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<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="1.3" xml:lang="en" article-type="research-article"><?properties manuscript?><processing-meta base-tagset="archiving" mathml-version="3.0" table-model="xhtml" tagset-family="jats"><restricted-by>pmc</restricted-by></processing-meta><front><journal-meta><journal-id journal-id-type="nlm-journal-id">101550224</journal-id><journal-id journal-id-type="pubmed-jr-id">38936</journal-id><journal-id journal-id-type="nlm-ta">Psychol Violence</journal-id><journal-id journal-id-type="iso-abbrev">Psychol Violence</journal-id><journal-title-group><journal-title>Psychology of violence</journal-title></journal-title-group><issn pub-type="ppub">2152-0828</issn><issn pub-type="epub">2152-081X</issn></journal-meta><article-meta><article-id pub-id-type="pmid">40969514</article-id><article-id pub-id-type="pmc">12442342</article-id><article-id pub-id-type="doi">10.1037/vio0000605</article-id><article-id pub-id-type="manuscript">HHSPA2070217</article-id><article-categories><subj-group subj-group-type="heading"><subject>Article</subject></subj-group></article-categories><title-group><article-title>Bidirectional Associations between Perpetration of Bullying and Physical/Sexual Teen Dating Violence in Middle School Youth</article-title></title-group><contrib-group><contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="false">http://orcid.org/0000-0003-4217-9793</contrib-id><name><surname>Tampke</surname><given-names>Elizabeth C.</given-names></name><degrees>PhD.</degrees><aff id="A1">Alpert Medical School of Brown University, Miriam Hospital</aff></contrib><contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="false">http://orcid.org/0000-0001-9635-4150</contrib-id><name><surname>Huntington</surname><given-names>Charlie</given-names></name><aff id="A2">Department of Psychiatry, Washington University School of Medicine</aff></contrib><contrib contrib-type="author"><name><surname>Barker</surname><given-names>David</given-names></name><aff id="A3">Alpert Medical School of Brown University, Rhode Island Hospital</aff></contrib><contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="false">http://orcid.org/0000-0002-1379-4116</contrib-id><name><surname>Oesterle</surname><given-names>Daniel W.</given-names></name><degrees>M.S.</degrees><aff id="A4">Department of Psychological Sciences, Purdue University</aff></contrib><contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="false">http://orcid.org/0000-0001-9048-3576</contrib-id><name><surname>Orchowski</surname><given-names>Lindsay M.</given-names></name><degrees>Ph.D.</degrees><aff id="A5">The Alpert Medical School of Brown University, Rhode Island Hospital</aff></contrib></contrib-group><pub-date pub-type="nihms-submitted"><day>2</day><month>4</month><year>2025</year></pub-date><pub-date pub-type="epub"><day>07</day><month>4</month><year>2025</year></pub-date><pub-date pub-type="pmc-release"><day>07</day><month>4</month><year>2026</year></pub-date><elocation-id>10.1037/vio0000605</elocation-id><abstract id="ABS1"><sec id="S1"><title>Objective:</title><p id="P1">Bullying and Teen Dating Violence (TDV) perpetration are major public health concerns for middle school youth. Previous research indicates bullying perpetration predicts future TDV perpetration; however, the potential bidirectional associations between bullying and TDV have not been fully explored. The current study evaluated bidirectional, longitudinal associations between bullying and TDV perpetration in middle school youth.</p></sec><sec id="S2"><title>Method:</title><p id="P2">Cross-lagged panel models were used to evaluate bidirectional associations for bullying and TDV perpetration in middle school youth (n =1,840; <italic toggle="yes">M</italic> = 12.16 years, <italic toggle="yes">SD</italic> = 0.42) across three time points, 6 months apart, starting at the fall of 7<sup>th</sup> grade and ending in the fall of 8<sup>th</sup> grade.</p></sec><sec id="S3"><title>Results:</title><p id="P3">Findings indicated bullying perpetration and TDV perpetration demonstrated stability across time. Across all three waves, bullying perpetration at one time point consistently predicted TDV perpetration at the subsequent time point (medium effect sizes). TDV perpetration at T1 predicted bullying perpetration at T2 (medium effect size), and TDV perpetration at T2 did not substantially predict bullying perpetration at T3 (small effect size).</p></sec><sec id="S4"><title>Conclusion:</title><p id="P4">Findings indicate once middle school youth initiate bullying or TDV, they tend to persist in this behavior. Findings suggest all peer relationships (including friends and dating partners) may serve as training grounds for each other, with youth who learn violence perpetration is effective in one type of relationship (e.g., dating) transferring this behavior to others (e.g., friendship). Findings support the need for cross-cutting violence interventions that target <italic toggle="yes">both</italic> bullying and TDV simultaneously.</p></sec></abstract><kwd-group><kwd>Bullying</kwd><kwd>teen dating violence</kwd><kwd>middle school</kwd><kwd>bidirectional</kwd><kwd>longitudinal</kwd><kwd>perpetration</kwd><kwd>physical teen dating violence</kwd><kwd>sexual teen dating violence</kwd></kwd-group></article-meta></front><body><sec id="S5"><title>Introduction</title><p id="P5">Bullying, defined as undesired and intentionally aggressive interpersonal behaviors that involve a power imbalance between the aggressor and victim and that cause, or threaten to cause, harm to the victim (<xref rid="R25" ref-type="bibr">Gladden et al., 2014</xref>; <xref rid="R41" ref-type="bibr">Olweus, 1997</xref>), is a significant concern for adolescents. Bullying behaviors can occur both in-person and online and include psychological and verbal aggression (e.g., spreading rumors, teasing, and name-calling) and physical aggression (e.g., punching and shoving; <xref rid="R60" ref-type="bibr">Wang et al., 2009</xref>). Bullying is both a normative and a troubling aspect of childhood and adolescence (<xref rid="R32" ref-type="bibr">Kennedy, 2021</xref>), with recent data suggesting 20% of middle school youth report perpetrating some form of bullying (<xref rid="R9" ref-type="bibr">Da Silva et al., 2020</xref>). The negative psychosocial consequences of both perpetration and victimization are well-documented (<xref rid="R27" ref-type="bibr">Hawker &#x00026; Boulton, 2000</xref>; <xref rid="R33" ref-type="bibr">Man et al., 2022</xref>; <xref rid="R64" ref-type="bibr">Wolke &#x00026; Lereya, 2015</xref>). Given the developmental demands and challenges of early adolescence (i.e., &#x02248;11 to 15 years old; Lerner, 2021; <xref rid="R44" ref-type="bibr">Pepler et al., 2006</xref>), and negative consequences of perpetrating bullying in early adolescence for functioning in later adolescence and beyond (<xref rid="R20" ref-type="bibr">Farrington et al., 2011</xref>; Kretschmer et al., 2017; <xref rid="R67" ref-type="bibr">Zych et al., 2015</xref>), it is especially important to understand how bullying perpetration at this age is associated with other harmful outcomes and behaviors, such as Teen Dating Violence (TDV).</p><p id="P6">TDV consists of verbally, physically, relationally, or sexually aggressive or abusive behaviors directed toward romantic partners (<xref rid="R63" ref-type="bibr">Wolfe et al., 2001</xref>). Physical TDV perpetration refers to using (or trying to use) physical force against a romantic partner (e.g., punching, pushing, slapping), and sexual TDV perpetration refers to forcing (or attempting to force) a romantic partner to engage in sexual behaviors without their consent (<xref rid="R7" ref-type="bibr">Center for Disease Control and Prevention, 2024</xref>). Understanding the factors that increase risk for physical and sexual TDV are particularly important because these TDV subtypes can result in serious health outcomes in youth, such as sexually transmitted diseases (including HIV; <xref rid="R10" ref-type="bibr">Decker et al,, 2005</xref>), physical injury (<xref rid="R59" ref-type="bibr">Tharp et al., 2017</xref>), pregnancy, and suicidality (<xref rid="R51" ref-type="bibr">Silverman et al., 2001</xref>). A meta-analytic evaluation of adolescents (aged 13 to 18 years) found that 13% of boys and 25% of girls had ever perpetrated physical TDV, while 10% boys and 3% of girls had ever perpetrated sexual TDV (<xref rid="R62" ref-type="bibr">Wincentak et al., 2017</xref>). In a study of past year TDV prevalence rates of 10<sup>th</sup> graders, 9% of youth who had dated reported perpetrating physical TDV (<xref rid="R28" ref-type="bibr">Haynie et al, 2013</xref>). While TDV among middle schoolers has received less attention, evidence suggests rates of physical TDV in these youth are also high&#x02014;ranging from 15-17% (<xref rid="R38" ref-type="bibr">Niolon et al, 2015</xref>; <xref rid="R50" ref-type="bibr">Simon et al., 2010</xref>). One large study of high-risk middle schoolers found that among those who had dated, 32% perpetrated physical TDV and 15% perpetrated sexual TDV over their lifetime (<xref rid="R38" ref-type="bibr">Niolon et al., 2015</xref>). These data highlight the importance of research to identify factors that can be targeted in TDV prevention efforts (e.g., bullying)&#x02014;especially for middle school youth.</p><p id="P7">Numerous studies indicate that bullying perpetration and TDV perpetration tend to co-occur in the same individuals (<xref rid="R38" ref-type="bibr">Niolon et al., 2015</xref>; Vivolo-Kantor et al., 2016; <xref rid="R65" ref-type="bibr">Yahner et al., 2015</xref>). As a recent meta-analysis attests, bullying perpetration among adolescents is consistently associated with TDV perpetration (<xref rid="R68" ref-type="bibr">Zych et al., 2021</xref>). In high school samples, this association has been observed cross-sectionally (<xref rid="R65" ref-type="bibr">Yahner et al., 2015</xref>) and longitudinally (<xref rid="R12" ref-type="bibr">Espelage et al., 2012</xref>, <xref rid="R11" ref-type="bibr">2015</xref>, <xref rid="R13" ref-type="bibr">2018</xref>; <xref rid="R47" ref-type="bibr">Rivas-Koehl et al., 2023</xref>), with bullying earlier in adolescence predicting subsequent TDV perpetration. The association between bullying and TDV exists in samples that focus exclusively on middle school students as well (<xref rid="R8" ref-type="bibr">Cutbush et al., 2016</xref>; <xref rid="R35" ref-type="bibr">Miller et al., 2013</xref>; <xref rid="R23" ref-type="bibr">Foshee et al., 2014</xref>;). Indeed, multiple longitudinal studies suggest that bully perpetration predicts TDV perpetration in middle schoolers (<xref rid="R23" ref-type="bibr">Foshee et al., 2014</xref>; <xref rid="R8" ref-type="bibr">Cutbush et al., 2016</xref>; <xref rid="R30" ref-type="bibr">Humphrey &#x00026; Vaillancourt, 2020</xref>). However, studies thus far assume that bullying is a developmental precursor to TDV, without evaluating the potential bidirectionality of these associations. Thus, the purpose of the current study is to evaluate bidirectional longitudinal associations between bullying perpetration and TDV perpetration in middle school youth.</p><p id="P8">Multiple conceptualizations and theories have been used to explain the connection between bullying and TDV (<xref rid="R17" ref-type="bibr">Espelage et al., 2014</xref>; <xref rid="R30" ref-type="bibr">Humphrey &#x00026; Vaillancourt, 2020</xref>;). The Social Learning Theory suggests youth learn aggression via modeling and then continue to engage in aggression because it is adaptive or reinforcing (<xref rid="R2" ref-type="bibr">Bandura, 1976</xref>, <xref rid="R1" ref-type="bibr">1977</xref>; <xref rid="R29" ref-type="bibr">Hong et al., 2018</xref>; <xref rid="R45" ref-type="bibr">Pusch, 2024</xref>). Therefore youth who have learned that aggressive behavior is effective for goal attainment in one relationship (e.g., friendships; <xref rid="R29" ref-type="bibr">Hong et al., 2018</xref>), may be reinforced to use aggression to achieve their goals in other relationships (e.g., dating relationships; for a review see <xref rid="R45" ref-type="bibr">Pusch, 2024</xref>). Similarly, the Social Interaction Theory (Patterson, 1982; Patterson et al., 1984) suggests that aggressive behaviors stem from conflictual behaviors in the home, with the home functioning as a training ground for aggressive behaviors. These behaviors are then applied to peers and&#x02014;later&#x02014;dating partners (<xref rid="R17" ref-type="bibr">Espelage et al., 2014</xref>). Alternatively, the phenomenon of heterotypic continuity purports that multiple different types of aggression stem from an underlying propensity of aggression, which results in diverse behavioral manifestations depending on context and developmental stage (Moffitt, 1993; <xref rid="R30" ref-type="bibr">Humphrey &#x00026; Vaillancourt, 2020</xref>). All of these conceptualizations of interpersonal aggression support that aggression in one context may generalize to other relationships. This is supported by research indicating youth often engage in multiple types of violence (<xref rid="R26" ref-type="bibr">Hamby &#x00026; Grych, 2012</xref>; <xref rid="R53" ref-type="bibr">Taquette &#x00026; Monteiro, 2019</xref>) and that different forms of violence stem from common risk factors (<xref rid="R4" ref-type="bibr">Catalano et al., 2012</xref>; <xref rid="R22" ref-type="bibr">Foshee et al., 2016</xref>).</p><p id="P9">Due to the assumed developmental timing of bullying and TDV, many researchers have proposed bullying is a developmental precursor to TDV (<xref rid="R16" ref-type="bibr">Espelage et al., 2022</xref>; <xref rid="R31" ref-type="bibr">Joseph &#x00026; Kuperminc, 2020</xref>; <xref rid="R68" ref-type="bibr">Zych et al., 2021</xref>). Indeed, longitudinal studies of the association between bullying and TDV focus exclusively on the bullying-to-TDV pathway (<xref rid="R68" ref-type="bibr">Zych et al., 2021</xref>). However, consistent with Social Learning Theory, it is possible that TDV behaviors may precede bullying behavior. Indeed, some adolescents may be first exposed to aggressive behaviors through their dating relationships or they may be introduced to new friend groups through their dating partners in which aggressive behavior is normative (<xref rid="R24" ref-type="bibr">Furman &#x00026; Shaffer, 2003</xref>); and then begin practicing aggressive behaviors in-turn (<xref rid="R39" ref-type="bibr">Norona et al., 2017</xref>). However, the authors were unable to identify any studies that examined the degree to which TDV behaviors predicted bullying behaviors. A better understanding of the potentially bidirectional nature of associations between bullying and TDV perpetration may have important implications for violence interventions for youth. Violence interventions for middle school youth tend to focus exclusively on peer relationships (<xref rid="R31" ref-type="bibr">Joseph &#x00026; Kuperminc, 2020</xref>); however, a better understanding of TDV in this population may indicate interventions should incorporate a multi-pronged approach which addresses TDV as well.</p><sec id="S6"><title>Purpose of the current study</title><p id="P10">The current research aims to more completely characterize the longitudinal and bidirectional associations between bullying perpetration and TDV perpetration. With a sample of middle school students surveyed at three time points, we test the following hypotheses using a cross-lagged path model: <italic toggle="yes">Hypothesis 1</italic>: Bullying perpetration and TDV perpetration will remain relatively stable over time. <italic toggle="yes">Hypothesis 2</italic>: Bullying perpetration at each time point will predict subsequent TDV perpetration. <italic toggle="yes">Hypothesis 3</italic>: TDV at each time point will predict subsequent bullying perpetration.</p></sec></sec><sec id="S7"><title>Methods</title><sec id="S8"><title>Participants</title><p id="P11">The current study is a secondary analysis using a pre-exiting dataset which was collected in the context of a larger evaluation of sexual assault prevention programming in public middle schools in the Northeast region of the United States. Therefore, the sample size was powered to detect outcomes for the original project (U01CE002651-04), which included seven middle schools. In the current study only youth in schools assigned to the control group (<italic toggle="yes">n</italic> = 4) were included. The study included five assessment points, across the fall and spring academic semesters over the course of 2.5 years. Our goal was to examine bullying and TDV across three time points: starting at the fall of 7<sup>th</sup> grade and ending in the fall of 8<sup>th</sup> grade. At the start of the study, all 6<sup>th</sup>, 7<sup>th</sup>, and 8<sup>th</sup> graders were invited to participate in the research each year and were followed over time. For youth who started the study as 7<sup>th</sup> graders (<italic toggle="yes">N</italic> = 933), the present study utilized the data provided at Assessment 1, Assessment 2, and Assessment 3 to capture bullying and TDV involvement from the fall of 7<sup>th</sup> grade in 2017 into the fall of 8<sup>th</sup> grade in 2018. For youth who started the study as 6<sup>th</sup> graders (<italic toggle="yes">N</italic> = 907), the current study utilized the data provided at Assessment 3, Assessment 4, and Assessment 5 to capture bullying and TDV involvement from the fall of 7<sup>th</sup> grade in 2018 into the fall of 8<sup>th</sup> grade in 2019. The data from each group of youth were collapsed to create a data set that provided three measurements of these two groups of youth (<italic toggle="yes">N</italic> = 1,840): 7<sup>th</sup> grade Fall, 7<sup>th</sup> grade Spring, and 8<sup>th</sup> grade Fall.</p><p id="P12">Demographic characteristics are reported based on the assessment point when youth were in 7<sup>th</sup> grade (i.e., 7<sup>th</sup> grade Fall). At 7<sup>th</sup> Grade Fall, youth&#x02019;s self-reported age ranged from 11 to 14 years old (<italic toggle="yes">M</italic> = 12.16 years, <italic toggle="yes">SD</italic> = 0.42). Forty percent of youth identified as a boy (<italic toggle="yes">n</italic> = 736), 36.9% as a girl (<italic toggle="yes">n</italic> = 679), and 0.7% identified as transgender (<italic toggle="yes">n</italic> = 13). A small percentage of youth reported they preferred not to answer (0.6%; <italic toggle="yes">n</italic> =11) when asked about gender identity, and approximately 22% left this item blank (<italic toggle="yes">n</italic> = 401). Most youth (49%) reported being attracted to people of the opposite gender (<italic toggle="yes">n</italic> = 904), approximately 4% endorsed being attracted to people of their same gender (<italic toggle="yes">n</italic> = 78), 9.4% endorsed being attracted to people of both genders (<italic toggle="yes">n</italic> = 173), and 4.7% reported not being attracted to either boys or girls (<italic toggle="yes">n</italic> = 86). Roughly 33% of the sample reported that they preferred not to answer, left the item blank, or did not provide information about gender identity that would permit a description of their sexual orientation based on the categories listed (<italic toggle="yes">n</italic> = 599). Approximately 23% of youth reported receiving free or reduced-price lunch. The local Department of Education did not permit assessment of race or ethnicity, given privacy concerns and the potential for individual identification based on self-reported race and ethnicity. Using publicly available state-level data on school-specific student demographics, racial and ethnic minority students were estimated to range between 7% and 92% across all schools, and across all youth in the study, it was estimated that 35% would identify as a racial or ethnic minority.</p></sec><sec id="S9"><title>Measures</title><sec id="S10"><title>Demographic Characteristics.</title><p id="P13">Participants were asked to self-report their gender identity (i.e., &#x0201c;what is your gender&#x0201d;), with response options including: boy, girl, transgender, or prefer not to answer. To assess sexual and/or romantic attraction, participants responding to a single item with response options allowing them to describe themselves as: a) attracted to boys; b) attracted to girls; c) attracted to both boys and girls; or d) preferred not to answer. Gender and attraction items were matched for each participant to classify youth as attracted to same gender, opposite gender, or multiple genders.</p></sec><sec id="S11"><title>Bullying Perpetration.</title><p id="P14">To assess bullying perpetration, a modified version of the School Crime Supplement (NCES, 2015) and the Illinois Bully Scale (<xref rid="R15" ref-type="bibr">Espelage &#x00026; Holt, 2013</xref>) was used. Students were provided with a definition of bullying: &#x0201c;<italic toggle="yes">Remember that bullying is when one or more students purposefully do something to harm you. It is not bullying when students of about the same strength or power argue or fight to tease each other in a friendly way</italic>&#x0201d; and were then asked about several bullying behaviors over the last 6 months using this stem &#x0201c;<italic toggle="yes">How many times have you bullied another student? That is, how many times have you</italic>&#x02026;&#x0201d; Participants then responded to five questions (e.g., &#x0201c;<italic toggle="yes">made fun of someone, called them names, or insulted them in a hurtful way</italic>&#x0201d;) using a 4-point scale (0 = <italic toggle="yes">0 times</italic>; 1 = <italic toggle="yes">1-3 times</italic>; 2 = <italic toggle="yes">4-6 times</italic>; 3 = <italic toggle="yes">7-9 times</italic>; 4 = <italic toggle="yes">10 times or more</italic>) to indicate frequency of bullying perpetration during the last 6 months at each study timepoint. Internal consistency was good at all time points (&#x003b1; = .82-.87). For the current study responses were dichotomized, such that youth who reported engaging in any bullying behavior within the past six months were scored with a 1 and youth who reported not engaging in any bullying behavior were scored with a 0. Listwise deletion used at the item level within the measure, with the response indicated as missing if a participant failed to respond to any item in the questionnaire.</p></sec><sec id="S12"><title>TDV Perpetration.</title><p id="P15">To assess TDV perpetration, seven items were adapted from Shifting Boundaries (<xref rid="R56" ref-type="bibr">Taylor et al., 2011</xref>; <xref rid="R55" ref-type="bibr">2015</xref>). Participants were first asked if they have ever been involved in a dating relationship with someone else. Participants who responded &#x0201c;yes&#x0201d; then responded to seven items assessing past-six-month frequency of having perpetrated sexual or physical violence within the context of a dating relationship. Using the item stem &#x0201c;<italic toggle="yes">have you ever done the following things to a boy or a girl you have dated&#x02026;</italic>&#x0201d; example items included. example items included &#x0201c;<italic toggle="yes">slapped or scratched them</italic>&#x0201d; and &#x0201c;<italic toggle="yes">engaged or tried to engage them in sexual activity against their will?</italic>&#x0201d; Participants responded to items using a 5-point Likert-like scale with response options ranging from (0 = <italic toggle="yes">0 times</italic>; 1 = <italic toggle="yes">1-3 times</italic>; 2 = <italic toggle="yes">4-6 times</italic>; 3 = <italic toggle="yes">7-9 times</italic>; 4 = <italic toggle="yes">10 times or more</italic>). Internal consistency was excellent (&#x003b1; = .92-.84). Responses were dichotomized, such that youth who reported engaging in TDV within their lifetime or the were scored with a 1 and youth who reported never engaging in any TDV were scored with a 0. Internal consistency was excellent (&#x003b1; = .92-.84). Responses were dichotomized, such that youth who reported engaging in a behavior 1 or more times over the past six months were coded as 1 and youth who either did not endorse having a dating partner or did not engage in any TDV behaviors were coded as 0. Listwise deletion used at the item level within the measure, with the response indicated as missing if a participant failed to respond to any item in the questionnaire.</p></sec></sec><sec id="S13"><title>Procedures</title><p id="P16">Approval for the current study was provided by each school&#x02019;s superintendent (or head of school), school committee board, state Department of Education, and the local Institutional Review Board. Since all participants within the present study were minors (i.e., &#x0003c; 18 years old), parents of each student enrolled within the school were provided with an opportunity to opt their child out of the research. Additionally, youth participants were also asked to provide verbal assent documenting their willingness to participate prior to the survey assessments. Students who provided assent for research were asked to complete either a paper or computer-based survey within one 50-minute academic period. Given concerns surrounding the sensitive nature of questions, no identifiable information was linked to a student&#x02019;s responses, and students were provided with ample space to privately complete the survey. Students whose parents opted them out, or those who did not provide verbal assent, were provided with alternative activities to complete during survey administration (&#x0003c; 4% of enrolled students).</p></sec></sec><sec id="S14"><title>Data Analysis Plan</title><p id="P17">Missing data ranged from 21.8-28.0% at 7<sup>th</sup> grade Fall, 27.0-27.1% at 7<sup>th</sup> grade Spring, and 24.5%-25.7% at 8<sup>th</sup> grade Fall. Mplus (Version 8.4) software was used to conduct analyses using a panel design with cross-lagged and autoregressive paths (<xref rid="R37" ref-type="bibr">Muth&#x000e9;n &#x00026; Muth&#x000e9;n, 2017</xref>). Consistent with previous literature, scores on bullying and TDV perpetration were dichotomized due to a high amount of zero inflation (see mean scores in <xref rid="T1" ref-type="table">Table 1</xref>; <xref rid="R40" ref-type="bibr">Norris et al., 2022</xref>) as well as a limited amount of response variance (for Bullying 85%-92% of non-zero mean scores &#x02264; 1; for TDV 92%- 95% of non-zero mean scores &#x02264; 1; Espelage et al., 2020; <xref rid="R49" ref-type="bibr">Shorey et al., 2018</xref>). Thus, models are evaluating bullying and TDV at the level of the population. Models were estimated using full information maximum likelihood (FIML) and Montecarlo Integration. FIML accounted for missing data at 7<sup>th</sup> Grade Spring and 8<sup>th</sup> Grade Fall. Participants who were missing bullying and TDV data at 7<sup>th</sup> Grade Fall were dropped from analyses (4%; n =76). A main effects model was estimated to examine cross-lagged associations between bullying perpetration and TDV perpetration from 7<sup>th</sup> Grade Fall to 7<sup>th</sup> Grade Spring and from 7<sup>th</sup> Grade Spring to 8<sup>th</sup> Grade Fall. Effect sizes were reported as Odds Ratios. Although the current study includes a large sample of middle school youth, the amount of TDV perpetrated at each time point was relatively low (<italic toggle="yes">n</italic> = 34-61), thereby limiting our ability to detect effects. Therefore, we focus our interpretation on the effect sizes. Similarly, gender and sexual orientation are not addressed in the models due to the high amount of missingness we had on these variables&#x02014;which would have further reduced our ability to detect effects.</p></sec><sec id="S15"><title>Results</title><p id="P18">Correlations, means, and standard deviations of all variables are reported in <xref rid="T1" ref-type="table">Table 1</xref>. Percentages of youth who endorsed having dated, bullying perpetration, and TDV perpetration at each time point are reported in <xref rid="T2" ref-type="table">Table 2</xref>. Paired samples t-test indicated bullying rates were significantly different from 7<sup>th</sup> Grade Fall to 7<sup>th</sup> Grade Spring, <italic toggle="yes">t</italic>(1057) = .53, <italic toggle="yes">p</italic> &#x0003c;.01, and from 7<sup>th</sup> Grade Spring to 8<sup>th</sup> Grade Fall, <italic toggle="yes">t</italic>(1097)=.51, <italic toggle="yes">p&#x0003c;</italic>.01. TDV rates were significantly different from 7<sup>th</sup> Grade Fall to 7<sup>th</sup> Grade Spring, <italic toggle="yes">t</italic>(1067)=.24, <italic toggle="yes">p</italic> =.02, but not from 7<sup>th</sup> Grade Spring to 8<sup>th</sup> Grade Fall, <italic toggle="yes">t</italic>(1086)=.24, <italic toggle="yes">p</italic> =.80.</p><sec id="S16"><title>Cross-lagged path model</title><p id="P19">A cross-lagged path model was estimated to examine bidirectional associations between bullying perpetration and TDV perpetration across three time points from 7<sup>th</sup> through 8<sup>th</sup> Grade, with each time point approximately 6 months apart (see <xref rid="F1" ref-type="fig">Figure 1</xref>). Hypothesis 1: Aligning with expectations, bullying perpetration and TDV perpetration demonstrated stability across time. Bullying predicted itself from 7<sup>th</sup> Grade Fall to 7<sup>th</sup> Grade Spring (OR= 7.18 [95% CI = 5.36, 9.62], <italic toggle="yes">p</italic> &#x0003c; .01) and from 7<sup>th</sup> Grade Spring to 8<sup>th</sup> Grade Fall (OR = 8.78 [95% CI= 6.50,11.83], <italic toggle="yes">p</italic> &#x0003c;.01). TDV perpetration predicted itself from 7<sup>th</sup> Grade Fall to 7<sup>th</sup> Grade Spring (OR = 7.15 [95% CI = 2.96, 17.26] <italic toggle="yes">p</italic> &#x0003c;.01) and 7<sup>th</sup> Grade Spring to 8<sup>th</sup> Grade Fall (OR= 12.67 [95% CI= 6.27, 25.64] <italic toggle="yes">p</italic> &#x0003c;.01). Hypothesis 2: Aligning with expectations, bullying perpetration at the previous time point consistently predicted subsequent TDV perpetration. Bullying perpetration at 7<sup>th</sup> Grade Fall predicted TDV perpetration at 7<sup>th</sup> Grade Spring, demonstrating a medium effect size (OR= 4.35 [95% CI = 2.29, 8.28], <italic toggle="yes">p</italic> &#x0003c; 0.01). Bullying perpetration at 7<sup>th</sup> Grade Spring also predicted TDV perpetration at 8<sup>th</sup> Grade Fall, demonstrating a medium effect size (OR=3.37 [1.53, 7.44], <italic toggle="yes">p</italic> &#x0003c; 0.01). Hypothesis 3: Partially in support of expectations, TDV perpetration at 7<sup>th</sup> Grade Fall predicted bullying perpetration at 7<sup>th</sup> Grade Spring, demonstrating a medium effect size (OR= 3.60 [1.17, 11.14], <italic toggle="yes">p</italic> = 0.03). However, TDV perpetration at 7<sup>th</sup> Grade Spring did not substantially predict bullying perpetration at 8<sup>th</sup> Grade Fall, demonstrating a small effect size (OR= 1.40 [0.75, 2.60], <italic toggle="yes">p</italic> = 0.29).</p></sec></sec><sec id="S17"><title>Discussion</title><p id="P20">The current study evaluated bidirectional associations between bullying perpetration and TDV perpetration across 3 time points over 1 year (7<sup>th</sup> Grade Fall, 7<sup>th</sup> Grade Spring, and 8<sup>th</sup> Grade Fall). Findings indicated that bullying and TDV perpetration consistently predicted themselves throughout the course of the study, though rates of perpetration varied. Bullying perpetration consistently predicted subsequent TDV perpetration at all time points and TDV perpetration predicted subsequent bullying perpetration from 7<sup>th</sup> Grade Fall to 7<sup>th</sup> Grade Spring, but not from 7<sup>th</sup> Grade Spring to 8<sup>th</sup> Grade Fall. Taken together, these findings suggest bullying and TDV perpetration <italic toggle="yes">bidirectionally</italic> predict one another over time.</p><p id="P21">Aligning with hypothesis 1, bullying perpetration consistently predicted itself across time points&#x02014;aligning with previous research on the stability of bullying perpetration in middle school youth (<xref rid="R6" ref-type="bibr">Crapanzano et al., 2011</xref>; <xref rid="R14" ref-type="bibr">Espelage et al., 2001</xref>; <xref rid="R69" ref-type="bibr">Zych &#x00026; Farrington, 2021</xref>). Rates of bullying perpetration in our sample at 7<sup>th</sup> Grade Fall and 8<sup>th</sup> Grade Fall are consistent with other research in adolescents indicating rates of perpetration range from 20% to 35% (<xref rid="R9" ref-type="bibr">Da Silva et al., 2020</xref>, <xref rid="R36" ref-type="bibr">Modecki et al., 2014</xref>). However, the rate of perpetration at 7<sup>th</sup> Grade Spring was surprising (51.4%). The 7<sup>th</sup> Grade Spring perpetration rate reflected a marked increase in the number of youth who reported engaging in bullying from 7<sup>th</sup> Grade Fall (35.3%) and was followed by a decline at 8<sup>th</sup> Grade fall (34.6%). The spike in bullying behavior at the end of 7<sup>th</sup> grade adds to the mixed literature regarding the trajectory of peer aggression/bullying in early adolescence. For example, in a sample of aggressive youth, <xref rid="R21" ref-type="bibr">Fite et al. (2008)</xref> found peer aggression peaks as youth transition into middle school (i.e., 6<sup>th</sup> grade) and then steadily declines. In contrast, Hatigan and Vaillancourt (2014) found aggressive youth steadily increased their engagement in peer aggression throughout middle school, while other youth remain steadily low or unengaged in peer aggression. Taken together, findings support that bullying is a substantial problem for middle school youth, with up to half of youth engaging in bullying perpetration at the end of 7<sup>th</sup> grade.</p><p id="P22">Aligning with hypothesis 1, TDV perpetration also consistently predicted itself across all study time points. Rates of TDV perpetration in the current sample (2.5-4.6%) were low compared to other research on physical TDV in middle school samples, which have found prevalence rates of 15-17% (<xref rid="R50" ref-type="bibr">Simon et al., 2010</xref>; <xref rid="R38" ref-type="bibr">Niolon et al, 2015</xref>). The differences in our findings may be because <xref rid="R50" ref-type="bibr">Simon et al. (2010)</xref> and <xref rid="R38" ref-type="bibr">Niolon et al. (2015)</xref> specifically examined high risk samples or because these studies examined lifetime prevalence of perpetration, whereas our study examined perpetration prevalence in the past 6 months. Interestingly, rates of TDV perpetration substantially increased from 7<sup>th</sup> Grade Fall (2.5%) to 7<sup>th</sup> Grade Spring (4.6%), with perpetration rates nearly doubling despite rates of youth endorsing that they had a dating partner remaining the same during this time (41.6-41.8%). Unlike bullying perpetration, the spike in TDV perpetration in 7<sup>th</sup> Grade Spring was not followed by a decline in 8<sup>th</sup> grade fall. This suggest that 7<sup>th</sup> grade may be an important year where youth are at increased risk of initiating TDV and then maintaining TDV. While longitudinal research on TDV in middle school youth is sparse, extant work indicates perpetration is stable during this time (<xref rid="R8" ref-type="bibr">Cutbush et al. 2016</xref>; <xref rid="R57" ref-type="bibr">Temple et al., 2021</xref>). A better understanding of the developmental trajectory of TDV perpetration in middle school youth is an important area for future research.</p><p id="P23">Aligning with hypothesis 2, bullying perpetration at 7<sup>th</sup> Grade Fall and 7<sup>th</sup> Grade Spring predicted TDV perpetration at subsequent time points (medium effect sizes). Youth who perpetrated bullying at 7<sup>th</sup> Grade Fall were approximately 4 times more likely to perpetrate TDV at 7<sup>th</sup> Grade Spring, while youth who perpetrated bullying at 7<sup>th</sup> Grade Spring were approximately 3 times more likely to perpetrate TDV at 8<sup>th</sup> Grade Fall. Findings support past research proposing bullying increases future risk for TDV (<xref rid="R16" ref-type="bibr">Espelage et al., 2022</xref>; <xref rid="R31" ref-type="bibr">Joseph &#x00026; Kuperminc, 2020</xref>) and longitudinal work indicating bullying perpetration predicts TDV in middle schoolers (<xref rid="R8" ref-type="bibr">Cutbush et al., 2016</xref>; <xref rid="R23" ref-type="bibr">Foshee et al., 2014</xref>; <xref rid="R30" ref-type="bibr">Humphrey &#x00026; Vaillancourt, 2020</xref>).</p><p id="P24">However, partially aligning with hypothesis 3, TDV perpetration at 7<sup>th</sup> Grade Fall also predicted bullying perpetration at 7<sup>th</sup> Grade Spring (medium effect size), but TDV at 7<sup>th</sup> Grade Spring did not substantially predict bullying perpetration at 8<sup>th</sup> Grade Fall (small effect size). Youth who perpetrated TDV at 7<sup>th</sup> Grade Fall were almost 4 times more likely to perpetrate bullying at 7<sup>th</sup> Grade Spring. Notably, TDV perpetration in adolescence can be bidirectional within couples, with individuals both being <italic toggle="yes">victimized by</italic> and <italic toggle="yes">perpetrating violence towards</italic> their partner (<xref rid="R40" ref-type="bibr">Norris et al, 2022</xref>; <xref rid="R46" ref-type="bibr">Reidy et al., 2016</xref>; <xref rid="R61" ref-type="bibr">Wekerle &#x00026; Wolf, 1999</xref>). Therefore, consistent with the Social Learning theory (<xref rid="R2" ref-type="bibr">Bandura, 1976</xref>, <xref rid="R1" ref-type="bibr">1977</xref>), previously non-aggressive youth may learn aggressive behaviors through the coercive pattern of victimization and perpetration that emerges within violent dating relationships (<xref rid="R61" ref-type="bibr">Wekerle &#x00026; Wolf, 1999</xref>) and then translate this behavior towards their peers. It was somewhat surprising that TDV perpetration at 7<sup>th</sup> Grade Fall did not substantially predict bullying at 8<sup>th</sup> Grade Fall. It is possible that this small and non-significant effect may be due to the small number of youth who endorsed TDV perpetration at time 2 (n=61), which limited the ability for our analyses to detect small effects. Findings may also indicate that developmental timing or contextual factors are important to consider, with TDV perpetration as a significant risk factor for future bullying within the same school year, but not as youth transition grades. Findings in the current study are important given previous longitudinal evaluations of bullying and TDV perpetration have focused exclusively on a bullying-to-TDV pathway due to assumptions about the developmental timing of aggression (<xref rid="R68" ref-type="bibr">Zych et al., 2021</xref>). Results indicate further research should be conducted to understand the trajectory of TDV in middle schoolers and how early perpetration of TDV increases youth risk for peer violence and maladaptive peer relationships.</p><p id="P25">Bidirectional results also support research demonstrating bullying and TDV perpetration tend to co-occur in the same youth (<xref rid="R38" ref-type="bibr">Niolon et al., 2015</xref>; Vivolo-Kantor et al., 2016; <xref rid="R65" ref-type="bibr">Yahner et al., 2015</xref>) and that multiple types of aggression may stem from the same risk factors (<xref rid="R4" ref-type="bibr">Catalano et al., 2012</xref>; <xref rid="R22" ref-type="bibr">Foshee et al., 2016</xref>; <xref rid="R25" ref-type="bibr">Gladden et al., 2014</xref>). However, in contrast to conceptualizations rooted early childhood exposure to aggression (e.g., Social Interaction Theory; Patterson, 1982) or developmental context (phenomenon of heterotypic continuity; Moffit, 1993), findings suggest all peer relationships (including friends and dating partners) may serve as training grounds for each other. That is, aligning with the Social Learning Theory (<xref rid="R2" ref-type="bibr">Bandura, 1976</xref>, <xref rid="R1" ref-type="bibr">1977</xref>), youth who learn violence perpetration is effective in dating may transfer this behavior to friendship. Findings support the need for cross-cutting violence interventions that target <italic toggle="yes">both</italic> bullying and TDV simultaneously. Existing prevention efforts for middle school youth tend to focus exclusively on peer relationships (<xref rid="R31" ref-type="bibr">Joseph &#x00026; Kuperminc, 2020</xref>), with limited focus on the intersections between co-occurring forms of harm.</p><sec id="S18"><title>Limitations</title><p id="P26">This study&#x02019;s limitations provide direction for future research. The current study was focused on middle schoolers attending public school in the Northeast, therefore results may not generalize to other populations. Also, while the current study represents one of the largest samples that has been collected on this population, there was a high percentage of missing data (21.8%-28.0%) due to study attrition, invalid survey responses, or participants skipping items. The high percentage of missingness on gender and sexual orientation data (23-33%) precluded us from including these variables as covariates. Due to a high amount of zero inflation, bullying and TDV perpetration were scored dichotomously. While this approach is consistent with previous literature (e.g., <xref rid="R18" ref-type="bibr">Evans et al., 2019</xref>; <xref rid="R42" ref-type="bibr">Park &#x00026; Sullivan, 2024</xref>; <xref rid="R5" ref-type="bibr">Choi &#x00026; Dulisse, 2021</xref>; <xref rid="R40" ref-type="bibr">Norris et al., 2022</xref>), it precluded us from examining the severity of these constructs. It may have also resulted in categorizing youth who only perpetrated 1 instance of bullying over last six months as perpetrators, despite classic definitions of bullying requiring repeated perpetration (<xref rid="R25" ref-type="bibr">Gladden et al., 2014</xref>; <xref rid="R41" ref-type="bibr">Olweus, 1997</xref>). Additionally, the number of participants perpetrating TDV at each time point was relatively low (<italic toggle="yes">n</italic> = 34-61), thereby limiting our ability to detect effects. For example, we were unable to examine gender-specific differences given the low rate of TDV perpetration&#x02014;despite previous studies having demonstrated meaningful differences in bully and TDV perpetration by gender (<xref rid="R48" ref-type="bibr">Shorey et al., 2017</xref>; <xref rid="R52" ref-type="bibr">Spencer et al, 2021</xref>; <xref rid="R58" ref-type="bibr">Temple et al., 2013</xref>; <xref rid="R66" ref-type="bibr">Zsila et al., 2019</xref>) and sexual orientation (<xref rid="R34" ref-type="bibr">Martin-Storey, 2015</xref>). Additionally, the lack of significance for some parameters involving TDV is likely due to the low base rate of TDV in our sample. The current study was limited in that it only examined physical and sexual TDV perpetration because our research team was limited in the length of the questionnaire that could be feasibly administered in the time frame allotted in the school setting. This approach did not capture other types of TDV that are increasingly common (e.g., cyber, psychological; <xref rid="R54" ref-type="bibr">Tomaszewska &#x00026; Schuster, 2021</xref>)</p></sec><sec id="S19"><title>Future Research directions</title><p id="P27">Although it is important to be aware of participant burden when developing assessment batteries, future research would nonetheless benefit from a more comprehensive assessment of TDV. Ensuring that funding is available to support large scale studies of multiple forms of violence among youth is critical for continued evaluation of risk and protective factors of bullying and TDV, and development of evidence-informed prevention efforts. Future research should utilize larger samples to include a focus on how demographic characteristics or other moderating factors might influence the association between bullying and TDV, so that this information might be used to inform prevention initiatives. Future research would also benefit from examining how factors like the severity and frequency of perpetration influence the bi-directional association between bullying and TDV. Subsequent studies would benefit from a dual focus on both victimization and perpetration of bullying and TDV. Future work would also benefit from examining how specific functions of peer aggression (i.e., proactive and reactive) are longitudinally associated with TDV.</p></sec><sec id="S20"><title>Prevention and clinical implications</title><p id="P28">Regarding clinical implications, bidirectional associations between bullying and TDV perpetration indicate interventions should focus on interventions that target multiple forms of violence&#x02014;even for middle schoolers (e.g., <xref rid="R31" ref-type="bibr">Joseph &#x00026; Kuperminc, 2020</xref>). At an individual level, findings suggest clinicians should be cognizant of how violence in one type of relationship (e.g., dating) can serve as a training ground for violence in other types of relationships (e.g., friendships). Specifically, consistent with the Social Learning Theory, clinicians should help youth understand aggression is not an adaptive way to resolve interpersonal conflicts and results in negative consequences for the perpetrator through strategies such as problem solving (Phillips et al., 2003; <xref rid="R3" ref-type="bibr">Castillo-Eito et al., 2020</xref>). Although implementation of prevention activities is vital across all years of middle school, targeting both bullying behavior through interventions implemented prior to 7<sup>th</sup> grade may be especially important, as this may be a period where TDV increases and stays relatively stable.</p></sec><sec id="S21"><title>Conclusion</title><p id="P29">The present study marks a significant contribution to the interpersonal violence literature through using a prospective design to examine the bidirectional associations between bullying and TDV in a sample of middle school youth. Findings indicated that bullying and TDV perpetration consistently predicted themselves throughout the course of the study, although rates of perpetration were at times low and varied. Specifically, bullying perpetration was associated with subsequent TDV perpetration at all time points and TDV perpetration was associated with subsequent bullying perpetration from 7<sup>th</sup> Grade Fall to 7<sup>th</sup> Grade Spring, but not from 7<sup>th</sup> Grade Spring to 8<sup>th</sup> Grade Fall. 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frame="hsides" rules="none"><colgroup span="1"><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/></colgroup><thead><tr><th align="left" valign="top" rowspan="1" colspan="1"/><th align="center" valign="top" rowspan="1" colspan="1">1.</th><th align="center" valign="top" rowspan="1" colspan="1">2.</th><th align="center" valign="top" rowspan="1" colspan="1">3.</th><th align="center" valign="top" rowspan="1" colspan="1">4.</th><th align="center" valign="top" rowspan="1" colspan="1">5.</th><th align="center" valign="top" rowspan="1" colspan="1">6.</th><th align="center" valign="top" rowspan="1" colspan="1">7.</th><th align="center" valign="top" rowspan="1" colspan="1">8.</th><th align="center" valign="top" rowspan="1" colspan="1">9.</th><th align="center" valign="top" rowspan="1" colspan="1">10.</th></tr></thead><tbody><tr><td align="left" valign="top" rowspan="1" colspan="1">1. 7F Age</td><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">2. 7F Bullying Perpetration</td><td align="left" valign="top" rowspan="1" colspan="1">.07<xref rid="TFN2" ref-type="table-fn">*</xref></td><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">3. 7S Bullying Perpetration</td><td align="left" valign="top" rowspan="1" colspan="1">.08<xref rid="TFN3" ref-type="table-fn">**</xref></td><td align="left" valign="top" rowspan="1" colspan="1">.42<xref rid="TFN3" ref-type="table-fn">**</xref></td><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">4. 8F Bullying Perpetration</td><td align="left" valign="top" rowspan="1" colspan="1">.07<xref rid="TFN2" ref-type="table-fn">*</xref></td><td align="left" valign="top" rowspan="1" colspan="1">.38<xref rid="TFN3" ref-type="table-fn">**</xref></td><td align="left" valign="top" rowspan="1" colspan="1">.45<xref rid="TFN3" ref-type="table-fn">**</xref></td><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">5. 7F TDV</td><td align="left" valign="top" rowspan="1" colspan="1">.09<xref rid="TFN3" ref-type="table-fn">**</xref></td><td align="left" valign="top" rowspan="1" colspan="1">.13<xref rid="TFN3" ref-type="table-fn">**</xref></td><td align="left" valign="top" rowspan="1" colspan="1">.12<xref rid="TFN3" ref-type="table-fn">**</xref></td><td align="left" valign="top" rowspan="1" colspan="1">.07<xref rid="TFN2" ref-type="table-fn">*</xref></td><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">6. 7S TDV</td><td align="left" valign="top" rowspan="1" colspan="1">&#x02212;.01</td><td align="left" valign="top" rowspan="1" colspan="1">.16<xref rid="TFN3" ref-type="table-fn">**</xref></td><td align="left" valign="top" rowspan="1" colspan="1">.18<xref rid="TFN3" ref-type="table-fn">**</xref></td><td align="left" valign="top" rowspan="1" colspan="1">.11<xref rid="TFN3" ref-type="table-fn">**</xref></td><td align="left" valign="top" rowspan="1" colspan="1">.19<xref rid="TFN3" ref-type="table-fn">**</xref></td><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">7. 8F TDV</td><td align="left" valign="top" rowspan="1" colspan="1">.08<xref rid="TFN2" ref-type="table-fn">*</xref></td><td align="left" valign="top" rowspan="1" colspan="1">.11<xref rid="TFN3" ref-type="table-fn">**</xref></td><td align="left" valign="top" rowspan="1" colspan="1">.13<xref rid="TFN3" ref-type="table-fn">**</xref></td><td align="left" valign="top" rowspan="1" colspan="1">.16<xref rid="TFN3" ref-type="table-fn">**</xref></td><td align="left" valign="top" rowspan="1" colspan="1">.31<xref rid="TFN3" ref-type="table-fn">**</xref></td><td align="left" valign="top" rowspan="1" colspan="1">.32<xref rid="TFN3" ref-type="table-fn">**</xref></td><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">8. 7F Ever Dated</td><td align="left" valign="top" rowspan="1" colspan="1">.11<xref rid="TFN3" ref-type="table-fn">**</xref></td><td align="left" valign="top" rowspan="1" colspan="1">.26<xref rid="TFN3" ref-type="table-fn">**</xref></td><td align="left" valign="top" rowspan="1" colspan="1">.20<xref rid="TFN3" ref-type="table-fn">**</xref></td><td align="left" valign="top" rowspan="1" colspan="1">.22<xref rid="TFN3" ref-type="table-fn">**</xref></td><td align="left" valign="top" rowspan="1" colspan="1">.20<xref rid="TFN3" ref-type="table-fn">**</xref></td><td align="left" valign="top" rowspan="1" colspan="1">.17<xref rid="TFN3" ref-type="table-fn">**</xref></td><td align="left" valign="top" rowspan="1" colspan="1">.15<xref rid="TFN3" ref-type="table-fn">**</xref></td><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">9. 7S Ever Dated</td><td align="left" valign="top" rowspan="1" colspan="1">.16<xref rid="TFN3" ref-type="table-fn">**</xref></td><td align="left" valign="top" rowspan="1" colspan="1">.24<xref rid="TFN3" ref-type="table-fn">**</xref></td><td align="left" valign="top" rowspan="1" colspan="1">.21<xref rid="TFN3" ref-type="table-fn">**</xref></td><td align="left" valign="top" rowspan="1" colspan="1">.18<xref rid="TFN3" ref-type="table-fn">**</xref></td><td align="left" valign="top" rowspan="1" colspan="1">.14<xref rid="TFN3" ref-type="table-fn">**</xref></td><td align="left" valign="top" rowspan="1" colspan="1">.25<xref rid="TFN3" ref-type="table-fn">**</xref></td><td align="left" valign="top" rowspan="1" colspan="1">.21<xref rid="TFN3" ref-type="table-fn">**</xref></td><td align="left" valign="top" rowspan="1" colspan="1">.51<xref rid="TFN3" ref-type="table-fn">**</xref></td><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">10. 8F Ever Dated</td><td align="left" valign="top" rowspan="1" colspan="1">.061<xref rid="TFN2" ref-type="table-fn">*</xref></td><td align="left" valign="top" rowspan="1" colspan="1">.21<xref rid="TFN3" ref-type="table-fn">**</xref></td><td align="left" valign="top" rowspan="1" colspan="1">.16<xref rid="TFN3" ref-type="table-fn">**</xref></td><td align="left" valign="top" rowspan="1" colspan="1">.20<xref rid="TFN3" ref-type="table-fn">**</xref></td><td align="left" valign="top" rowspan="1" colspan="1">.10<xref rid="TFN3" ref-type="table-fn">**</xref></td><td align="left" valign="top" rowspan="1" colspan="1">.17<xref rid="TFN3" ref-type="table-fn">**</xref></td><td align="left" valign="top" rowspan="1" colspan="1">.19<xref rid="TFN3" ref-type="table-fn">**</xref></td><td align="left" valign="top" rowspan="1" colspan="1">.59<xref rid="TFN3" ref-type="table-fn">**</xref></td><td align="left" valign="top" rowspan="1" colspan="1">.64<xref rid="TFN3" ref-type="table-fn">**</xref></td><td align="left" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">Mean (SD)</td><td align="left" valign="top" rowspan="1" colspan="1">12.16 (.42)</td><td align="left" valign="top" rowspan="1" colspan="1">.17 (.40)</td><td align="left" valign="top" rowspan="1" colspan="1">.34 (.64)</td><td align="left" valign="top" rowspan="1" colspan="1">.20 (.47)</td><td align="left" valign="top" rowspan="1" colspan="1">.01 (.13)</td><td align="left" valign="top" rowspan="1" colspan="1">.02 (.21)</td><td align="left" valign="top" rowspan="1" colspan="1">.02 (.19)</td><td align="left" valign="top" rowspan="1" colspan="1">0.42 (0.49)</td><td align="left" valign="top" rowspan="1" colspan="1">.42 (.49)</td><td align="left" valign="top" rowspan="1" colspan="1">.52 (.50)</td></tr></tbody></table><table-wrap-foot><fn id="TFN1"><p id="P33"><italic toggle="yes">Note.</italic> 7F: 7<sup>th</sup> Grade Fall; 7S: 7<sup>th</sup> Grade Spring; 8F: 8<sup>th</sup> Grade Fall;</p></fn><fn id="TFN2"><label>*</label><p id="P34">= Correlation is significant at the 0.05 level (2-tailed);</p></fn><fn id="TFN3"><label>**</label><p id="P35">= Correlation is significant at the 0.01 level (2-tailed); For TDV and Bullying Perpetration variables Mean (SD) reflect raw scores (i.e., not dichotomized).</p></fn></table-wrap-foot></table-wrap><table-wrap position="float" id="T2"><label>Table 2.</label><caption><p id="P36">Prevalence of bullying perpetration, TDV perpetration, and dating</p></caption><table frame="hsides" rules="none"><colgroup span="1"><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/></colgroup><thead><tr><th align="left" valign="top" rowspan="1" colspan="1"/><th align="left" valign="top" rowspan="1" colspan="1">Percentage endorsed (N)</th><th align="left" valign="top" rowspan="1" colspan="1">Total N</th></tr></thead><tbody><tr><td align="left" valign="top" rowspan="1" colspan="1">
<bold>7<sup>th</sup> Grade Fall</bold>
</td><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;&#x02003;&#x000a0;Bullying Perpetration</td><td align="left" valign="top" rowspan="1" colspan="1">35.3% (468)</td><td align="left" valign="top" rowspan="1" colspan="1">1324</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;&#x02003;&#x000a0;TDV Perpetration</td><td align="left" valign="top" rowspan="1" colspan="1">2.5% (34)</td><td align="left" valign="top" rowspan="1" colspan="1">1338</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;&#x02003;&#x000a0;Ever Dated</td><td align="left" valign="top" rowspan="1" colspan="1">41.6% (532)</td><td align="left" valign="top" rowspan="1" colspan="1">1279</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">
<bold>7<sup>th</sup> Grade Spring</bold>
</td><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;&#x02003;&#x000a0;Bullying Perpetration</td><td align="left" valign="top" rowspan="1" colspan="1">51.4% (690)</td><td align="left" valign="top" rowspan="1" colspan="1">1343</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;&#x02003;&#x000a0;TDV Perpetration</td><td align="left" valign="top" rowspan="1" colspan="1">4.6% (61)</td><td align="left" valign="top" rowspan="1" colspan="1">1340</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;&#x02003;&#x000a0;Ever Dated</td><td align="left" valign="top" rowspan="1" colspan="1">41.8% (544)</td><td align="left" valign="top" rowspan="1" colspan="1">1300</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">
<bold>8<sup>th</sup> Grade Fall</bold>
</td><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;&#x02003;&#x000a0;Bullying Perpetration</td><td align="left" valign="top" rowspan="1" colspan="1">34.6% (481)</td><td align="left" valign="top" rowspan="1" colspan="1">1390</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;&#x02003;&#x000a0;TDV Perpetration</td><td align="left" valign="top" rowspan="1" colspan="1">4.1% (56)</td><td align="left" valign="top" rowspan="1" colspan="1">1368</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;&#x02003;&#x000a0;Ever Dated</td><td align="left" valign="top" rowspan="1" colspan="1">47.7% (725)</td><td align="left" valign="top" rowspan="1" colspan="1">1386</td></tr></tbody></table><table-wrap-foot><fn id="TFN4"><p id="P37"><italic toggle="yes">Note.</italic> Percentages exclude participants with missing data at each time point.</p></fn></table-wrap-foot></table-wrap><boxed-text id="BX1" position="float"><caption><title>Public significance statements:</title></caption><p id="P38">This study indicates middle school youth who engage in bullying perpetration are more likely to later perpetrate teen dating violence, and that youth who engage in teen dating violence are also more likely to later perpetrate bullying. Violence interventions for middle school youth should focus on <italic toggle="yes">both</italic> bullying and teen dating violence.</p></boxed-text></floats-group></article>