| Literature DB >> 30092833 |
Sally Flynn1, Chris Noone2, Kiran M Sarma2.
Abstract
BACKGROUND: Previous studies have reported on positive and negative psychological outcomes associated with the use of social networking sites (SNSs). Research efforts linking Facebook use with depression and low self-esteem have indicated that it might be the manner in which people engage with the site that makes its use problematic for some people. The aim of the current study was to test a theoretical model of problematic Facebook use, using adult attachment style as the predictor variable of interest.Entities:
Keywords: Attachment; Facebook; Psychological distress; Self-esteem
Mesh:
Year: 2018 PMID: 30092833 PMCID: PMC6085659 DOI: 10.1186/s40359-018-0245-0
Source DB: PubMed Journal: BMC Psychol ISSN: 2050-7283
Overview and description of dependent variables of interest in the current study
| Facebook Behaviour | Description | Author (s) | Psychological correlate |
|---|---|---|---|
| Social comparison | Comparison of self in relation to others (may be an unconscious process) | [ | Low mood/depression |
| Impression management | Deliberate concealment of certain aspects of the self in order to present a positive self-image | [ | Low mood/depression |
| Self-disclosure | Over-sharing of personal information on ones Facebook profile | [ | Low mood/depression |
| Intrusive Facebook use | Use of Facebook resulting in interruption to daily activities | [ | Low mood/depression |
Fig. 1Graphical illustration of H1 in the current study
Fig. 2Graphical illustration of H2 and H3 in the current study
Descriptive statistics, means and standard deviations for the main study variables
| Variable | Mean | SD | Min | Max |
|---|---|---|---|---|
| Social comparison | 29.13 | 7.93 | 11 | 52 |
| Impression management | 49.70 | 10.49 | 23 | 81 |
| Self-disclosure | 0.35 | 0.33 | 0 | 1.30 |
| Intrusive - social | 2.28 | 2.35 | 0 | 13 |
| Intrusive - emotional | 1.94 | 2.80 | 0 | 19 |
| Intrusive - risky/impulsive | 5.94 | 5.23 | 0 | 28 |
| Attachment anxiety | 2.75 | 1.23 | 1 | 7 |
| Attachment avoidance | 2.51 | 1.05 | 1 | 6.67 |
| Stress | 9.60 | 7.31 | 0 | 42 |
| Depression | 5.85 | 7.41 | 0 | 42 |
| Anxiety | 3.99 | 5.04 | 0 | 33 |
| Self-esteem | 20.39 | 4.09 | 13 | 30 |
Correlation matrix of predictor and criterion variables in the current study
| Variable | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1. Social comparison |
| ||||||||||||||||
| 2. Impression management | 0.47** | – | |||||||||||||||
| 3. Self-disclosure | 0.40** | 0.21** | – | ||||||||||||||
| 4. Intrusive-social | 0.45** | 0.42** | 0.43** | – | |||||||||||||
| 5. Intrusive-emotional | 0.39** | 0.33** | 0.36** | 0.54** | – | ||||||||||||
| 6. Intrusive-risky/impulsive | 0.44** | 0.40** | 0.32** | 0.53** | 0.60** | – | |||||||||||
| 7. Attachment anxiety | 0.42** | 0.42** | 0.26** | 0.37** | 0.25** | 0.32** | – | ||||||||||
| 8. Attachment avoidance | 0.22** | 0.39** | 0.19** | 0.28** | 0.17** | 0.21** | 0.59** |
| |||||||||
| 9. Stress | 0.37** | 0.35** | 0.26** | 0.36** | 0.22** | 0.28** | 0.43** | 0.24** | – |
Note: ** p < .001
Correlation matrix of predictor and criterion variables in the current study
| Variables | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10. Depression | 0.33** | 0.35** | 0.21** | 0.33** | 0.16** | 0.27** | 0.47** | 0.36** | 0.72** | – | |||||||
| 11. Anxiety | 0.33** | 0.32** | 0.26** | 0.35** | 0.23** | 0.26** | 0.42** | 0.29** | 0.76** | 0.71** | – | ||||||
| 12. Total distress | 0.38** | 0.38** | 0.27** | 0.38** | 0.22** | 0.30** | 0.49** | 0.33** | 0.92** | 0.91** | 0.86** | – | |||||
| 13. Self-esteem | −0.26** | − 0.31** | −.012** | − 0.17** | − 0.15** | − 0.19** | − 0.32** | − 0.25** | −0.20** | − 0.19** | − 0.16** | − 0.20** | – | ||||
| 14. Daily time on Facebook | 0.11** | 0.06 | 0.17** | 0.24** | 0.20** | 0.32** | 0.08 | 0.03 | 0.10** | 0.12** | 0.11** | 0.12** | 0–.06 | – | |||
| 15.No. of Facebook friends | 0.19** | 0.10 | 0.13** | 0.08 | 0.13** | 0.22** | 0.17** | 0.09 | 0.10 | 0.06 | 0.11** | 0.01 | −0.03 | 0.15** | – | ||
| 16. Age | −0.19** | − 0.15** | −.00 | − 0.11** | −0.09 | − 0.22** | −0.14** | − 0.02 | −0.11** | − 0.12** | − 0.13** | 0–.13** | 0.12** | −0.11** | 0–.29** | – | |
| 17. Gender | 0.13** | .00 | −.00 | 0.03 | 0.11** | 0.08 | −0.06 | −0.17** | 0.05 | 0–.05 | .00 | .00 | −0.08 | 0.09 | −0.02 | −0.01 | – |
Note: ** p < .001
Hierarchical multiple regression analyses testing predictive models of attachment insecurity and problematic Facebook use
| Models | Self-disclosure | Intrusive-risky/impulsive | Social comparison | Impression management | Intrusive- social | Intrusive- emotional | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Predictors | B | SE B |
| B | SE B |
| B | SE B |
| B | SE B |
| B | SE B |
| B | SE B |
| |
| Stress | 0.01 | .00 | 0.13* | 0.12 | 0.04 | 0.17* | 0.25 | 0.06 | 0.28** | 0.30 | 0.07 | 0.21** | 0.06 | 0.02 | 0.18* | 0.03 | 0.02 | .09 | |
| Daily time | .00 | .00 | 0.14** | 0.02 | .00 | 0.25** | .00 | .00 | 0.03 | .00 | .00 | .00 | 0.01 | .00 | 0.19** | .01 | .00 | .15** | |
| No. of friends | 9.35 | .00 | 0.10* | .00 | .00 | 0.12** | .00 | .00 | 0.12** | .00 | .00 | 0.04 | 2.11 | .00 | .00 | .00 | .00 | .08* | |
| Self-esteem | −.00 | .00 | −0.07* | −0.14 | 0.04 | −0.11* | −0.35 | 0.07 | −0.18** | −0.64 | 0.09 | −0.25** | − 0.06 | 0.02 | − 0.10* | −0.07 | 0.03 | −.10* | |
| Age | .00 | .00 | 0.08* | −0.07 | 0.22 | −0.19* | − 0.08 | 0.03 | − 0.09* | −0.09 | 0.04 | −0.07 | − 0.01 | 0.01 | − 0.03 | −0.01 | 0.01 | −.02 | |
| Gender | −0.02 | 0.03 | −0.02 | 0.53 | 0.43 | 0.04 | 2.10 | 0.66 | 0.12** | −0.56 | 0.88 | − 0.02 | −0.02 | 0.20 | −.00 | 0.62 | 0.25 | .09* | |
| Anxiety | 0.01 | .00 | 0.13* | 0.06 | 0.05 | 0.06 | 0.16 | 0.08 | 0.10 | 0.22 | 0.19 | 0.11* | 0.08 | 0.02 | 0.17* | 0.07 | 0.03 | .12* | |
| 1 | R2 | 0.11** | 0.21** | 0.21** | 0.19** | 0.18** | 0.10** | ||||||||||||
| Stress | 0.01 | .00 | 0.13* | 0.12 | 0.04 | 0.17* | 0.24 | 0.06 | 0.22** | 0.29 | 0.07 | 0.20** | 0.06 | 0.02 | 0.18* | 0.03 | 0.02 | .08 | |
| Daily time | .00 | .00 | 0.14** | 0.02 | .00 | 0.25** | .00 | .00 | 0.03 | .00 | .00 | .00 | 0.01 | .00 | 0.19** | 0.01 | .00 | .15** | |
| No. of friends | 9.35 | .00 | 0.10* | .00 | .00 | 0.12* | .00 | .00 | 0.12** | .00 | .00 | 0.02 | −5.82 | .00 | −0.01 | .00 | .00 | .07 | |
| Self-esteem | −.00 | .00 | −0.05 | −0.11 | 0.05 | −0.08* | −0.30 | 0.07 | −.016** | −0.48 | 0.09 | −0.19** | −0.03 | 0.02 | −0.06 | − 0.05 | 0.03 | −.07 | |
| Age | .00 | .00 | 0.07* | −0.08 | 0.22 | −0.13** | −0.09 | 0.03 | −0.10* | − 0.11 | 0.04 | − 0.09* | −0.01 | 0.01 | −0.05 | − 0.01 | 0.01 | −.03 | |
| Gender | −.00 | 0.03 | −0.01 | 0.86 | 0.44 | 0.07 | 2.53 | 0.67 | 0.13** | 0.87 | 0.87 | 0.03 | 0.19 | 0.20 | 0.03 | 0.78 | 0.25 | .11* | |
| Anxiety | 0.01 | .00 | 0.11 | 0.03 | 0.05 | 0.03 | 0.12 | 0.08 | 0.07 | 0.08 | 0.10 | 0.04 | 0.06 | 0.02 | 0.13* | 0.05 | 0.03 | .09 | |
| Attachment avoidance | 0.03 | 0.01 | 0.10* | 0.67 | 0.18 | 0.13** | 0.88 | 0.27 | 0.17** | 2.88 | 0.35 | 0.29** | 0.42 | 0.08 | 0.19** | 0.32 | 0.10 | .12* | |
| 2 | R2 full model | 0.12** | 0.23* | 0.22** | 0.26** | 0.21** | 0.11** | ||||||||||||
| R2 Change | 0.01** | 0.02* | 0.01** | 0.07** | 0.03** | 0.01* | |||||||||||||
| Stress | 0.01 | .00 | 0.11 | 0.09 | 0.04 | 0.13* | 0.17 | 0.05 | 0.16** | 0.24 | 0.07 | 0.17* | 0.05 | 0.02 | 0.14* | 0.02 | 0.02 | .05 | |
| Daily Time | .00 | .00 | 0.14** | 0.02 | .00 | 0.25** | .00 | .00 | 0.02 | .00 | .00 | .00 | 0.01 | .00 | 0.19** | 0.01 | .00 | .15** | |
| No. of friends | 8.49 | .00 | 0.09* | .00 | .00 | 0.10* | .00 | .00 | 0.10* | .00 | .00 | 0.01 | .00 | .00 | −0.02 | .00 | .00 | .06 | |
| Self-esteem | −.00 | .00 | −0.03 | −0.08 | 0.05 | −0.06 | −0.23 | 0.07 | −0.12** | −0.42 | 0.09 | −0.16** | −0.02 | 0.02 | 0.03 | −0.04 | 0.03 | −.05 | |
| Age | .00 | .00 | 0.08* | −0.07 | 0.22 | −0.12* | −0.07 | 0.03 | −0.08* | −.010 | 0.04 | −0.08* | 0.01 | 0.01 | 0.04 | −0.01 | 0.01 | −.02 | |
| Gender | −.00 | 0.03 | −.00 | 0.86 | 0.44 | 0.07 | 2.52 | 0.65 | 0.13** | 0.86 | 0.86 | 0.03 | 0.19 | 0.20 | 0.03 | 0.77 | 0.25 | .11* | |
| Anxiety | 0.01 | .00 | 0.10 | 0.01 | 0.05 | 0.01 | 0.08 | 0.08 | 0.05 | 0.06 | 0.10 | 0.03 | 0.05 | 0.02 | 0.12* | 0.05 | 0.03 | .08 | |
| Attachment avoidance | 0.02 | 0.01 | 0.05 | 0.31 | 0.21 | 0.06 | −0.13 | 0.31 | −0.02 | 2.15 | 0.41 | 0.21** | 0.24 | 0.09 | 0.11* | 0.16 | 0.12 | .06 | |
| Attachment anxiety | 0.03 | 0.01 | 0.12* | 0.65 | 0.19 | 0.15* | −1.82 | 0.28 | 0.28** | 1.32 | 0.37 | 0.16** | 0.33 | 0.09 | 0.18** | 0.29 | 0.11 | .13* | |
| 3 | R2 full model | 0.12** | 0.24** | 0.27** | 0.27** | 0.23** | 0.12** | ||||||||||||
| R2 change | 0.01** | 0.01** | 0.04** | 0.01** | 0.02** | 0.01* | |||||||||||||
Notes:
1 = Block 1 (contribution of control variables)
2 = Block 2 (additional contribution of attachment avoidance)
3 = Block 3 (additional contribution of attachment anxiety)
* p < .05, ** p < .001
Mediation analyses testing the influence of psychological distress and self-esteem on the relationships between attachment insecurity and problematic Facebook use§
| Effect of IV on MV (a paths) | Effect of MV on DV (b paths) | Direct effect (c’path) | Total effect (c path) | Indirect effects (a x b) | Indirect effects (a x b) 95% Confidence intervals | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Variables | M1 | M2 | M1 | M2 | M1 - M2 | X-Y | M1 | M2 | M'1 | M2 | ||||
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| SE |
| SE | L | U | L | U | |
| Attachment anxiety | 6.98** | −1.05** | ||||||||||||
| Social comparison | 0.09** | −0.26** | 1.78** | 2.68** | 0.66 | 0.13 | 0.27 | 0.08 |
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| Impression management | 0.12** | −0.48** | 2.24** | 3.61** | 0.86 | 0.20 | 0.51 | 0.11 |
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| Self-disclosures | 0.04** | .00 | 0.04** | 0.07** | 0.02 | 0.01 | 0.00 | .00 |
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| .00 | 0.01 | ||
| Intrusive - social | 0.03** | −0.03 | 0.42** | 0.67** | 0.22 | 0.05 | 0.03 | 0.02 |
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| −0.01 | 0.06 | ||
| Intrusive- emotional | 0.02* | −0.05 | 0.38** | 0.54** | 0.12 | 0.06 | 0.05 | 0.02 | .00 | 0.25 | .00 | 0.10 | ||
| Intrusive – risky/impulsive | 0.04** | −0.10* | 0.83** | 1.25** | 0.31 | 0.10 | 0.11 | 0.05 |
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| Attachment avoidance | 5.57** | −0.95** | ||||||||||||
| Social comparison | 0.14** | −0.35** | 0.53** | 1.63** | 0.77 | 0.12 | 0.34 | 0.08 |
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| Impression management | 0.15** | −0.52** | 2.59** | 3.89** | 0.82 | 0.17 | 0.49 | 0.11 |
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| Self-disclosures | .00 | .00 | 0.04** | 0.06** | 0.02 | .00 | .00 | .00 | .00 | 0.03 | .00 | 0.01 | ||
| Intrusive - social | 0.04** | −0.04 | 0.37** | 0.62** | 0.21 | 0.05 | 0.04 | 0.02 |
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| Intrusive - emotional | 0.02** | −0.06* | 0.26* | 0.44** | 0.13 | 0.04 | 0.06 | 0.02 |
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| Intrusive – risky/impulsive | 0.06** | −0.13** | 0.53** | 0.99** | 0.34 | .009 | 0.13 | 0.04 |
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§Notes: a: DV: Problematic Facebook use (i.e. social comparison, impression management, self disclosures, social, emotional consequences, risky/impulsive use)
M1: Psychological distress, M2: Self-esteem
IV: Attachment anxiety/Attachment avoidance
b:X = IV, Y = DV
c: SE = Bootstrapped standard errors,
d: L - Lower confidence interval 95%, U- upper confidence interval 95%
e: Significant indirect effects highlighted in bold
f: * p < .05, ** p < .001