Abstract
Involvement in bullying perpetration or victimization could be risk factors for perpetration or victimization in early romantic relationships that emerge within an evolving peer group. Nevertheless, research on this topic is still in its early stages. This study was conducted to fill these gaps in knowledge through a comprehensive research synthesis. After systematic searches and application of inclusion and exclusion criteria, 23 projects that reported relations between bullying (perpetration and victimization) and dating violence (perpetration and victimization) were included in this meta-analysis. Bullying perpetration was related to dating violence perpetration (odds ratio [OR] = 1.98), and this relation held after adjusting for covariates (OR = 1.29). Moderator analyses showed that this effect was significant for males and females and stronger in cross-sectional studies. There was also a significant relation between bullying perpetration and dating violence victimization (OR = 2.59), but this was much weaker after controlling for covariates (OR = 1.09) and stronger for males and in longitudinal studies. Bullying victimization was related to dating violence victimization (OR = 2.51), also after adjusting for covariates (OR = 1.96), stronger for females and longitudinal projects. The relation between bullying victimization and dating violence perpetration was not statistically significant (unadjusted OR = 1.43, adjusted OR = 1.01). More research is needed to confirm these results, but this meta-analysis suggests that bullying and dating violence could be different behavioral manifestations, in different evolutionary moments and in different contexts, of the same underlying antisocial or violent dispositions, although longitudinal studies are needed to confirm this. Tailored and comprehensive interventions could be useful to tackle both problem behaviors.
Research suggests that school bullying could be related to teen dating violence, but studies focused on this relation yield inconclusive results. Many antisocial behaviors share similar risk and protective factors (Catalano et al., 2012), and both bullying and dating violence are prevalent in adolescence and emerge in the evolving peer group. New research focused on the relation between bullying and dating violence and possible moderators, such as gender or the type of bullying or dating violence (e.g., physical, verbal, sexual), is urgently needed to confirm this possible relation. A research synthesis that summarizes the existing evidence, identifies what is known, and suggests what should be studied next can be especially useful to understand whether bullying and dating violence are related. The current study includes a systematic review and a meta-analysis on the topic, including an analysis of the overall effect sizes of the relations between bullying and dating violence and moderator analyses.
Bullying is defined as a direct or indirect intentional aggressive behavior that is repeated over time on a long-term basis, with power imbalance between perpetrators and victims (Olweus, 1999; Smith, Cowie, Olafsson, & Liefooghe, 2002). These characteristics make it possible to distinguish bullying from other types of aggressive behaviors such as sporadic fights among young people who have similar physical, psychological, or social strength. Research in this field has identified specific bullying roles (Salmivalli, Lagerspetz, Björkqvist, Österman, & Kaukiainen, 1996) that are usually divided into perpetrators, victims, bully/victims, and bystanders.
The number of studies about bullying has increased greatly in the past decades (Zych, Ortega-Ruiz, & Del Rey, 2015a), and research on school bullying is now considered to be an important subfield in studies focused on violence. It was found that bullying is prevalent across the world (Craig et al., 2009). A meta-analysis conducted by Modecki, Minchin, Harbaugh, Guerra, and Runions (2014), that included more than 80 projects from different countries, showed that around 35% of students report bullying victimization and around 35% report perpetration. Rates of bullying perpetration and victimization are usually higher for boys when compared to girls (Smith, López-Castro, Robinson, & Görzig, 2018) and higher in primary school when compared to adolescence (Zych, Ortega-Ruiz, & Del Rey, 2015b).
Several studies have reported detrimental short- and long-term consequences of bullying such as internalizing problems, social maladjustment, and poor health (Analitis et al., 2009; Wolke, Copeland, Angold, & Costello, 2013). A meta-analysis of longitudinal studies conducted by Ttofi, Farrington, and Lösel (2012) found that both bullying perpetration and victimization predicted violence later in life. Specifically, bullying perpetration predicted increased violence about 6 years later by about two thirds and bullying victimization predicted increased violence by about one third. Thus, bullying perpetration and victimization are related to other antisocial behaviors, but research about the role of bullying within a pattern of antisocial behaviors is still in its early stages. Given that both bullying and dating violence are present and prevalent in adolescence, the current study aims to discover whether school bullying is related to another antisocial behavior—dating violence.
It is reasonable to suggest that bullying and dating violence are related, taking into account the life-course development of aggressive behavior. From a developmental perspective, Dunphy (1963) suggested that the early romantic relationships generally emerge in the broader context of adolescent peer relationships. Thus, behaviors acquired and established within the peer group can be easily transferred to the new context of intimate relationships. Peers are crucial agents in the socialization process of children and adolescents. Thus, the psychosocial dynamics of school bullying, in which the peer group can reinforce aggressive behaviors of the perpetrators (Salmivalli, 2010), might make violence appear socially desirable.
Using a social learning framework, Malik, Sorenson, and Aneshensel (1997) found that exposure to violence in different contexts is related to dating violence perpetration and victimization. They concluded that this might be caused by normative beliefs about aggression being perceived as justified. After a literature review on the topic, Leen et al. (2013) concluded that peer attitudes toward violence and peer influence are the most important risk factors for adolescent dating violence. Nevertheless, the cross-sectional nature of most of the studies only makes it possible to approach prediction on a theoretical basis. It is also possible that bullying and dating violence share early risk factors, and if these factors are accounted for, the contribution of bullying to later teen dating violence could be small.
Many antisocial behaviors share risk and protective factors (Catalano et al., 2012). Although both stability and change over time in aggressive behavior were described in different research studies, interpersonal differences in aggression are relatively stable (Eisner & Malti, 2015; Zych et al., 2018). Thus, it is possible that the perpetration of bullying and dating violence are two expressions of one underlying construct in different contexts and stages of human development.
In the context of peer relationships and friendship, the first intimate partner relationships appear in adolescence. Many of these relationships are prosocial and desirable (Viejo, Ortega-Ruiz, & Sanchez, 2015), but some adolescent couples display aggressive behaviors toward each other. Dating violence is defined as sexual, physical, or emotional aggressive behavior perpetrated in an intimate (stable or unstable) relationship (Sánchez, Ortega-Rivera, Ortega-Ruiz, & Viejo, 2008).
The prevalence rates of dating violence vary greatly among the studies, depending on the way in which it is measured and defined (Jennings et al., 2017). A meta-analysis focused on teen dating violence found that around 20% of adolescents are involved in physical dating violence and around 9% are involved in sexual dating violence (Wincentak, Connolly, & Card, 2016). Sex differences in intimate partner violence are usually found, with slightly more women using physical aggression and more men causing injury to their female partners according to meta-analytic findings (Archer, Ireland, Monks, & Gilling, 2000). A meta-analysis of research on teen dating violence found that girls perpetrated more physical dating violence than boys, boys perpetrated more sexual dating violence than girls, there were no gender differences regarding physical victimization, and girls were more sexually victimized than boys (Wincentak et al., 2016). A study with a national sample of adolescents in the United States showed that serious dating violence victimization, such as being a victim of physical and sexual assault, was much more common in girls than boys (Wolitzky-Taylor, et al., 2008). Both boys and girls can be perpetrators and victims, and research suggests that simultaneous involvement in perpetration and victimization is common (Menesini, Nocentini, Ortega-Rivera, Sanchez, & Ortega, 2011).
A recent meta-analysis of 100 primary studies showed that, overall, anti-bullying interventions are effective in decreasing bullying (Gaffney, Ttofi, & Farrington, 2019). A systematic review of studies about dating violence in young people showed that most of the interventions yielded mixed results with significant desirable short-term but often not long-term results (Jennings et al., 2017). A recent meta-analysis showed that school programs have desirable effects on dating violence attitudes and knowledge but not on the behaviors (De La Rue, Polanin, Espelage, & Pigott, 2017), although some programs decreased self-reported dating violence behaviors (e.g., Wolfe et al., 2009).
Both anti-bullying and anti-dating violence interventions are crucial for the desirable social and emotional development of young people, but research on these two types of aggressive behavior is rather compartmentalized, making it difficult to see a bigger picture regarding the prevention of patterns of antisocial behaviors. Understanding the relation between bullying and dating violence, including perpetration and victimization, could be a landmark in tailored and comprehensive developmental prevention programs for violence that could be implemented in schools. Thus, the current study was conducted to synthesize knowledge about the relation between bullying and dating violence through a systematic review and a meta-analysis of cross-sectional and longitudinal studies, including direct and unique relations and adjustments for confounders, together with moderators.
A meta-analysis focused on these two types of antisocial behaviors is especially important because projects on school bullying and dating violence are currently two important subfields of research about violence and they are objects of developmental interventions. Bullying and dating violence are both relational antisocial behaviors and their association might be especially important when analyzing desirable and undesirable interpersonal interactions. To our knowledge, this is the first systematic review and meta-analysis focused on the relation between school bullying and dating violence.
Method
Systematic Searches
Systematic searches were conducted in databases such as Web of Science (searches in “topic” including MEDLINE and SciELO), Google Scholar (title), and Scopus (titles, abstracts, and key words). Articles were searched with no time restriction up to October 2016. A combination of key words was used, including “bullying,” “bully,” “peer violence,” and “peer victimization” combined with “dating,” “romantic,” “couple,” and “partner.” The total numbers of located studies, studies excluded and retained for full-text screening after reviewing abstracts, and titles and studies included and excluded in the final stage are shown in Figure 1.

A flowchart showing different stages of literature searches.
Inclusion and Exclusion Criteria
Studies were included if they measured the relation between bullying and teen dating violence. Studies were excluded if they did not present data on this relation. Research with school students was included, and studies conducted in other contexts such as street violence were excluded (e.g., Antônio, Koller, & Hokoda, 2012). Only studies that explicitly focused on bullying and not on other types of school violence were included. Other types of school violence were excluded (e.g., Cava, Buelga, & Carrascosa, 2015). Only studies conducted with children and adolescents up to age 21 were included. Research with adult participants was excluded (e.g., Rodríguez Franco, Antuna Bellerin, Lopez-Cepero Borrego, Rodríguez Díaz, & Bringas Molleda, 2012). Regarding dating violence, included studies focused on dating, excluding research with married couples or couples who lived together. All types of bullying and dating violence were included (e.g., physical, psychological, and sexual). Only empirical studies with primary data were included, and theoretical research was excluded. Studies were included if their publication language was English or Spanish.
All the searches, screening, and coding were done twice by two independent researchers (I.Z. and E.V.). Information such as study year, location, participants, and roles in bullying and dating violence were coded. Also, all the coefficients used for the analyses of unadjusted and adjusted effect sizes were coded. All the discrepancies were discussed and resolved.
Data Analyses
Effect sizes were described using the odds ratios (OR) with 95% confidence intervals (CI). An OR above 1 indicated that participants who were involved in a bullying role had higher odds of involvement in a dating violence role. An OR below 1 indicated that participants involved in a bullying role had lower odds of involvement in a dating violence role. An OR of 1 indicated no relation between these two aggressive behaviors and a CI that included 1 indicated a nonsignificant relation.
ORs were calculated for each of the included studies and overall effect sizes were calculated for relations of bullying perpetration and victimization with dating violence perpetration and victimization. Unadjusted effect sizes were calculated from univariate statistics from the primary studies (e.g., correlations, comparing means) and adjusted effect sizes were calculated from multivariate statistics (regression coefficients) to discover unique relations among variables.
Comprehensive meta-analysis software was used to create forest plots and to calculate overall effect sizes under fixed and random effects methods. In fixed effects, studies are weighted according to their sample sizes (larger studies have larger weights), but this method has important limitations because it assumes a normal and homogeneous distribution of the effect sizes. The random effects method adjusts for heterogeneity, but all studies, large and small, can have similar weights. Therefore, multiplicative variance adjustment (MVA) was used to overcome these difficulties (Farrington & Welsh, 2013). Unlike the random effects method, the MVA method exactly fits the data and exactly adjusts for the heterogeneity of the effect sizes. The MVA method yields the same weighted mean effect size as the fixed effects method but has a wider confidence interval because the fixed effects variance is multiplied by (Q/df). This method was first used in the medical field by Shore, Gardner, and Pannett (1993). Thus, MVA adjusts exactly for heterogeneity and appropriately gives more weight to larger studies. This correction was made using formulas (see Farrington & Welsh, 2013; Gaffney, Ttofi, & Farrington, 2018; Zych, Baldry, Farrington, & Llorent, 2018, for details). MVA ORs are used for the interpretation of the results, but fixed and random methods ORs are also presented for interested readers. Moderators such as gender, design (longitudinal vs. cross sectional), type of dating violence, and location were tested. When available, adjusted coefficients were used for moderator analyses.
All studies provided data for the calculation of the effect sizes. Nevertheless, Espelage, Low, Anderson, and De La Rue (2014) provided data to calculate effect sizes where results were significant but not where results were nonsignificant (they were reported as “nonsignificant” without details). Following Wilson, Gottfredson, and Najaka (2001), given that direction and sample size were known, it was assumed that the effect was between zero and the largest nonsignificant effect size. Thus, the midpoint value was used and sensitivity analyses were run to confirm that this did not substantially affect the weighted mean effect size.
The fail-safe N test was used to search for possible publication bias (Lipsey & Wilson, 2000). This test makes it possible to calculate the number of nonsignificant results that would need to be included in a meta-analysis to make the p value nonsignificant.
Results
The systematic review included 23 studies. Most of them were conducted in the United States (n = 15) and Canada (n = 6), with only one study published in Norway and one in South Africa. Seven studies focused on bullying perpetration only, nine focused on victimization only, and seven focused on both perpetration and victimization. Ten studies focused on dating violence victimization only, six on perpetration only, and seven studies reported results on both dating violence victimization and perpetration (see details in Table 1).
Primary Studies Reporting the Relation Between Bullying and Dating Violence With Adjusted and Unadjusted Coefficients.
Note. CI = confidence interval; OR = odds ratio.
Bullying Perpetration Versus Dating Violence Perpetration
A total of 12 studies reported the unadjusted relations and 8 studies reported the adjusted relations between bullying perpetration and dating violence perpetration (see Figure 2). It was found that bullies had higher odds of scoring high in dating violence perpetration (unadjusted OR MVA = 1.98, 95% CI [1.48, 2.65], z = 4.55) and this relation held even after controlling for covariates (adjusted OR MVA = 1.29, 95% CI [1.07, 1.56], z = 2.62). The fail-safe N test showed that around 1,031 missing studies with no effect would need to be added to make the unadjusted effect size nonsignificant. Around 90 studies with no effect would need to be added to make the adjusted effect nonsignificant.

Unadjusted and adjusted effect sizes for the relation between bullying perpetration and dating violence perpetration.
Studies were significantly heterogeneous, (unadjusted Q(11) = 220.66, p < .01, I 2 = 95.02; adjusted Q(7) = 34.72, p < .01, I 2 = 79.84), and moderator analyses were performed (see Table 2). It was found that the relation between high bullying and dating violence perpetration was stronger for females. Cross-sectional studies yielded a stronger effect than longitudinal studies where the effect was nonsignificant using the MVA. Effects were stronger for electronic and emotional dating violence. Greater effect sizes were found in Canadian studies. These results should be interpreted with caution given that the number of studies differed greatly among the moderators (e.g., 10 cross-sectional vs. 3 longitudinal effect sizes).
Moderator Analyses for the Relation Between Bullying Perpetration and Dating Violence Perpetration.
Note. CI = confidence interval; OR = odds ratio; MVA = multiplicative variance adjustment.
Bullying Perpetration Versus Dating Violence Victimization
Seven studies provided primary unadjusted results and three studies provided adjusted results about the relation between bullying perpetration and dating violence victimization. Bullying perpetration was related to dating violence victimization (MVA OR = 2.59, 95% CI [2.14, 3.13], z = 9.81), and this relation held after controlling for confounding variables (MVA OR = 1.09, 95% CI [1.01, 1.12], z = 2.27). Nevertheless, the latter OR should be interpreted with caution because only three studies were used for its calculation and the relation is nonsignificant using the random effects calculation (see Figure 3). The fail-safe N test showed that 1,030 missing studies with nonsignificant effect sizes would need to be added to make the unadjusted effect nonsignificant. The adjusted effect size would be nonsignificant if four primary studies with nonsignificant effect were added.

Unadjusted and adjusted effect sizes for the relation between bullying perpetration and dating violence victimization.
Unadjusted effects were significantly heterogeneous (Q = 26.28, df = 6, p < .01, I 2 = 77.17). The adjusted effects were homogeneous (Q = 2.78, df = 2, p = .25, I 2 =28.05), although this needs to be interpreted with caution because only three studies were included. Moderator analyses (see Table 3) revealed that the relation between bullying perpetration and dating victimization was stronger for males, longitudinal studies, emotional dating violence, and the studies conducted in the United States. Again, numbers of primary effects varied among the moderators and results should be interpreted with caution.
Moderator Analyses for the Relation Between Bullying Perpetration and Dating Violence Victimization.
Note. CI = confidence interval; OR = odds ratio; MVA = multiplicative variance adjustment.
Bullying Victimization Versus Dating Violence Victimization
There was a strong unadjusted relation between high bullying victimization and high dating victimization calculated from 12 primary studies (MVA OR = 2.51, 95% CI [2.17, 2.90], z = 12.47). This relation held after controlling for confounding variables in five primary studies (MVA OR = 1.96, 95% CI [1.68, 2.29], z = 8.45); see Figure 4 for more details. According to the fail-safe N test, 1,900 studies with nonsignificant results would be needed to make the unadjusted effect nonsignificant and 385 to make the adjusted effect nonsignificant.

Unadjusted and adjusted effect sizes for the relation between bullying victimization and dating violence victimization.
The effect sizes of the included studies were significantly heterogeneous (unadjusted Q = 69.11, df = 11, p < .01, I 2 = 84.08; adjusted Q = 28.13, df = 4, p < .01, I 2 = 85.78). Moderator analyses showed that the relation between bullying victimization and dating victimization was stronger for females, cross-sectional studies, sexual dating violence, and the U.S. studies (see Table 4).
Moderator Analyses for the Relation Between Bullying Victimization and Dating Violence Victimization.
Note. CI = confidence interval; OR = odds ratio; MVA = multiplicative variance adjustment.
Bullying Victimization Versus Dating Violence Perpetration
The relation between bullying victimization and dating violence perpetration (see Figure 5) was nonsignificant (unadjusted MVA OR = 1.43, 95% CI [0.92, 2.22], z = 1.59; adjusted MVA OR = 1.01, 95% CI [0.99, 1.03], z = 0.61). These results should be interpreted with caution because only five studies reported unadjusted effects and three studies adjusted effects. Fail-safe N tests were not performed because the overall effect sizes were not significant. Unadjusted studies were significantly heterogeneous (Q = 144.37, df = 4, p < .01, I 2 = 97.23), whereas adjusted studies were not (Q = 0.07, df = 2, p = .97, I 2 = 0). Moderator analyses (Table 5) showed nonsignificant results for all the analyzed relations except for the relation between high bullying victimization and high electronic dating violence perpetration.

Unadjusted and adjusted effect sizes for the relation between bullying victimization and dating violence perpetration.
Moderator Analyses for the Relation Between Bullying Victimization and Dating Violence Perpetration.
Note. CI = confidence interval; OR = odds ratio; MVA = multiplicative variance adjustment.
Discussion
Bullying and dating violence are two antisocial behaviors present in young people. Although many anti-bullying programs are being conducted around the world (Gaffney et al., 2018) together with many interventions against dating violence (De La Rue et al., 2017; Jennings et al., 2017), these two types of aggressive behaviors are rarely studied together. Given that the behaviors and attitudes of the peer groups are crucial in bullying (Salmivalli, 2010) and in dating violence (Leen et al., 2013) and that many antisocial behaviors share risk and protective factors (Catalano et al., 2012), understanding the relation between bullying and dating violence could be a landmark in the developmental prevention of antisocial behavior. New prevention programs could become more comprehensive and more efficient, tackling these problem behaviors through similar program components. Thus, the current research synthesis was conducted to describe the relation of bullying perpetration and victimization with dating violence perpetration and victimization.
After systematic searches and the application of the inclusion and exclusion criteria, this meta-analysis included longitudinal and cross-sectional projects. Overall effect sizes were calculated for direct relations and also after adjusting for confounders and moderators. It was found that the number of studies on the relation between bullying and dating violence is still low and that most of the projects are cross sectional. Given the importance of the topic, more research is needed to draw firm conclusions regarding the relation between these two antisocial behaviors. The cross-sectional nature of these studies does not make it possible to establish causal relations, and tentative conclusions are only drawn on a theoretical basis.
The current meta-analysis discovered that bullies are at high risk of being dating violence perpetrators and victims of bullying are at high risk of being dating violence victims. Specifically, there was a direct relation between bullying perpetration and dating violence perpetration (OR = 1.98). If a 20% prevalence of dating violence is assumed in nonbullies, this effect size corresponds roughly to 33% of bullies being dating violence perpetrators. This effect holds after adjusting for confounding variables (OR = 1.29), which corresponds roughly to 25% of bullies (assuming 20% of nonbullies) becoming dating violence perpetrators. There was also a direct relation between bullying victimization and dating violence victimization (OR = 2.51) that corresponds roughly to 40% of victims of bullying (assuming 20% of nonvictims) being victims of dating violence. After controlling for confounders (OR = 1.96), the effect size corresponds roughly to 33% of victims of bullying becoming victims of dating violence (assuming 20% of nonvictims).
As suggested by some authors based on the social learning framework, it is possible that behaviors are learned in one social context, such as peer relationships, and continue in a different context, such as romantic relationships (Malik, Sorenson, & Aneshensel, 1997). Some children might learn that bullying others might improve the social status of the bullies (Salmivalli, 2010) and they might apply this learning about aggressive behaviors that are perceived as desirable also to romantic relationships. The current study opens up new research horizons where this possible causal relations should be confirmed and early risk factors for both problem behaviors discovered.
Moderator analyses showed that the relation between bullying perpetration and dating violence perpetration and the relation between bullying victimization and dating violence victimization were stronger for females, in cross-sectional designs, and for electronic and emotional dating violence. It is possible that females are more vulnerable than males and that the co-occurrence measured in cross-sectional studies is more frequent than the long-term persistence in perpetration or victimization across contexts. Nevertheless, gender differences need to be explored further in future research taking into account dating in sexual majority and also minority groups. It is also possible that certain types of perpetration and victimization co-occur more frequently across contexts than other types of perpetration and victimization. The small number of studies makes the moderator analyses preliminary and these relations need to be further explored and explained in future projects.
The results of this meta-analysis showed that bullying perpetration was related to dating violence victimization (OR = 2.59), corresponding roughly to 40% of bullies becoming dating violence victims (assuming 20% of nonvictims). This relation was much weaker, but still just significant, after controlling for covariates. Previous research found that bullies are at high risk of becoming offenders later in life (Ttofi et al., 2011). A literature review by Jennings, Piquero, and Reingle (2012) showed that, in general, there is an overlap between victimization and offending. Thus, it is possible that bullies become a part of a violent social context where both victimization and perpetration are common. Most of the reviewed studies focused on perpetration or victimization separately and bully/victims or perpetrators/victims in dating violence were rarely considered. It is possible that many bullies were simultaneously perpetrators and victims of dating violence. Future research should focus on the overlap between victimization and perpetration.
Although the findings of this systematic review and meta-analysis advance knowledge about the relation between bullying and dating violence, it also has some limitations. In general, the number of studies was low and almost all of them were cross sectional. Thus, the causal order of relations between bullying and dating violence cannot be firmly established. Based on theory, we concluded that it is possible that adolescents who are involved in bullying later become involved in dating violence. Nevertheless, it is also possible that adolescents become involved in both problem behaviors at the same time or that they get involved in dating violence first and then become involved in bullying. These relations should be clarified in future.
Implications for research, policy, and practice
Notwithstanding its limitations, this study has important implications for research, policy, and practice. It seems reasonable to suggest that bullying should be studied within the context of antisocial behaviors in general. Most studies on bullying do not focus on other problem behaviors, which might not make it possible to see a person from a comprehensive perspective. It could be desirable to design and evaluate interventions that target bullying, dating violence, and possibly other antisocial behaviors at the same time. Both bullying and dating violence should be tackled in schools as two related behaviors. If anti-bullying programs are effective and the relation between bullying and teen dating violence is not coincidental, it could be possible to tackle both problem behaviors in comprehensive interventions. Taking into account the results of the moderator analysis, specific components related to gender, age, and type of dating violence could be included. Also, new studies could explore relations among bullying, dating violence, and other antisocial behaviors. Thus, the current study opens up new horizons regarding future research and practice focused on bullying and dating violence.
Footnotes
Declaration of Conflicting Interests
The author(s) declared no potential conflicts of interest with respect to the research, authorship, and/or publication of this article.
Funding
The author(s) disclosed receipt of the following financial support for the research, authorship, and/or publication of this article: Universidad de Córdoba (Mobility Grant).
