important factors
to consider when devising and analyzing sociocultural
models of body dissatisfaction, with the focus on
appearance potentially varying between countries. As
a case in point, one study noted how Australian partic-
ipants reported perceiving greater media and peer influ-
ence, internalization, and appearance comparisons
Table 4. Model coefficients for the effect of Facebook appearance activity on body dissatisfaction with frequency of comparisons, upward comparisons, and internalization as mediators and self-esteem and age as
covariates. Figures in parentheses represent values related to the unstandardized beta coefficients
Frequency of body comparisons Internalization Upward body comparisons
Coeff. SE p Coeff. SE p Coeff. SE p
Facebook appearance activity .3007 (.0532) .0668 (.0118) .0000 (.0000) .0218 (.0254) .0760 (.0885) .7741 (.7741) .1139 (.0189) .0668 (.0111) .0901 (.0901)
Frequency of body comparisons .4847 (3.1903) .0823 (.5416) .0000 (.0000) .4066 (.3806) .0723 (.0677) .0000 (.0000)
Upward body comparisons
Internalization
Self-esteem .3435 (.0711) .0654 (.0135) .0000 (.0000) .0190 (.0259) .0759 (.1033) .8027 (.8027) .4077 (.0790) .0667 (.0129) .0000 (.0000)
Age .3414 (.2612) .0673 (.0515) .0000 (.0000) .0454 (.2288) .0777 (.3913) .5595 (.5595) .0086 (.0062) .0683 (.0489) .8998 (.8998)
R²=.3122 F(3, 171) =25.8730, p=.0000 R²=.2107 F(4, 170) =11.3445, p=.0000 R²=.4019 F(4, 170) =28.5560, p=.0000
8M. Scully et al.
compared with their French counterparts (Rodgers et al.
2011). The authors reasoned that Australian women may
be more greatly influenced by Western ideals of beauty
due to Australia being a largely English-speaking coun-
try and therefore more susceptible to the influences of the
US diet industry and culture. The authors further rea-
soned that the French culture may act as a buffer
for young French women where attitudes around food
and diet have been described as being more positive
than other Western countries (Holdsworth, 2008).
Furthermore, associations within sociocultural models
have been found to be stronger for girls than boys
(Papp et al. 2013). It may also be the case that parental
influences on body image are stronger for younger ado-
lescents compared with older adolescents and young
adults (Shroff & Thompson, 2006). Given these findings,
further attention is warranted to extrapolate how the
effects of online media exposure can vary depending
upon an individuals sociocultural environment, gender,
and age.
Future research might consider looking to other
established models of body image appraisals (e.g.
Tripartite Model of Body Dissatisfaction) to determine
potential additional variables that may explain adoles-
cent body image dissatisfaction following exposure to
online media platforms. The development of a compre-
hensive model, incorporating mediating and moderat-
ing variables, that specifies social medias potential
effect on adolescent body image appraisals, would also
further explain its role in comparison to other tradi-
tional forms of media outlets (Prieler & Choi, 2014).
Considering the proliferation of research within the
positive body image literature, future research could
also benefit from examining protective factors that
may buffer young girls from the more adverse effects
of social media sites. Emerging research has highlighted
how young women who were exposed to body-positive
posts experienced improvements in mood, body satis-
faction, and body appreciation in comparison to being
exposed to thin ideal and appearance-neutral posts
(Cohen et al. 2019).
The theory also suggests that the impact of social
comparisons on self-evaluations can vary depending
on the comparative targets distance, extremity, and
attainability in relation to the self (Mussweiler, 2003;
Mussweiler et al. 2005). If an individual believes a
desirable attribute in another is attainable, they may
be inspired and assimilate with them, whereas
contrasting effects may occur when an individual
believes that such an attribute is outside their realm
of ability (Lockwood & Kunda, 1997). For example,
Mussweilers(2003) Selective Accessibility Model sug-
gests that celebrities represent an unattainable, psycho-
logically distant, and extreme target of comparison for
adolescent girls. Consequently, social comparisons to
close friends and family rather than celebrities or distal
peers may afford different outcomes for body image
concerns as close friendsappearances may be evalu-
ated as being more personally attainable and less
extreme due to their similar lifestyles and resources
(Kierans & Swords, 2015).
Finally, it would be interesting to explore how other
SNSs, particularly those with an exclusively visually
focused platform such as Instagram, impact upon
usersmental health. Given Instagrams popularity
among adolescents (Statista, 2019b) and its focus on vis-
ual representations of the self (e.g. uploading of selfies),
exploring if engagement was associated with a height-
ened risk for experiencing elevated levels of body dis-
satisfaction for adolescent girls would be worthwhile.
Conclusion
The constant stream of appearance-focused content
being perpetuated through the newsfeed feature on
Facebook may afford greater opportunities to vulner-
able adolescents to engage in social comparisons with
female targets (Perloff, 2014). The present study sug-
gests that frequent engagement in social comparisons,
less favorable self-evaluations, and a tendency toward
internalization of appearance ideals are all important
processes in explaining how adolescent girlsonline
appearance-related activities are related to negative
body image appraisals. It thus appears that Facebook
represents an additional appearance culture environ-
ment for female adolescents. With technology and the
use of social networking platforms advancing at an
exponential rate, research is continually needed to
investigate any impact on young usersmental health.
Conflicts of interest
Maeve Scully, Lorraine Swords, and Elizabeth Nixon
have no conflicts of interest to disclose.
Ethical standards
The authors assert that all procedures contributingto this
work comply with the ethical standards of the relevant
national and institutional committee on human experi-
mentation with the Helsinki Declaration of 1975, as
revised in 2008. The study protocol was approved by
the ethics committee of the participating institution.
Financial support
This research received no specific grant from any fund-
ing agency, commercial, or not-for-profit sectors.
Social Comparisons on Social Media 9
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12 M. Scully et al.
... The multidimensional paradigm shift brought about by social networks has altered, among many other aspects, individuals' relationship with themselves concerning body satisfaction and selfesteem. Numerous studies have shown that constant exposure to social networks like Instagram, which daily bombards its users with images of perfect and idealized bodies, promotes physical comparison behaviors [1], body dissatisfaction [2,3], and low self-esteem [4] due to the pressure generated by unattainable beauty standards that have evolved significantly in recent years and are now greatly influenced by social networks [5]. Body dissatisfaction, as well as damaged self-esteem, increase the likelihood of suffering from an eating disorder (ED) [6,7] or disorders such as muscle dysmorphia or body dysmorphia [3], as well as presenting low emotion regulation [8], depression, or anxiety [9,10]. ...
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Our study focused on investigating the impact of Instagram use on body satisfaction and self-esteem among participants aged 20 to 40 years (N = 95) through a cross-sectional survey design in which the Rosenberg Self-Esteem Scale, the Body Shape Questionnaire (BSQ), and ad hoc designed questions were administered. The results highlight the influence of Instagram on body dissatisfaction (p = .005) but not on self-esteem (p = .211). Gender was not found to be an influential factor (p = .173). However, it was found that greater body satisfaction correlates with higher self-esteem and vice versa (p < .001). Finally, we concluded that the number of hours users in the sample spend on Instagram is related to greater body dissatisfaction but not to lower self-esteem.
... Although current research has established a connection between adolescents' experiences of cyberbullying and the development of body image issues and EDs, the speci cs of how this relationship applies to particular forms of cyberbullying, such as ARC, are not yet fully comprehended Frisén & Berne, 2020). Cyberbullying, particularly when directed towards one's appearance, has been found to mediate adolescents' appearance-related experiences (Nixon, 2014;Scully et al., 2020;Steinsbekk et al., 2021). Like its traditional counterparts, ARC is most common among adolescent females and is linked to individual's self-perception . ...
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Cyberbullying is associated with various mental health concerns in adolescents including body dissatisfaction and disordered eating behaviours. However, there is a significant research gap concerning the unique effects of appearance-related cyberbullying (ARC) on adolescent mental health. This study examined the prevalence and psychological consequences of ARC among middle to late adolescent females (aged 14–19 years, M age = 15.98, N = 336). Participants completed an online survey regarding their experiences of ARC, body image variables, and eating disorder symptomology. Findings indicate the widespread occurrence of ARC among adolescent females, with body shape and size emerging as predominant targets. Experiences of ARC-victimisation positively correlated with increased concerns about body shape, body shame, and eating disorder symptomology. Conversely, experiences of ARC-victimisation were negatively correlated with body esteem and body appreciation. Finally, appearance-related cybervictimisation was a significant predictor of adolescent females’ desire to pursue appearance alterations through methods such as dieting and exercising, altering self-presentation, and undergoing cosmetic procedures. These findings highlight the necessity for developing comprehensive strategies aimed at protecting the mental well-being of adolescent females by reducing the effects of ARC.
... On the other hand, girls' body image, selfesteem and mental health appear to be disproportionately affected compared to boys. Social media may specifically contribute to increased body image concerns by putting the focus on physical appearance through exposure to idealized images and quantifiable indicators of approval, as well as their own appearance (Choukas-Bradley et al., 2022;Scully et al., 2023). Social media's impact on mental health in teens is also influenced by age, self-esteem, and the nature of the user's engagement with social mediawhether active or passive (Blomfield Neira & Barber, 2014;Frison & Eggermont, 2016;Thorisdottir et al., 2019;Tsitsika et al., 2014;P. ...
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This report explores the potential implications of rapidly integrating Artificial Intelligence (AI) applications into children's environments. The introduction of AI in our daily lives necessitates scrutiny considering the significant role of the environment in shaping cognition, socio-emotional skills, and behaviors, especially during the first 25 years of cerebral development. As AI becomes prevalent in educational and leisure activities, it will significantly modify the experiences of children and adolescents, presenting both challenges and opportunities for their developmental trajectories. This analysis was informed by consulting with 15 experts from pertinent disciplines (AI, product development, child development, and neurosciences), along with a comprehensive review of scientific literature on children development and child-technology interactions. Overall, AI experts anticipate that AI will transform leisure activities, revolutionize education, and redefine human-machine interactions. While AI offers substantial benefits in fostering interactive engagement, it also poses risks that require careful considerations, especially during sensitive developmental periods. The report advocates for proactive international collaboration across multiple disciplines and increased research into how technological innovations affect child development. Such efforts are crucial for designing a sustainable and ethical future for the next generation through specific child-centered regulations, and helping to educate all potential stakeholders (regulators, developers, parents and educators, children) about responsible AI use and its potential impacts on child development.
... Specifically, this study found that participants reporting stronger thin ideal internalisation were more likely to engage in physical appearance comparisons (primarily concerning weight and shape) and eating and exercise comparisons (associated with adhering to the thin aesthetic). According to social comparison theory, women who have internalised the thin ideal more frequently engage in upwards-directed comparisons with peers and idealised media imagery (i.e., comparisons with others that are perceived as thinner and more attractive; Leahey et al., 2007;Rodgers et al., 2015;Scully et al., 2020). Therefore, it may be that participants in the current study who engaged more frequently in social comparisons, were more at risk of noticing wider discrepancies between themselves and others that they perceived as more closely embodying the thin ideal standard. ...
... Moreover, previous research has also found that the relationships between variables outlined in sociocultural models of body image vary depending upon the sociocultural setting of the participants. For example, cultural specificities are important factors to consider when devising and analyzing sociocultural models of body image, with the focus on appearance potentially varying between countries [82,83]. Further attention is warranted to extrapolate how the effects of positive body image can vary depending on an individual's sociocultural environment. ...
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This study aimed to examine the mediating role of body image coping strategies in the relationship between positive body image and wellbeing. Three hundred and seventy-two women and three hundred and seventy-seven men completed a questionnaire assessing body appreciation, body appreciation functionality, body compassion, body image coping strategies (appearance fixing, avoidance, positive rational acceptance), self-acceptance and overall psychological wellbeing. Path analysis showed that avoidance significantly mediated the relationship between body appreciation and overall psychological wellbeing among both women and men; its mediating role was confirmed for men's but not for women's self-acceptance. Positive rational acceptance was a significant mediator of the relationship between body compassion and both psychological wellbeing and self-acceptance among men but not among women. These findings show that higher body appreciation is associated with a lower tendency to avoid appearance-related cognitions or thoughts that are interpreted as threatening, with an indirect effect on women's and men's psychological wellbeing. Analogously, but only for men, body compassion is associated with mental activities and self-care behaviors that foster rational self-talk and the acceptance of one's experiences, which, in turn, are linked to higher wellbeing. These findings can help to plan programs aimed at fostering individuals' wellbeing by focusing on their positive body image considering gender differences.
... Celebrity culture and fan practices on social media can contribute to body image dissatisfaction among Chinese young female admirers (Willemse et al., 2021). The ubiquitous effect of celebrity standards, as well as comparing one's own body to the perceived ideal, can lead to body dissatisfaction, low self-esteem, and an increased risk of developing disordered eating practices (Scully et al., 2023). ...
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The purpose of this qualitative study was to empower the young Chinese fans on social media through artificial intelligence (as virtual influencers) to control their body image. The study aimed to investigate fans’ opinions, experiences, and obstacles in relation to body image perception, acceptance and satisfaction through in-depth interviews with 21 informants. Based on the interview questions and research aims and objectives, a total of 11 themes were formulated to perform the thematic analysis. According to the findings, fan involvement, social media use, and exposure to idealized body ideals of virtual influencers had an impact on body image perceptions and among Chinese young female fans. The findings also highlighted the relevance of social support and positive fan groups in fostering body image satisfaction. This study’s theoretical and practical implications add to the current literature by shedding light on the complex interplay between virtual celebrity, fan practices, social media and body image satisfaction. The study emphasizes the importance of focused interventions and support networks that meet the specific issues that Chinese young female fans experience in maintaining the confidence for embracing healthy body image. The study’s weaknesses and future research directions are also discussed
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Background: Negative body image in female adolescents is a sign of the times, but it is also a current global issue due to its implications for the onset of health-compromising behaviours and the increasing power of appearance-based social media. The aim of this study is to investigate the protective role of a life-skills based intervention during PE classes in adolescent girls against increasing body dissatisfaction resulting from body composition changes and to assess the impact of intervention on the skill of setting goals. Method: The study involved 81 female students aged 12–14 years and used a pre-test/post-test control group design. Students participating in a 15-lesson programme (experimental group) were compared to those who had regular PE lessons (control group). Students completed self-reported measures of the analysed life skills. Anthropometric and body composition measurements were also taken. Results: Despite more rapid biological changes during the programme (significantly higher waist circumference, waist-to-height ratio, BMI at post-test compared to the control group, not observed at baseline) the experimental group stayed at the same level of body dissatisfaction as at baseline (“mild concern”). In goal setting, lack of participation in the programme produced a negative change in the performance-avoid goal orientation (PAGO) dimension (p=0.005) in the control group. Conclusions: The study suggests that a preventive intervention targeting life skills can be successfully implemented in PE settings and have a probable mitigating effect on body image dissatisfaction, even in situations when subjects experience intensive biological changes.
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Because few prospective studies have examined predictors of body dissatisfaction—an established risk factor for eating disorders—the authors tested whether a set of sociocultural, biological, interpersonal, and affective factors predicted increases in body dissatisfaction using longitudinal data from adolescent girls (N = 496). Elevated adiposity, perceived pressure to be thin, thin-ideal internalization, and social support deficits predicted increases in body dissatisfaction, but early menarche, weight-related teasing, and depression did not. There was evidence of 2 distinct pathways to body dissatisfaction—1 involving pressure to be thin and 1 involving adiposity. Results support the contention that certain sociocultural, biological, and interpersonal factors increase the risk for body dissatisfaction, but suggest that other accepted risk factors are not related to this outcome.
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Background Evidence suggests social media use is associated with mental health in young people but underlying processes are not well understood. This paper i) assesses whether social media use is associated with adolescents' depressive symptoms, and ii) investigates multiple potential explanatory pathways via online harassment, sleep, self-esteem and body image. Methods We used population based data from the UK Millennium Cohort Study on 10,904 14 year olds. Multivariate regression and path models were used to examine associations between social media use and depressive symptoms. Findings The magnitude of association between social media use and depressive symptoms was larger for girls than for boys. Compared with 1–3 h of daily use: 3 to < 5 h 26% increase in scores vs 21%; ≥ 5 h 50% vs 35% for girls and boys respectively. Greater social media use related to online harassment, poor sleep, low self-esteem and poor body image; in turn these related to higher depressive symptom scores. Multiple potential intervening pathways were apparent, for example: greater hours social media use related to body weight dissatisfaction (≥ 5 h 31% more likely to be dissatisfied), which in turn linked to depressive symptom scores directly (body dissatisfaction 15% higher depressive symptom scores) and indirectly via self-esteem. Interpretation Our findings highlight the potential pitfalls of lengthy social media use for young people's mental health. Findings are highly relevant for the development of guidelines for the safe use of social media and calls on industry to more tightly regulate hours of social media use. Funding Economic and Social Research Council.
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The current study aimed to integrate and test the sociocultural model of disordered eating with theories explaining the impact of mass media on the development of disordered eating for users of three popular social networking platforms. Young women social networking site (SNS) users (age 18-24) who had never received an eating disorder diagnosis (N = 637) completed questions capturing their SNS gratifications and usage, body surveillance, social comparisons, body dissatisfaction, and eating pathology. Measures were administered in one online session. Model relationships were similar across users of all three SNS platforms: Facebook, Instagram, and Snapchat. Users of all platforms demonstrated a significant positive relationship between upward comparisons and disordered eating outcomes, and between body surveillance and disordered eating outcomes, although differences between models did emerge. Empirical findings support extending the sociocultural model of disordered eating to include SNS uses and gratifications.
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Objective: Because independent trials have provided evidence for the efficacy and effectiveness of the dissonance-based Body Project eating disorder prevention program, the present trial tested whether clinicians produce the largest intervention effects, or whether delivery can be task-shifted to less expensive undergraduate peer educators or to Internet delivery without effect size attenuation, focusing on acute effects. Method: In this study, 680 young women (Mage = 22.2 years, SD = 7.1) recruited at colleges in 2 states were randomized to clinician-led Body Project groups, peer-led Body Project groups, the Internet-based eBody Project, or an educational video control condition. Results: Participants in all 3 variants of the Body Project intervention showed significantly greater reductions in eating disorder risk factors and symptoms than did educational video controls. Participants in clinician-led and peer-led Body Project groups showed significantly greater reductions in risk factors than did eBody Project participants, but effects for the 2 types of groups were similar. Eating disorder onset over 7-month follow-up was significantly lower for peer-led Body Project group participants versus eBody Project participants (2.2% vs. 8.4%) but did not differ significantly between other conditions. Conclusions: The evidence that all 3 dissonance-based prevention programs outperformed an educational video condition, that both group-based interventions outperformed the Internet-based intervention in risk factor reductions, and that the peer-led groups showed lower eating disorder onset over follow-up than did the Internet-based intervention is novel. These acute-effects data suggest that both group-based interventions produce superior eating disorder prevention effects than does the Internet-based intervention and that delivery can be task-shifted to peer leaders.
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Facebook has been found to provide a fertile ground for social comparison. Emerging evidence indicates that social comparison may mediate the relationship between Facebook use and young people's body dissatisfaction. Yet, little work has been done on how these relationships evolve over time in adolescence and no study has examined the reciprocal relationships between passive Facebook use, social comparison, and adolescents' body dissatisfaction. To examine these reciprocal relationships, two-wave panel data (NTime1 = 1840) gathered among adolescents (ages 12–19) were analyzed. Cross-lagged structural equation models indicated that passive Facebook use at Time 1 predicted increases in boys' comparison on Facebook at Time 2. Comparison on Facebook at Time 2, in turn, was associated with more body dissatisfaction at Time 2. In addition, body dissatisfaction at Time 1 predicted increases in comparison on Facebook at Time 2. Comparison on Facebook at Time 2, in turn, was related to more passive Facebook use at Time 2, but less passive Facebook use over time. No gender differences were found for these opposite pathways. The discussion focuses on the explanation and understanding of these findings.
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Praise for the First Edition of Statistical Analysis with Missing Data “An important contribution to the applied statistics literature.... I give the book high marks for unifying and making accessible much of the past and current work in this important area.”—William E. Strawderman, Rutgers University “This book...provide[s] interesting real-life examples, stimulating end-of-chapter exercises, and up-to-date references. It should be on every applied statistician’s bookshelf.”—The Statistician “The book should be studied in the statistical methods department in every statistical agency.”—Journal of Official Statistics Statistical analysis of data sets with missing values is a pervasive problem for which standard methods are of limited value. The first edition of Statistical Analysis with Missing Data has been a standard reference on missing-data methods. Now, reflecting extensive developments in Bayesian methods for simulating posterior distributions, this Second Edition by two acknowledged experts on the subject offers a thoroughly up-to-date, reorganized survey of current methodology for handling missing-data problems. Blending theory and application, authors Roderick Little and Donald Rubin review historical approaches to the subject and describe rigorous yet simple methods for multivariate analysis with missing values. They then provide a coherent theory for analysis of problems based on likelihoods derived from statistical models for the data and the missing-data mechanism and apply the theory to a wide range of important missing-data problems. The new edition now enlarges its coverage to include: Expanded coverage of Bayesian methodology, both theoretical and computational, and of multiple imputation Analysis of data with missing values where inferences are based on likelihoods derived from formal statistical models for the data-generating and missing-data mechanisms Applications of the approach in a variety of contexts including regression, factor analysis, contingency table analysis, time series, and sample survey inference Extensive references, examples, and exercises Amstat News asked three review editors to rate their top five favorite books in the September 2003 issue. Statistical Analysis With Missing Data was among those chosen.
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Body-positive content on social media aims to challenge mainstream beauty ideals and encourage acceptance and appreciation of all body types. The present study aimed to investigate the effect of viewing body-positive Instagram posts on young women’s mood and body image. Participants were 195 young women (18–30 years old) who were randomly allocated to view either body-positive, thin-ideal, or appearance-neutral Instagram posts. Results showed that brief exposure to body positive posts was associated with improvements in young women’s positive mood, body satisfaction and body appreciation, relative to thin-ideal and appearance-neutral posts. In addition, both thin-ideal and body-positive posts were associated with increased self-objectification relative to appearance-neutral posts. Finally, participants showed favourable attitudes towards the body positive accounts with the majority being willing to follow them in the future. It was concluded that body-positive content may offer a fruitful avenue for improving young women’s body image, although further research is necessary to fully understand the effects on self-objectification.