Associations between School-Level Disadvantage, Bullying Involvement and Children’s Mental Health
Abstract
:1. Introduction
1.1. Bullying and Mental Health
1.2. Bullying and Disadvantage
1.3. Current Study
- Was the level of bullying involvement higher when the level of school-level disadvantage was higher as determined by the proportion of children eligible for ‘free school meals’?
- Was bullying involvement (including reinforcing, defending, and outsider roles) associated with increased levels of mental health (emotional and externalizing) problems?
- Does school-level disadvantage moderate any associations between bullying involvement and children’s mental health (emotional and externalizing) problems?
2. Materials and Methods
2.1. Design
2.2. Participants
2.3. Measures
2.3.1. School-Level Disadvantage
2.3.2. Olweus Bullying and Victimization Questionnaire (Bullying Involvement)
2.3.3. Participant Role Questionnaire (Bullying Roles)
2.3.4. Strengths and Difficulties Questionnaire
2.4. Procedure
2.5. Analysis Plan
3. Results
3.1. Bullying Roles and School-Level Disadvantage
3.2. Bullying Involvement, Mental Health, and Moderation by School-Level Disadvantage
3.2.1. Emotional Symptoms and the OBVQ
3.2.2. Externalizing Problems and the OBVQ
3.2.3. Emotional Symptoms and the PRQ
3.2.4. Externalizing Problems and the PRQ
4. Discussion
4.1. Limitations and Future Work
4.2. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Victimized (N = 3932) b (SE) | Bully Perpetrators (N = 3932) b (SE) | Bully–Victims (N = 3932) b (SE) | Not Involved (N = 3932) b (SE) | |
---|---|---|---|---|
Continuous predictor | ||||
Intercept | 0.37 (0.02) *** | 0.01 (0.00) *** | 0.07 (0.01) *** | 0.53 (0.02) *** |
School-level disadvantage (continuous) | 0.00 (0.0) | 0.00 (0.00) | 0.002 (0.00) *** | 0.00 (0.10) |
Random Effects Intercept (SD) | 0.05 | 0.01 | 0.03 | 0.07 |
ICC | 0.01 | 0.003 | 0.013 | 0.021 |
Binary predictor | ||||
Intercept | 0.38 (0.01) *** | 0.01 (0.00) *** | 0.09 (0.01) *** | 0.51 (0.02) *** |
School-level disadvantage (dichotomized) | −0.04 (0.2) * | 0.00 (0.00) | 0.03 (0.01) * | 0.00 (0.02) |
Random Effects Intercept (SD) | 0.04 | 0.01 | 0.05 | 0.08 |
Bully Perpetrator (N = 4108) b (SE) | Reinforcer (N = 4258) b (SE) | Defender (N = 4179) b (SE) | Outsider (N = 3677) b (SE) | |
---|---|---|---|---|
Continuous predictor | ||||
Intercept | 0.26 (0.03) *** | 1.33 (0.03) *** | 4.70 (0.06) *** | 2.66 (0.04) *** |
School-level disadvantage (continuous) | 0.003 (0.00) * | 0.00 (0.00) | −0.01 (0.00) * | 0.00 (0.00) |
Random Effects Intercept (SD) | 0.10 | 0.13 | 0.25 | 0.16 |
ICC | 0.017 | 0.022 | 0.026 | 0.019 |
Binary predictor | ||||
Intercept | 0.28 (0.03) *** | 1.35 (0.03) *** | 4.70 (0.06) *** | 2.67 (0.04) *** |
School-level disadvantage (dichotomized) | 0.04 (0.04) | −0.03 (0.04) | −0.25 (0.08) ** | −0.02 (0.06) |
Random Effects Intercept (SD) | 0.11 | 0.12 | 0.25 | 0.16 |
Model 1 (N = 3302) b (SE) | Model 2 (N = 3275) b (SE) | Model 3 (N = 3302) b (SE) | Model 4 (N = 3275) b (SE) | |
---|---|---|---|---|
Intercept | 1.66 (0.11) *** | 0.55 (0.38) | 1.37 (0.16) *** | 0.29 (0.40) |
Bullying perpetration | 0.24 (0.31) | 0.38 (0.31) | 1.16 (0.50) * | 1.40 (0.50) ** |
Victimization | 0.30 (0.09) *** | 0.33 (0.09) *** | 0.30 (0.12) * | 0.31 (0.12) * |
Bully–victim | 0.46 (0.13) *** | 0.56 (0.14) *** | 0.25 (0.20) | 0.35 (0.20) |
Age | 0.11 (0.04) ** | 0.11 (0.04) ** | ||
Sex | 0.31 (0.08) *** | 0.31 (0.08) *** | ||
School-level disadvantage | 0.02 (0.01) * | 0.02 (0.01) * | ||
School-level disadvantage x Bully perpetration | −0.05 (0.02) * | −0.06 (0.02) * | ||
School-level disadvantage x Victimization | 0.00 (0.01) | 0.00 (0.00) | ||
School-level disadvantage x Bully–victim | 0.01 (0.01) | 0.01 (0.01) | ||
Random Effects Intercept (SD) | 0.69 | 0.69 | 0.64 | 0.64 |
ICC | 0.087 | 0.088 | 0.075 | 0.076 |
Model 1 (N = 3302) b (SE) | Model 2 (N = 3275) b (SE) | Model 3 (N = 3302) b (SE) | Model 4 (N = 3275) b (SE) | |
---|---|---|---|---|
Intercept | 1.41 (0.08) *** | 1.92 (0.31) *** | 1.26 (0.11) *** | 1.74 (0.31) *** |
Bullying perpetration | 1.81 (0.27) *** | 1.50 (0.26) *** | 2.23 (0.43) *** | 1.87 (0.42) *** |
Victimization | 0.42 (0.07) *** | 0.41 (0.07) *** | 0.35 (0.11) ** | 0.37 (0.10) *** |
Bully–victim | 1.61 (0.11) *** | 1.44 (0.11) *** | 1.40 (0.17) *** | 1.25 (0.16) *** |
Age | 0.00 (0.03) | 0.00 (0.04) | ||
Sex | −1.02 (0.07) *** | −1.02 (0.07) *** | ||
School-level disadvantage | 0.01 (0.01) | 0.01 (0.01) * | ||
School-level disadvantage x Bully perpetration | −0.02 (0.02) | −0.02 (0.02) | ||
School-level disadvantage x Victimization | 0.00 (0.00) | 0.00 (0.00) | ||
School-level disadvantage x Bully–victim | 0.01 (0.09) | 0.01 (0.01) | ||
Random Effects Intercept (SD) | 0.45 | 0.44 | 0.41 | 0.39 |
ICC | 0.053 | 0.054 | 0.043 | 0.042 |
Model 1 (N = 2665) | Model 2 (N = 2640) | Model 3 (N = 2665) | Model 4 (N = 2640) | |
---|---|---|---|---|
Intercept | 2.09 (0.21) *** | 1.08 (0.44) * | 1.72 (0.29) *** | 0.71 (0.48) |
Bully perpetrator | 0.04 (0.06) | 0.06 (0.06) | 0.06 (0.10) | 0.10 (0.10) |
Reinforcer | 0.08 (0.06) | 0.08 (0.06) | 0.17 (0.09) * | 0.17 (0.09) * |
Defender | −0.08 (0.03) ** | −0.09 (0.03) ** | −0.08 (0.04) | −0.09 (0.04) * |
Outsider | −0.01 (0.03) | −0.02 (0.04) | −0.01 (0.04) | −0.03 (0.04) |
Age | 0.11 (0.05) * | 0.11 (0.05) * | ||
Sex | 0.33 (0.09) *** | 0.32 (0.09) *** | ||
School-level disadvantage | 0.02 (0.01) | 0.02 (0.01) | ||
School-level disadvantage x Bully perpetrator | 0.00 (0.11) | −0.01 (0.01) | ||
School-level disadvantage x Reinforcer | −0.02 (0.1) | −0.01 (0.01) | ||
School-level disadvantage x Defender | 0.00 (0.00) | 0.00 (0.01) | ||
School-level disadvantage x Outsider | 0.00 (0.00) | 0.00 (0.01) | ||
Random Effects Intercept (SD) | 0.71 | 0.72 | 0.67 | 0.68 |
ICC | 0.09 | 0.091 | 0.081 | 0.083 |
Model 1 (N = 2665) | Model 2 (N = 2640) | Model 3 (N = 2665) | Model 4 (N = 2640) | |
---|---|---|---|---|
Intercept | 2.24 (0.16) *** | 2.54 (0.35) *** | 2.11 (0.22) *** | 2.39 (0.38) *** |
Bully perpetrator | 0.60 (0.05) *** | 0.55 (0.05) *** | 0.68(0.08) *** | 0.58 (0.08) *** |
Reinforcer | 0.06 (0.05) | 0.06 (0.05) | 0.02 (0.07) | 0.02 (0.07) |
Defender | −0.10 (0.02) *** | −0.08 (0.02) ** | −0.10 (0.04) ** | −0.07 (0.04) * |
Outsider | −0.11 (0.03) *** | −0.10 (0.03) ** | −0.11 (0.03) *** | −0.10 (0.03) ** |
Age | 0.00 (0.04) | −0.01 (0.04) | ||
Sex | −0.93 (0.07) *** | −0.93 (0.07) *** | ||
School-level disadvantage | 0.01 (0.01) | 0.01 (0.01) | ||
School-level disadvantage x Bully Perpetrator | −0.01 (0.01) | 0.00 (0.01) | ||
School-level disadvantage x Reinforcer | 0.01 (0.01) | 0.01 (0.01) | ||
School-level disadvantage x Defender | 0.00 (0.01) | 0.00 (0.00) | ||
School-level disadvantage x Outsider | 0.00 (0.01) | 0.00 (0.00) | ||
Random Effects Intercept (SD) | 0.38 | 0.40 | 0.37 | 0.37 |
ICC | 0.04 | 0.045 | 0.037 | 0.038 |
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Badger, J.R.; Zaneva, M.; Hastings, R.P.; Broome, M.R.; Hayes, R.; Patterson, P.; Rose, N.; Clarkson, S.; Hutchings, J.; Bowes, L. Associations between School-Level Disadvantage, Bullying Involvement and Children’s Mental Health. Children 2023, 10, 1852. https://doi.org/10.3390/children10121852
Badger JR, Zaneva M, Hastings RP, Broome MR, Hayes R, Patterson P, Rose N, Clarkson S, Hutchings J, Bowes L. Associations between School-Level Disadvantage, Bullying Involvement and Children’s Mental Health. Children. 2023; 10(12):1852. https://doi.org/10.3390/children10121852
Chicago/Turabian StyleBadger, Julia R., Mirela Zaneva, Richard P. Hastings, Matthew R. Broome, Rachel Hayes, Paul Patterson, Naomi Rose, Suzy Clarkson, Judy Hutchings, and Lucy Bowes. 2023. "Associations between School-Level Disadvantage, Bullying Involvement and Children’s Mental Health" Children 10, no. 12: 1852. https://doi.org/10.3390/children10121852
APA StyleBadger, J. R., Zaneva, M., Hastings, R. P., Broome, M. R., Hayes, R., Patterson, P., Rose, N., Clarkson, S., Hutchings, J., & Bowes, L. (2023). Associations between School-Level Disadvantage, Bullying Involvement and Children’s Mental Health. Children, 10(12), 1852. https://doi.org/10.3390/children10121852