Bullying Involvement, Teacher-Student Relationships, and Psychosocial Outcomes
Bullying Involvement, Teacher-Student Relationships, and Psychosocial Outcomes
                                                                                                                                                   Students involved in bullying experience mental health issues and negative psychosocial outcomes. Few
                                                                                                                                                   studies have investigated how teacher–student relationships (TSRs) may buffer the negative outcomes
                                                                                                                                                   experienced by students involved in bullying. To investigate the moderating role of TSRs with bullying
This article is intended solely for the personal use of the individual user and is not to be disseminated broadly.
                                                                                                                                                   involvement status and psychosocial outcomes, we used data from 691 middle school students, 85
   This document is copyrighted by the American Psychological Association or one of its allied publishers.
                                                                                                                                                   teachers, and 6 schools in one urban district. We used both student- and teacher-reported outcomes and
                                                                                                                                                   regression models included baseline measures (i.e., depression, concentration problems, emotional
                                                                                                                                                   regulation problems, behavioral engagement) taken 8 months earlier. Regardless of bullying involve-
                                                                                                                                                   ment, student-reported TSR had a beneficial association for all outcomes controlling for baseline
                                                                                                                                                   measures and student demographic variables. However, bully/victims with low TSRs experienced a
                                                                                                                                                   heightened risk for depressive symptoms suggesting increased attention to this subgroup of students.
                                                                                                                        School bullying is generally defined as chronic, intentional acts                  detrimental effects associated with being a bully and/or a victim
                                                                                                                     of aggression directed toward a student who has less status or                        (Hawker & Boulton, 2000; Nansel et al., 2001).
                                                                                                                     power (Espelage & Swearer, 2003; Olweus, 1993). Based on the                             Based on their bullying involvement status, adolescents can be
                                                                                                                     School Crime Supplement to the National Crime Victimization                           classified as bullies, victims, bully/victims, and noninvolved1 stu-
                                                                                                                     Survey, 22% of students ages 12 through 18 in the U.S. have been                      dents with each involved group sharing varied psychosocial ad-
                                                                                                                     victims of some form of bullying (Lessne & Cidade, 2015). Bul-                        justment difficulties (Espelage & Swearer, 2003; Forero, McLel-
                                                                                                                     lying is recognized as a serious concern for educators, parents, and                  lan, Rissel, & Bauman, 1999; Veenstra et al., 2005). Considerable
                                                                                                                     students as a result of a host of risk factors and long lasting                       evidence has shown that bullying victimization is associated with
                                                                                                                                                                                                           lower school engagement (Mehta, Cornell, Fan, & Gregory, 2013),
                                                                                                                                                                                                           academic achievement (Nansel et al., 2001; Strøm, Thoresen,
                                                                                                                                                                                                           Wentzel-Larsen, & Dyb, 2013), greater levels of depression
                                                                                                                                                                                                           (Bond, Carlin, Thomas, Rubin, & Patton, 2001; Fekkes, Pijpers,
                                                                                                                        Francis L. Huang, Crystal Lewis, Daniel R. Cohen, Sara Prewett, and
                                                                                                                     Keith Herman, Department of Educational, School, and Counseling Psy-
                                                                                                                                                                                                           Fredriks, Vogels, & Verloove-Vanhorick, 2006), higher levels of
                                                                                                                     chology, University of Missouri.                                                      suicide ideation (Copeland et al., 2013; Brunstein Klomek, Mar-
                                                                                                                        This research reported here was supported by the Institute of Education            rocco, Kleinman, Schonfeld, & Gould, 2007), and poorer mental
                                                                                                                     Sciences, U.S. Department of Education, through Grant R305A130143 to                  and physical health (Benedict, Vivier, & Gjelsvik, 2014; Rigby,
                                                                                                                     the University of Missouri (PI: Keith Herman). The opinions expressed are             2000, 2001; Slee, 1995). Students who bully others have generally
                                                                                                                     those of the authors and do not represent views of the Institute or the U.S.          shown higher levels of truancy (Forero et al., 1999) and lower
                                                                                                                     Department of Education.                                                              levels of school bonding (Haynie et al., 2001). Individuals cate-
                                                                                                                        Correspondence concerning this article should be addressed to Francis L.
                                                                                                                     Huang, Department of Educational, School, and Counseling Psychology,
                                                                                                                     University of Missouri, 16 Hill Hall, Columbia, MO 65211. E-mail:                       1
                                                                                                                                                                                                               Some make a distinction between bystanders who witness bullying and
                                                                                                                     huangf@missouri.edu                                                                   noninvolved students (Haynie et al., 2001; C. Wang et al., 2015).
                                                                                                                                                                                                     223
                                                                                                                     224                                         HUANG, LEWIS, COHEN, PREWETT, AND HERMAN
                                                                                                                     gorized as both bullies and victims (e.g., bully/victims or aggres-      bullying itself (Baldry & Farrington, 2005; Rothon, Head,
                                                                                                                     sive victims) represent a high risk group who exhibit increased          Klineberg, & Stansfeld, 2011).
                                                                                                                     levels of conduct problems, school disengagement, concentration
                                                                                                                     problems, and a large number of (if not the most severe) psycho-
                                                                                                                     logical and psychosomatic symptoms (Forero et al., 1999; Ju-                         Teacher–Student Relationships and
                                                                                                                     vonen, Graham, & Schuster, 2003; Kumpulainen, Räsänen, &                                  Psychosocial Outcomes
                                                                                                                     Puura, 2001). Bully/victims are also characterized by higher rates
                                                                                                                                                                                                 Supportive relationships with adults and peers may moderate the
                                                                                                                     of problem behavior, depressive symptoms, lower self-control and
                                                                                                                                                                                              effects of bullying with regard to academic achievement (Konishi,
                                                                                                                     social competence, and poorer school functioning compared with
                                                                                                                                                                                              Hymel, Zumbo, & Li, 2010; Rothon et al., 2011; Strøm et al.,
                                                                                                                     other students (Haynie et al., 2001).
                                                                                                                                                                                              2013), yet little research has investigated this effect with regard to
                                                                                                                        The challenges faced by students involved in bullying are well
                                                                                                                                                                                              bullying involvement, TSRs, and psychosocial outcomes. The
                                                                                                                     recognized (Hawker & Boulton, 2000) though less research has
                                                                                                                                                                                              majority of TSR studies have focused on academically oriented
                                                                                                                     been conducted with regard to the potential benefits of positive
                                                                                                                                                                                              measures rather than psychosocial outcomes (e.g., O’Connor, Col-
This article is intended solely for the personal use of the individual user and is not to be disseminated broadly.
                                                                                                                     outcomes. Over the years, various studies have shown the benefits
                                                                                                                                                                                              social outcomes (e.g., engagement, emotional regulation, ability to
                                                                                                                     of positive TSRs with academic achievement, affective/behavioral
                                                                                                                                                                                              concentrate) are important in themselves and are directly linked to
                                                                                                                     outcomes, and engagement (Cornelius-White, 2007; Roorda,
                                                                                                                                                                                              academic achievement, grade promotion, and may protect
                                                                                                                     Koomen, Spilt, & Oort, 2011). Although a supportive classroom
                                                                                                                                                                                              against future academic failure (Cornelius-White, 2007; Dun-
                                                                                                                     environment and positive TSRs have been shown to be associated
                                                                                                                                                                                              can et al., 2007; Gregory & Korth, 2016; Li-Grining, Votruba-
                                                                                                                     with reduced bullying involvement (Di Stasio, Savage, & Burgos,
                                                                                                                                                                                              Drzal, Maldonado-Carreño, & Haas, 2010; Stipek & Miles,
                                                                                                                     2016; Gregory et al., 2010), less has been written about its poten-
                                                                                                                                                                                              2008; Willson & Hughes, 2009).
                                                                                                                     tial to serve as a buffer or protective factor with regard to negative
                                                                                                                     psychosocial outcomes brought about by bullying involvement                 Positive TSRs may protect against several forms of psychoso-
                                                                                                                     (Rigby, 2000). Protective factors refer to influences (e.g., TSRs)       cial maladjustment (e.g., depression, low self-esteem, disruptive
                                                                                                                     that may modify or ameliorate an individual’s response to some           behavior, and anxiety) which students involved in bullying often
                                                                                                                     risk factor (e.g., bullying involvement) that leads to a negative        experience (e.g., Haynie et al., 2001; Juvonen et al., 2003; Yen et
                                                                                                                     outcome (e.g., depression; Rutter, 1985). Teacher–student relation-      al., 2010). Psychosocial maladjustments may lead to poor school
                                                                                                                     ships thus have the potential to offset some of the stressors expe-      engagement and lower academic outcomes (Graham, Bellmore, &
                                                                                                                     rienced by students involved with bullying.                              Mize, 2006).
                                                                                                                                                                                                 Students who struggle with internalizing problems (e.g., depres-
                                                                                                                                                                                              sion) often show a greater dependency on their teachers compared
                                                                                                                                 Teacher–Student Relationships and                            to their peers (Henricsson & Rydell, 2004) and students who are
                                                                                                                                       Bullying Involvement                                   overly dependent on their teachers have an increased likelihood of
                                                                                                                        Teachers play a critical role creating a supportive environment       being bullied (Troop-Gordon & Kopp, 2011). However, strong
                                                                                                                     by engaging students, establishing relationships, managing the           teacher support has been associated with reductions in depression
                                                                                                                     classroom, serving as positive role models for prosocial behaviors,      (Colarossi & Eccles, 2003; Murray & Greenberg, 2000) and other
                                                                                                                     and enforcing school rules (Di Stasio et al., 2016; LaRusso, Ro-         forms of internalizing behavior (Pianta & Stuhlman, 2004; Rueger,
                                                                                                                     mer, & Selman, 2008). Teachers set the overall tone of the class-        Malecki, & Demaray, 2008). Students who perceived greater sup-
                                                                                                                     room and other than the students themselves, teachers are a              port from their teachers were less depressed and had lower mis-
                                                                                                                     school’s key resource against bullying and victimization (Rodkin         conduct problems (Reddy et al., 2003). A safe and supportive
                                                                                                                     & Hodges, 2003). When teachers are able to establish positive            school environment may function as a protective factor for stu-
                                                                                                                     relationships with students who are difficult to teach and exhibit       dents at risk for depression (Langille, Rasic, Kisely, Flowerdew, &
                                                                                                                     behavior problems, those students tend to have reduced aggressive        Cobbett, 2012).
                                                                                                                     behaviors and greater school engagement (Doumen, Buyse, Col-                Positive TSRs are also associated with decreases in teacher-
                                                                                                                     pin, & Verschueren, 2011).                                               reported externalizing behavior and aggression (Benhorin & Mc-
                                                                                                                        A few recent studies have shown that positive TSRs were               Mahon, 2008; Murray & Greenberg, 2000). Nurmi and Kiuru
                                                                                                                     associated with less victimization related to bullying and peer          (2015) emphasized that child characteristics and behaviors could
                                                                                                                     aggression (Di Stasio et al., 2016; Elledge et al., 2016; Murray-        evoke certain responses from their teachers and when teachers and
                                                                                                                     Harvey & Slee, 2010; Obsuth et al., 2016; Troop-Gordon & Kopp,           students have a conflictual relationship, students’ disruptive be-
                                                                                                                     2011). In addition, a negative environment marked by poor or             haviors are likely to persist though positive TSRs may reduce
                                                                                                                     highly conflictual TSRs, may promote peer aggression (Doumen et          disruptive behaviors and improve prosocial behaviors(Nurmi &
                                                                                                                     al., 2011; Reavis, Keane, & Calkins, 2010; Troop-Gordon &                Kiuru, 2015). Additionally, adolescents with a history of teacher
                                                                                                                     Kopp, 2011) and students with low TSRs may also be more                  conflict showed lower incidences of maladaptive behavior patterns
                                                                                                                     vulnerable to bullying (Shin & Kim, 2008). Although several              when they perceived a positive, trustworthy relationship with their
                                                                                                                     studies have focused on bullying prevention (Ttofi & Farrington,         teacher (Gregory & Ripski, 2008). Students with positive TSRs
                                                                                                                     2011) and some have focused on whether TSRs may buffer chil-             tended to be more engaged in school, have higher academic
                                                                                                                     dren from the risk of peer aggression (Elledge et al., 2016; Troop-      achievement, and were more motivated (Gregory & Korth, 2016;
                                                                                                                     Gordon & Kopp, 2011), fewer studies have investigated factors            Roorda et al., 2011; M. T. Wang & Eccles, 2013; Wentzel, Battle,
                                                                                                                     (e.g., social supports) that may reduce the negative effects of          Russell, & Looney, 2010). Teacher–student relationships then may
                                                                                                                                                               BULLYING AND TEACHER–STUDENT RELATIONSHIPS                                                   225
                                                                                                                     ameliorate some of the negative outcomes associated with bullying       (Fraser, Kirby, & Smokowski, 2004). The presence of supportive
                                                                                                                     involvement.                                                            adults has been shown to strongly predict a child’s emotional
                                                                                                                                                                                             well-being and school-based relationships have been shown to be
                                                                                                                                           The Current Study                                 more important than familiar support in middle childhood (Oberle,
                                                                                                                                                                                             Schonert-Reichl, Guhn, Zumbo, & Hertzman, 2014). Additionally,
                                                                                                                       Given that students involved in bullying experience various           although TSRs are dyadic in nature, where both students and
                                                                                                                     negative psychosocial outcomes (e.g., Haynie et al., 2001) and          teachers have their own valid perception of the relationship (Brink-
                                                                                                                     positive TSRs are associated with improved psychosocial out-            worth, McIntyre, Juraschek, & Gehlbach, 2017), we focused on the
                                                                                                                     comes (e.g., Reddy et al., 2003; Roorda et al., 2011), we investi-      students’ perception of their relationship with their teachers be-
                                                                                                                     gated the moderating role of TSRs using a longitudinal sample of        cause their point of view was important considering we were
                                                                                                                     middle school students. We used a 9-month cohort study with             investigating student psychosocial outcomes. Finally, we focused
                                                                                                                     baseline measurements taken in the fall with follow-up measure-         on middle school students and the middle school years mark a
                                                                                                                     ments in the spring. We specifically asked:                             particularly vulnerable time for youth (Akos, Rose, & Orthner,
This article is intended solely for the personal use of the individual user and is not to be disseminated broadly.
                                                                                                                          1.   Are there differences in TSRs based on student bullying       number of students being bullied (Bradshaw, Sawyer, & O’Brennan,
                                                                                                                               involvement?                                                  2007; Nansel et al., 2001). Changes in school characteristics from
                                                                                                                                                                                             primary to middle school (e.g., larger, impersonal classes) may
                                                                                                                          2.   Do students involved in bullying (i.e., victims, bullies,
                                                                                                                                                                                             contribute to increased bullying victimization (Pellegrini, 2002;
                                                                                                                               bully/victims) have poorer psychosocial outcomes in the
                                                                                                                                                                                             Wigfield, Lutz, & Laurel Wagner, 2005) and a decline in school
                                                                                                                               spring (i.e., depression, concentration problems, emo-
                                                                                                                                                                                             engagement (Busteed, 2013). Although TSRs are important at all
                                                                                                                               tional regulation problems, behavioral engagement) com-
                                                                                                                                                                                             points in a student’s education, middle schools are often structured
                                                                                                                               pared with noninvolved students while controlling for
                                                                                                                                                                                             in a way that impedes the formation of strong ties with teachers
                                                                                                                               baseline (fall) measures?
                                                                                                                                                                                             (Reddy et al., 2003) and the quality of TSRs often declines in
                                                                                                                          3.   Is the quality of teacher–student relationship associated     middle school (Lynch & Cicchetti, 1997).
                                                                                                                               with beneficial psychosocial outcomes for all students
                                                                                                                               (e.g., higher TSRs is associated with a reduction in de-                                   Method
                                                                                                                               pression)?
                                                                                                                        Of the 939 students, 14% (n ⫽ 135) appeared in the dataset              for each student whereas students completed paper self-
                                                                                                                     more than once (e.g., in the succeeding school year, the student           assessments.
                                                                                                                     was with another teacher in the next grade level who was also
                                                                                                                     participating in the study). To avoid issues of sample nonindepen-
                                                                                                                     dence where the same student’s data is analyzed more than once,            Measures
                                                                                                                     we used a random number generator to select only one case from                Dependent and independent variables consisted of both student
                                                                                                                     the duplicates to be included in the analytic sample.                      and teacher reported scales and were collected in the fall and
                                                                                                                        As part of the CRCT, teachers rated each of the participating           spring of each school year. Reliabilities of the scales in the spring
                                                                                                                     students on several measures which included two items indicating           are presented using coefficient omega which overcomes many of
                                                                                                                     student bullying involvement in the fall and spring of the school          the issues related to using Cronbach’s alphas (Dunn, Baguley, &
                                                                                                                     year (see Procedures and Measures sections). We selected only              Brunsden, 2014). All student demographic data were obtained
                                                                                                                     students who were not involved in bullying in the fall (i.e., neither      from the school district (see Table 1 for descriptives).
                                                                                                                     a bully nor a victim) to form our analytic sample, similar to what            Depression (student reported). Eight of the nine questions of
This article is intended solely for the personal use of the individual user and is not to be disseminated broadly.
                                                                                                                     was done by Fekkes et al. (2006), which resulted in a reduced              the Patient Health Questionnaire (PHQ9) for Teens (Kroenke,
   This document is copyrighted by the American Psychological Association or one of its allied publishers.
                                                                                                                     sample of 718 students.2 By limiting the sample to the noninvolved         Spitzer, & Williams, 2001) scale were asked. One question deemed
                                                                                                                     students in the fall, we can assess the change in psychosocial             sensitive was excluded (i.e., “Thoughts that you would be better off
                                                                                                                     outcomes that may result from bullying involvement in the spring.
                                                                                                                                                                                                dead, or of hurting yourself in some way?”). Responses on this scale
                                                                                                                     Compared with the original sample, the analytic sample had
                                                                                                                                                                                                ranged from 0 ⫽ not at all to 4 ⫽ nearly every day. This measure had
                                                                                                                     slightly more girls (female ⫽ 54%) and fewer Black students
                                                                                                                                                                                                an internal consistency score of  ⫽ .82.
                                                                                                                     (64%). Of the 718 students, 60% were eligible for FRPL, 10%
                                                                                                                                                                                                   Concentration problems (teacher reported). This scale
                                                                                                                     were identified as gifted and talented, and 8% were identified as
                                                                                                                                                                                                from Teacher Observation of Classroom Adaptation-Checklist
                                                                                                                     having a disability (see Table 1).
                                                                                                                                                                                                (TOCA-C; Koth, Bradshaw, & Leaf, 2009) was composed of the
                                                                                                                                                                                                mean of teacher-reported responses from the TOCA-C subscale
                                                                                                                     Procedures                                                                 comprised of seven items such as “Student pays attention” and
                                                                                                                        The study was completed with approval from the University of            “Completes assignments.” Response options ranged from 1 ⫽
                                                                                                                     Missouri Institutional Review Board. Data were collected in Oc-            almost always to 6 ⫽ never and certain items were reverse coded
                                                                                                                     tober (fall) and May (spring) of each school year from both                so that higher scores reflected more negative outcomes. The inter-
                                                                                                                     students and teachers. Teachers completed online survey ratings            nal consistency of the scale was  ⫽ .97.
                                                                                                                                                                                                   Emotional regulation problems (teacher reported). This
                                                                                                                                                                                                scale was composed of the mean of teacher-reported responses
                                                                                                                     Table 1                                                                    from the TOCA-C (Koth et al., 2009) subscale comprised of five
                                                                                                                     Descriptive Statistics (n ⫽ 691)                                           items such as “impulsive” and “easily frustrated”. Response op-
                                                                                                                                                                                                tions ranged from 1 ⫽ almost always to 6 ⫽ never. The internal
                                                                                                                                 Variable                 n      %      M     SD     Range
                                                                                                                                                                                                consistency of the scale was  ⫽ .87.
                                                                                                                     Bullying status (S)                                                           Behavioral engagement (student reported). The scale (Skin-
                                                                                                                       Noninvolved                        563   81.5                            ner, Furrer, Marchand, & Kindermann, 2008) was composed of the
                                                                                                                       Victim                              32    4.6
                                                                                                                       Bully                               77   11.1
                                                                                                                                                                                                mean of five items including items such as “When I’m in class, I
                                                                                                                       Bully/victim                        19    2.8                            listen very carefully” and “I try hard to do well in class.” Response
                                                                                                                     Race/ethnicity                                                             options ranged from 1 ⫽ not at all true to 4 ⫽ very true. The
                                                                                                                       White                              155   22.4                            internal consistency of the scale was  ⫽ .78.
                                                                                                                       Black                              503   72.8
                                                                                                                                                                                                   Student engagement in bullying (teacher reported). In both
                                                                                                                       Other race/ethnicity                33    4.8
                                                                                                                     Female                               377   45.4                            fall and spring, as part of the TOCA-C (Koth et al., 2009), teachers
                                                                                                                     Eligible for FRPL                    416   60.2                            were asked to indicate for students in their class if a student bullied
                                                                                                                     With a disability                     54    7.8                            others and if a student was bullied by others. Response options for
                                                                                                                     Identified as gifted/talented         72   10.4                            both items ranged from 1 ⫽ never to 6 ⫽ almost always. Students
                                                                                                                     Grade level
                                                                                                                       6                                  297   43.0                            who received a rating of never or rarely (1 or 2) were classified as
                                                                                                                       7                                  243   35.2                            not bullies or not victims following guidelines of Solberg and
                                                                                                                       8                                  151   21.9                            Olweus (2003) which considers the frequency of occurrence of the
                                                                                                                     Scales                                                                     activity. As a result, a student bullying involvement status variable
                                                                                                                       Student teacher relationship (S)                3.66    .95   1 to 5
                                                                                                                       Depression (F)                                  5.35   4.85   0 to 24    was formed consisting of victims of bullying, bullies, bully/vic-
                                                                                                                       Depression (S)                                  5.52   5.01   0 to 24    tims, and not involved students (i.e., student was neither a bully
                                                                                                                       Concentration problems (F)                      2.60   1.16   1 to 6     nor bullied). In the spring, the majority of students were not
                                                                                                                       Concentration problems (S)                      2.60   1.26   1 to 5.6   involved (82%), with 11% categorized as bullies, 5% as victims,
                                                                                                                       Emotional regulation (F)                        1.98    .85   1 to 5.4
                                                                                                                                                                                                and 3% as bully/victims.
                                                                                                                       Emotional regulation (S)                        2.14    .92   1 to 5.2
                                                                                                                       Behavioral engagement (F)                       3.47    .47   1 to 4
                                                                                                                       Behavioral engagement (S)                       3.38    .49   1 to 4       2
                                                                                                                                                                                                    As a check, we also ran the analyses with all the students, regardless of
                                                                                                                     Note. FRPL ⫽ free or reduced price lunch; (S) ⫽ taken in the spring;       bullying involvement status at Time 1 (n ⫽ 894). Results, available in the
                                                                                                                     (F) ⫽ taken in the fall.                                                   online appendix, were consistent with the results presented.
                                                                                                                                                               BULLYING AND TEACHER–STUDENT RELATIONSHIPS                                                      227
                                                                                                                        Although the identification of bullying involvement was ob-          perspective of a student’s bullying involvement (Leff, Freedman,
                                                                                                                     tained through the use of single items without a presentation of a      Macevoy, & Power, 2011).
                                                                                                                     formal definition of bullying, other surveys, such as the nationally       Perceived teacher–student relationship scale (student
                                                                                                                     representative and commonly cited Youth Risk Behavioral Sur-            reported). The scale (Roeser, Midgley, & Urdan, 1996) was
                                                                                                                     veillance System (Centers for Disease Control & Prevention              composed of five items (e.g., “The teacher really cares about
                                                                                                                     [CDC], 2015) also use a single item, answerable by a yes or a no,       students as individuals,” “The teacher treats students with re-
                                                                                                                                                                                             spect”) which asked students about their relationship with their
                                                                                                                     to measure bullying involvement and without providing a bullying
                                                                                                                                                                                             teacher. Responses ranged from 1 ⫽ not at all true to 5 ⫽ very true
                                                                                                                     definition based on the frequency of occurrence. Frequency is an
                                                                                                                                                                                             and were averaged to form the scale. Scale score reliability was
                                                                                                                     important aspect of bullying and as noted by the CDC (2017) itself,
                                                                                                                                                                                              ⫽ .88. The scale contained items that corresponded to student
                                                                                                                     bullying is not an isolated incident and is repeated multiple times     perceptions of trust, caring, and regard for adolescent perspectives
                                                                                                                     or is highly likely to be repeated. A study by Rønning et al. (2009),   (Brinkworth et al., 2017).
                                                                                                                     which specifically compared teacher, student, and parent reports of        Covariates. We also included gender, race/ethnicity (i.e.,
This article is intended solely for the personal use of the individual user and is not to be disseminated broadly.
                                                                                                                     bullying, indicated that teacher-reported frequent bullying (com-       White, Black, Other), and grade level as dummy-code variables
   This document is copyrighted by the American Psychological Association or one of its allied publishers.
                                                                                                                     pared with only sometimes bullied and reports from other infor-         (with White, boys, and the sixth grade as the reference groups). In
                                                                                                                     mants) was the strongest predictor of future psychiatric caseness,      addition, a student’s FRPL status, disability status, and gifted
                                                                                                                     a marker for major depressive episodes (Østergaard et al., 2010).       education status were included as dummy codes. Although not the
                                                                                                                     With regard to the use of definitions, two large experimental           focus of the study, a dummy coded intervention status variable
                                                                                                                     studies have also shown that the presence or absence of a defini-       (1 ⫽ treatment, 0 ⫽ control) was added to account for differences
                                                                                                                     tion did not affect bullying prevalence in both reports of students     that may have resulted from the random assignment of teachers to
                                                                                                                     in middle (Huang & Cornell, 2016) and high (Huang & Cornell,            the primary study conditions.3
                                                                                                                     2015) school.
                                                                                                                                                                                             Analytic Strategy
                                                                                                                        Previous studies have indicated that teachers can be a valid
                                                                                                                     source of a student’s bullying behavior (Card & Hodges, 2008;              Of the 718 students in the analytic sample, only a small fraction
                                                                                                                     Leff, Patterson, Kupersmidt, & Power, 1999; Pellegrini & Bartini,       had some missing data (3.8%) resulting in a reduced sample size
                                                                                                                     2000). In a systematic review of 26 school-based interventions to       of 691 students with complete data. The variables with the largest
                                                                                                                     prevent bullying, Vreeman and Carroll (2007) identified several         proportion of missing data were for behavioral engagement (2.4%)
                                                                                                                     studies that used teacher-reported bullying measures as evaluation      and teacher–student relationships (2.0%) in the spring. To test if
                                                                                                                     outcomes. Some studies also focused on adolescent behavior such         data were missing completely at random (MCAR), we used Little’s
                                                                                                                     as teacher-rated aggression or student social interactions (Fast,       (1988) MCAR test. Results indicated that missing data were
                                                                                                                     Fanelli, & Salen, 2003; Tierney & Dowd, 2000). More recently, a         MCAR, 2(203) ⫽ 163.3, p ⫽ .98, allowing the use of listwise
                                                                                                                     large (n ⫽ 12,344) randomized control effectiveness trial (Waas-        deletion which would not bias results.
                                                                                                                     dorp, Bradshaw, & Leaf, 2012), with support from the Institute of          To answer the first question investigating differences in TSRs
                                                                                                                     Education Sciences, the National Institute of Mental Health, and        by bullying involvement status, we used a teacher-fixed effect
                                                                                                                                                                                             (Murnane & Willett, 2011) regression model using cluster robust
                                                                                                                     the CDC, used teacher-reports of bullying behavior using the
                                                                                                                                                                                             standard errors. Although ANOVAs are typically used to detect
                                                                                                                     TOCA-C. Another study noted a “substantial overlap” (Jansen
                                                                                                                                                                                             group differences with continuous outcome variables, our analysis
                                                                                                                     et al., 2014, p. 475) between teacher- and student-reported victim-
                                                                                                                                                                                             accounted for observation nonindependence due to the clustering
                                                                                                                     ization (⬃75% agreement) though noted differences may be due to
                                                                                                                                                                                             of observations which can lead to misestimated standard errors (F.
                                                                                                                     the perspectives of the reporters (Rønning et al., 2009). Even when     Huang, 2016). To account for the possibility of inflated Type I
                                                                                                                     comparing victimization in adolescents using self-reports, diaries,     errors due to multiple comparisons, we used a Benjamini-Hochberg
                                                                                                                     and peer nominations, the agreement of the different reporting          (1995) correction procedure as suggested by the What Works Clear-
                                                                                                                     methods vary as each method was likely tapping into a different         inghouse (Institute of Education Sciences, 2014).
                                                                                                                     aspect of bullying victimization (Pouwels, Lansu, & Cillessen,             For the psychosocial outcomes, a series of multiple linear re-
                                                                                                                     2016).                                                                  gression models were used to assess the association of the dummy-
                                                                                                                        In a large, statewide study conducted in 2017 with 85,762            coded bullying involvement variable (with not involved students
                                                                                                                     middle schoolers and 12,661 teachers in 410 public schools (Cor-        as the reference group) with the outcome measures (i.e., depres-
                                                                                                                     nell et al., 2017), both teachers and students were asked to assess     sion, concentration problems, emotional regulation problems, and
                                                                                                                     bullying at their school using the prevalence of teasing and bully-     behavioral engagement) in the spring. All outcomes measures were
                                                                                                                     ing (PTB) scale (Konold et al., 2014). Teachers and staff tended to     transformed to z scores so that the bullying involvement coeffi-
                                                                                                                     report that bullying was less of a problem (36%) at school com-         cients could be interpreted as standardized mean differences using
                                                                                                                     pared with students (46%) and the correlation between student-          Cohen’s (1992) effect size guidelines (i.e., 0.20 ⫽ small, 0.50 ⫽
                                                                                                                     and teacher-reported school-level PTB was r ⫽ .69. Another              medium, 0.80 ⫽ large).
                                                                                                                     statewide study, but with high school students, has shown that the         The first set of models included the bullying status variable in
                                                                                                                     correspondence with teacher and student bullying reports was r ⫽        the spring while controlling for commonly used student demo-
                                                                                                                     .61–.65 (Cornell, 2014). Though teacher-report measures may not
                                                                                                                     be sensitive to certain types of bullying (e.g., relational bullying,      3
                                                                                                                                                                                                  This variable was included in all models but was not statistically
                                                                                                                     playground bullying), teacher reports provide a different but valid     significant for any model and is not shown.
                                                                                                                     228                                                                 HUANG, LEWIS, COHEN, PREWETT, AND HERMAN
                                                                                                                     graphic variables (i.e., gender, race/ethnicity, grade level, disabil-                           (n ⫽ 77) and bully/victims (n ⫽ 19) had the lowest TSRs (Ms ⫽
                                                                                                                     ity status, FRPL status, and gifted education status). In addition, a                            3.34) compared with victims (n ⫽ 32; M ⫽ 3.69) and noninvolved
                                                                                                                     baseline psychosocial measure taken in the fall was included                                     students (n ⫽ 563; M ⫽ 3.72). However, among all the compar-
                                                                                                                     which accounted for preexisting conditions. The models answered                                  isons (which accounted for the nesting and multiple contrasts),
                                                                                                                     the second research question if there were differences in psycho-                                only the mean difference between bullies and noninvolved stu-
                                                                                                                     social outcomes associated with bullying involvement while con-                                  dents was statistically significant (p ⬍ .01) reflecting a small to
                                                                                                                     trolling for a host of covariates including baseline scores. The                                 moderate effect size (d ⫽ 0.36).
                                                                                                                     second set of models include the standardized measure of the
                                                                                                                     student-rated perceived TSR scale allowing the interpretation of                                 Difference in Psychosocial Outcomes by Bullying
                                                                                                                     the regression coefficients as standardized betas. Statistically sig-
                                                                                                                                                                                                                      Involvement
                                                                                                                     nificant student-reported TSRs which result in improved psycho-
                                                                                                                     social outcomes would indicate the main/promotive effects of                                        Based on regression models using the four spring psychosocial
                                                                                                                     TSRs (i.e., the benefit is for all student groups regardless of                                  outcomes (see Table 2) and including the measures taken in the fall
This article is intended solely for the personal use of the individual user and is not to be disseminated broadly.
                                                                                                                     bullying involvement status). The final set of models added an                                   as covariates (Time 1 measure) for depression, concentration prob-
   This document is copyrighted by the American Psychological Association or one of its allied publishers.
                                                                                                                     interaction term using the TSR scale and bullying involvement                                    lems, emotional regulation problems, and behavioral engagement,
                                                                                                                     status. A statistically significant interaction term would indicate a                            victims of bullying had higher concentration (d ⫽ 0.29, p ⬍ .05)
                                                                                                                     differential effect of TSRs (i.e., a protective factor or a buffering                            and emotional regulation problems (d ⫽ 0.40, p ⬍ .001) compared
                                                                                                                     effect) depending on the bullying involvement status of the stu-                                 with the noninvolved group. Bullies also had higher concentration
                                                                                                                     dent.                                                                                            problems (d ⫽ 0.51, p ⬍ .001), emotional regulation problems
                                                                                                                        All models investigating psychosocial outcomes included school                                (d ⫽ 0.74, p ⬍ .001), and lower behavioral engagement
                                                                                                                     fixed effects to account for the clustering of respondents within                                (d ⫽ ⫺0.33, p ⬍ .01) compared with the reference group. Finally,
                                                                                                                     schools. Unlike multilevel models, the fixed effects model com-                                  the bully victim had high levels of concentration (d ⫽ 0.71, p ⬍
                                                                                                                     pletely accounted for all observed and unobserved group-level                                    .001) and emotional regulation problems (d ⫽ 1.36, p ⬍ .001)
                                                                                                                     variables that may bias results (F. Huang, 2016; Murnane &                                       when compared with the students who were not involved in
                                                                                                                     Willett, 2011). A cohort fixed effect was also included to account                               bullying. For all groups, the differences in the depression outcome
                                                                                                                     for any differences that may be attributed to the different school                               were not statistically significant (all ps ⬎ .05). Model R2s ranged
                                                                                                                     years in which the data were collected. Cluster robust standard                                  from .34 (for behavioral engagement) to .60 for concentration
                                                                                                                     errors (Cameron & Miller, 2015) at the teacher level were used to                                problems.
                                                                                                                     properly estimate standard errors and to account for any additional
                                                                                                                     nesting effects. Regression diagnostics were performed and no                                    The Association of Teacher–Student Relationships and
                                                                                                                     influential observations (Cohen, Cohen, West, & Aiken, 2003)
                                                                                                                                                                                                                      Psychosocial Outcomes
                                                                                                                     were detected, multicollinearity was not a problem, and residuals
                                                                                                                     for all models were approximately normally distributed (all |skew-                                  Adding the student-reported TSR variable in the next sets of
                                                                                                                     ness| ⬍ 1). All data management and analyses were done using R                                   models indicated how much TSRs contributed to the outcomes
                                                                                                                     3.4 (R Core Team, 2017).                                                                         over and above all the other variables already included in the
                                                                                                                                                                                                                      model (see Table 2). For depression, concentration problems, and
                                                                                                                                                                    Results                                           emotional regulation problems, the association of TSR was statis-
                                                                                                                                                                                                                      tically significant with higher TSRs associated with better out-
                                                                                                                     Difference in TSR by Bullying Involvement                                                        comes ( ⫽ ⫺0.09, ps ⬍ .01) with small improvements in R2. The
                                                                                                                                                                                                                      coefficient of TSR for behavioral engagement was larger and
                                                                                                                        Descriptively, comparison of TSR mean scores in the spring                                    statistically significant ( ⫽ 0.27, p ⬍ .001) with a sizable increase
                                                                                                                     (see Figure 1) by bullying involvement status indicates that bullies                             in R2 (Rchange
                                                                                                                                                                                                                                2
                                                                                                                                                                                                                                      ⫽ .07).
4.5
                                                                                                                                                          4.0
                                                                                                                                    Relationship Scale
                                                                                                                                    Teacher-Student
                                                                                                                                                                                                                                          3.72                    3.69
                                                                                                                                                          3.5
                                                                                                                                                                                  3.34                         3.34
3.0
2.5
                                                                                                                                                         Figure 1. Comparison of spring teacher-student relationship scores by bullying involvement status (n ⫽ 691).
                                                                                                                                                         ⴱ
                                                                                                                                                           Only the difference between the bully and noninvolved groups are statistically significant (p ⬍ .01). Error bars
                                                                                                                                                         represent the 95% confidence interval. Analysis accounting for clustering and multiple comparisons.
                                                                                                                                                                    BULLYING AND TEACHER–STUDENT RELATIONSHIPS                                                             229
                                                                                                                     Table 2
                                                                                                                     Regression Results for Spring Psychosocial Outcomes (n ⫽ 691)
                                                                                                                                                                                                                      Emotional regulation
                                                                                                                                                       Depression                Concentration problems                    problems                  Behavioral engagement
                                                                                                                          Variables             w/T1            w/TSR             w/T1              w/TSR             w/T1           w/TSR            w/T1           w/TSR
                                                                                                                     Victims1                   .02 (.11)        .01 (.11)       .29ⴱ (.12)          .29ⴱ (.12)    .40ⴱⴱⴱ (.12)     .40ⴱⴱⴱ (.12)       .05 (.12)       .09 (.12)
                                                                                                                     Bullies1                   .05 (.11)        .02 (.12)     .51ⴱⴱⴱ (.08)        .47ⴱⴱⴱ (.08)    .74ⴱⴱⴱ (.10)     .70ⴱⴱⴱ (.10)   ⫺.33ⴱⴱ (.12)     ⫺.24ⴱ (.12)
                                                                                                                     Bully/victims1             .20 (.16)        .17 (.15)     .71ⴱⴱⴱ (.20)        .68ⴱⴱⴱ (.21)   1.36ⴱⴱⴱ (.21)    1.33ⴱⴱⴱ (.21)     ⫺.05 (.21)        .04 (.18)
                                                                                                                     Fall measure            .12ⴱⴱⴱ (.01)     .11ⴱⴱⴱ (.01)     .56ⴱⴱⴱ (.03)        .55ⴱⴱⴱ (.03)    .65ⴱⴱⴱ (.04)     .65ⴱⴱⴱ (.04)   1.16ⴱⴱⴱ (.08)   1.01ⴱⴱⴱ (.08)
                                                                                                                     Female                     .13 (.07)        .12 (.07)      ⫺.07 (.05)          ⫺.09 (.05)        .04 (.05)        .02 (.05)       .07 (.07)       .12 (.06)
                                                                                                                     Black2                   ⫺.11 (.08)       ⫺.12 (.08)       .19ⴱⴱ (.06)         .19ⴱⴱ (.06)       .06 (.08)        .05 (.08)       .08 (.10)       .11 (.09)
                                                                                                                     Other race2                .05 (.15)        .04 (.15)        .06 (.09)           .06 (.08)       .01 (.11)        .01 (.11)     ⫺.17 (.18)      ⫺.15 (.17)
                                                                                                                     With a disability          .00 (.10)        .03 (.11)      ⫺.05 (.09)          ⫺.02 (.09)          .1 (.10)       .12 (.10)       .03 (.12)     ⫺.03 (.11)
                                                                                                                                              ⫺.03 (.08)       ⫺.03 (.08)       ⫺.05 (.06)          ⫺.06 (.06)     ⫺.17ⴱ (.07)      ⫺.17ⴱ (.07)
This article is intended solely for the personal use of the individual user and is not to be disseminated broadly.
                                                                                                                     Eligible for FRPL          .04 (.07)        .03 (.08)        .02 (.05)           .01 (.05)
                                                                                                                     Grade 73                 ⫺.04 (.08)       ⫺.04 (.08)         .01 (.08)           .00 (.08)       .05 (.10)        .04 (.09)     ⫺.02 (.07)      ⫺.01 (.07)
                                                                                                                     Grade 83                 ⫺.08 (.06)       ⫺.09 (.06)         .07 (.09)           .07 (.09)       .08 (.09)        .08 (.09)     ⫺.12 (.09)      ⫺.13 (.08)
                                                                                                                     TSR scale                               ⫺.09ⴱⴱⴱ (.03)                        ⫺.09ⴱⴱ (.03)                     ⫺.09ⴱⴱ (.03)                     .27ⴱⴱⴱ (.04)
                                                                                                                     R2                          .35             .36               .60                 .61             .55              .56            .34              .41
                                                                                                                     Note. All outcomes and TSR scale are standardized. Cluster robust standard errors in parenthesis. Models accounted for school and time fixed effects.
                                                                                                                     Intervention status included as a predictor. T1 ⫽ time 1 variable (baseline) of the outcome measure taken in the fall; FRPL ⫽ free or reduce price lunch;
                                                                                                                     TSR ⫽ teacher–student relationship scale.
                                                                                                                     1
                                                                                                                       Noninvolved students ⫽ reference group. 2 White ⫽ reference group. 3 Grade 6 ⫽ reference group.
                                                                                                                     ⴱ
                                                                                                                       p ⬍ .05. ⴱⴱ p ⬍ .01. ⴱⴱⴱ p ⬍ .001.
                                                                                                                     The Moderating Role of TSR and Psychosocial                                      suggesting virtually no association of TSR and depression for
                                                                                                                     Outcomes                                                                         bullies. The relationship however of TSR with bully/victims is
                                                                                                                                                                                                      much more pronounced and TSR functions as a protective factor
                                                                                                                        For the final set of models, the interaction terms between TSR                for bully/victims. However, bully/victims with poor TSR may also
                                                                                                                     and bullying involvement status were added to test for the mod-                  be at risk for higher levels of depression.
                                                                                                                     erating relationship. For three out of the four outcomes, the addi-
                                                                                                                     tional variables did not result in an improvement in model fit nor
                                                                                                                                                                                                                                    Discussion
                                                                                                                     were any of the added coefficients statistically significant (all ps ⬎
                                                                                                                     .05, not shown). For depression, statistically significant interaction              Although studies have investigated the role of TSRs in relation
                                                                                                                     terms were found (see Table 3). As coefficients for interactions are             to bullying involvement and peer aggression (e.g., Elledge et al.,
                                                                                                                     challenging to interpret on their own, we present the results of the             2016; Troop-Gordon & Kopp, 2011), studies have generally not
                                                                                                                     moderation effects visually in Figure 2.                                         investigated the potential of TSRs in reducing the negative out-
                                                                                                                        As seen in Figure 2, depression decreased for both victims and                comes associated with bullying itself. Descriptively, our results
                                                                                                                     noninvolved students as TSR increased indicating the beneficial                  suggest that bullies and bully/victims had the poorest relationships
                                                                                                                     association of TSR. In contrast, the slope for bullies is almost flat            with teachers and results were similar to another middle school
                                                                                                                                                                                                      study that compared TSRs among bullying-involved students (C.
                                                                                                                                                                                                      Wang et al., 2015). However, in our study, only student-reported
                                                                                                                     Table 3                                                                          TSR differences of bullies versus noninvolved students were sta-
                                                                                                                     Moderating Role of Teacher–Student Relationships and Bullying                    tistically significant, probably as a result of the large standard
                                                                                                                     Status With Depression (n ⫽ 691)                                                 errors that bully/victims had with TSRs (see Figure 1) due to the
                                                                                                                                                                                                      smaller number of bully/victims in our sample.
                                                                                                                           Variables                                              Depression
                                                                                                                                                                                                         Teachers should be cognizant that TSRs perceived by students
                                                                                                                             1
                                                                                                                     Victims                                                         .01 (.11)        as being positive may function as both a protective and promotive
                                                                                                                     Bullies1                                                        .08 (.11)        factor as it relates to psychosocial outcomes. Teachers may have a
                                                                                                                     Bully/victims1                                                  .06 (.16)        harder time developing relationships with challenging students
                                                                                                                     Fall measure                                                 .11ⴱⴱⴱ (.01)
                                                                                                                     TSR scale                                                   ⫺.12ⴱⴱⴱ (.03)        who pick on or victimize other students (as indicated by having the
                                                                                                                     Victim ⫻ TSR                                                    .06 (.11)        lowest TSR scores), however, the bullies and the bully/victims, not
                                                                                                                     Bully ⫻ TSR                                                    .21ⴱ (.10)        just the victims, may benefit from better TSRs. As Nurmi and
                                                                                                                     Bully/victim ⫻ TSR                                           ⫺.29ⴱ (.12)         Kiuru (2015) have illustrated, when students develop good rela-
                                                                                                                     R2                                                              .36
                                                                                                                                                                                                      tionships with their teachers, the level of student disruptive behav-
                                                                                                                     Note. TSR ⫽ teacher–student relationship scale. Model includes all prior         iors tended to decrease and prosocial behaviors increased.
                                                                                                                     covariates used (not shown). All outcomes and TSR scale are standardized.           Study results also indicated that compared with noninvolved
                                                                                                                     Cluster robust standard errors in parenthesis. Models accounted for school
                                                                                                                     and time fixed effects. Intervention status included as a predictor.
                                                                                                                                                                                                      individuals, students with bullying involvement had more concen-
                                                                                                                     1
                                                                                                                       Noninvolved students ⫽ reference group.                                        tration and emotion regulation problems, and lower engagement.
                                                                                                                     ⴱ
                                                                                                                       p ⬍ .05. ⴱⴱⴱ p ⬍ .001.                                                         This is consistent with previous findings that detail the psycho-
                                                                                                                     230                                         HUANG, LEWIS, COHEN, PREWETT, AND HERMAN
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                                                                                                                                        Figure 2. Moderating relationship of teacher-student relationships and bullying status with depression (n ⫽
                                                                                                                                        691). Both depression and teacher-student relationships are shown in standard deviation units. See the online
                                                                                                                                        article for the color version of this figure.
                                                                                                                     logical, social, and behavioral consequences of bullying involve-           may better perform their role in reducing bullying and the mal-
                                                                                                                     ment not just for the victims (Copeland et al., 2013; Haynie et al.,        adaptive outcomes related to it.
                                                                                                                     2001). These psychosocial outcomes, though highly relevant on                  Several interventions, some relatively simple (e.g., Gehlbach et
                                                                                                                     their own, have a strong predictive relationship with future aca-           al., 2016) and some more intensive (e.g., Anderson, Christenson,
                                                                                                                     demic success and warrant considerable attention (Duncan et al.,            Sinclair, & Lehr, 2004; Mikami, Gregory, Allen, Pianta, & Lun,
                                                                                                                     2007; Li-Grining et al., 2010). Not surprisingly as many other              2011) show promise in fostering better relationships between
                                                                                                                     studies have noted the benefits of TSR and engagement (Roorda et            students and teachers. For example, MyTeachingPartner-Secondary
                                                                                                                     al., 2011), the behavioral engagement outcome had the strongest             (Mikami et al., 2011), a teacher professional development program, is
                                                                                                                     relationship with TSR. As bullies had lower behavioral engage-              designed to promote TSRs among middle and high school students.
                                                                                                                     ment compared with noninvolved students, positive TSRs may                  With MTP-S, teachers are coached to inquire about students’ extra-
                                                                                                                     help reduce this risk as positive TSRs may raise engagement levels          curricular interests (to build relationships) and teachers are encour-
                                                                                                                     for all students. This is also especially salient in middle schools,        aged to incorporate these interests in their teaching material to im-
                                                                                                                     regardless of bullying involvement status, where engagement has             prove engagement. Although MTP-S is an intensive intervention,
                                                                                                                     been known to wane (Busteed, 2013).                                         Gehlbach et al.’s (2016) brief treatment (used with ninth graders)
                                                                                                                        Our finding that the quality of student-reported TSRs acted as a         focuses on highlighting similarities between student and teacher in-
                                                                                                                     moderator for self-reported depression is particularly notable.             terests (with information collected through a get-to-know-you survey)
                                                                                                                     TSRs moderated depressive symptomatology for bully/victims;                 as a means of building positive relationships.
                                                                                                                     specifically, as positive TSR increased, depressive symptoms de-
                                                                                                                     creased more sharply for students in the bully/victim category
                                                                                                                                                                                                                              Limitations
                                                                                                                     compared to all other students (see Figure 2). However, depression
                                                                                                                     symptoms were much higher for bully/victims with poor TSRs. A                  Several limitations should be kept in mind when interpreting
                                                                                                                     possible reason may be that bully/victims are at greater risk for           results. First, our sample consisted primarily of Black students
                                                                                                                     poorer psychosocial outcomes and existing literature supports this          with a high level of students eligible for FRPL. Thus, the study
                                                                                                                     notion (Copeland et al., 2013; Holt et al., 2015; Kumpulainen et            findings may not generalize to the broader public but focuses on
                                                                                                                     al., 1999; Swearer, Song, Cary, Eagle, & Mickelson, 2001) which             disadvantaged students. Second, the use of teacher reports in
                                                                                                                     may make them more amenable to the effects of having a positive             middle school may underestimate prevalence rates as teachers may
                                                                                                                     relationship with their teacher.                                            not observe bullying behaviors that may occur in other classes
                                                                                                                        These findings and previous literature describing the beneficial         (Craig, Henderson, & Murphy, 2000) or in other places (e.g.,
                                                                                                                     association of positive TSRs with various outcomes (e.g., Roorda            bathrooms, school cafeteria, playground) where there may be less
                                                                                                                     et al., 2011) suggest that the enhancement of relationships between         adult supervision (Pellegrini & Bartini, 2000). Although other
                                                                                                                     teachers and students may be meaningful for students experiencing           methods of bullying involvement identification have been sug-
                                                                                                                     a variety of psychosocial risk factors. As risk factors increase,           gested (Cornell & Huang, 2015), there is no existing gold standard
                                                                                                                     access to positive TSRs may be particularly critical. If teachers           with regard to the measurement of bullying involvement (F. L.
                                                                                                                     have a better awareness of TSR and are provided support for                 Huang & Cornell, 2016; Ladd & Kochenderfer-Ladd, 2002). How-
                                                                                                                     building positive relationships with challenging students, teachers         ever, our results are consistent with the pattern of identification of
                                                                                                                                                                  BULLYING AND TEACHER–STUDENT RELATIONSHIPS                                                              231
                                                                                                                     bullies and victims suggested by Wienke Totura, Green, Karver,                Bond, L., Carlin, J. B., Thomas, L., Rubin, K., & Patton, G. (2001). Does
                                                                                                                     and Gesten (2009) where teachers may report more bullies and less               bullying cause emotional problems? A prospective study of young
                                                                                                                     victims compared with student reports. Third, specific modalities               teenagers. British Medical Journal, 323, 480 – 484. http://dx.doi.org/10
                                                                                                                     of bullying (e.g., social, verbal) were not explored and the rela-              .1136/bmj.323.7311.480
                                                                                                                     tionship of TSR and psychosocial outcomes may differ based on                 Bradshaw, C. P., Sawyer, A. L., & O’Brennan, L. M. (2007). Bullying and
                                                                                                                                                                                                     peer victimization at school: Perceptual differences between students
                                                                                                                     the type of bullying. In addition, teachers may not observe other
                                                                                                                                                                                                     and school staff. School Psychology Review, 36, 361–382.
                                                                                                                     covert forms of bullying such as cyberbullying (Card & Hodges,                Brinkworth, M. E., McIntyre, J., Juraschek, A. D., & Gehlbach, H. (2017).
                                                                                                                     2008). Fourth, we consider TSRs from the point of view of the                   Teacher–student relationships: The positives and negatives of assessing
                                                                                                                     student, considering that student outcomes were of primary inter-               both perspectives. Journal of Applied Developmental Psychology. Ad-
                                                                                                                     est. Teachers themselves may have their own view of their rela-                 vance online publication. http://dx.doi.org/10.1016/j.appdev.2017.09
                                                                                                                     tionship with their students which do not necessarily have to match             .002
                                                                                                                     a student’s perception. Finally, though our primary interest was on           Brunstein Klomek, A., Marrocco, F., Kleinman, M., Schonfeld, I. S., &
                                                                                                                     student relationships with teachers, support from other adults such             Gould, M. S. (2007). Bullying, depression, and suicidality in adoles-
This article is intended solely for the personal use of the individual user and is not to be disseminated broadly.
                                                                                                                     as parents (which we did not have data for) have also shown to                  cents. Journal of the American Academy of Child & Adolescent Psychi-
   This document is copyrighted by the American Psychological Association or one of its allied publishers.
                                                                                                                     function as a protective factor for middle school students (Rueger,             atry, 46, 40 – 49. http://dx.doi.org/10.1097/01.chi.0000242237.84925.18
                                                                                                                     Chen, Jenkins, & Choe, 2014).                                                 Busteed, B. (2013). The school cliff: Student engagement drops with each
                                                                                                                                                                                                     school year. Retrieved from http://www.gallup.com/opinion/gallup/
                                                                                                                                                                                                     170525/school-cliff-student-engagement-drops-school-year.aspx
                                                                                                                                       Conclusion and Implications
                                                                                                                                                                                                   Cameron, A. C., & Miller, D. L. (2015). A practitioner’s guide to cluster-
                                                                                                                        The current study found differences in both teacher–student                  robust inference. The Journal of Human Resources, 50, 317–372. http://
                                                                                                                     relationships as well as psychosocial outcomes for students that                dx.doi.org/10.3368/jhr.50.2.317
                                                                                                                     were classified as bullies, victims, and bully/victims compared               Card, N. A., & Hodges, E. V. E. (2008). Peer victimization among
                                                                                                                     with those with no involvement in bullying. In addition, results                schoolchildren: Correlations, causes, consequences, and considerations
                                                                                                                                                                                                     in assessment and intervention. School Psychology Quarterly, 23, 451–
                                                                                                                     indicated that for bully/victims, student-reported TSRs functioned
                                                                                                                                                                                                     461. http://dx.doi.org/10.1037/a0012769
                                                                                                                     as a protective factor for depressive symptomatology and TSR had
                                                                                                                                                                                                   Centers for Disease Control. (2017). Featured topic: Bullying Research.
                                                                                                                     a promotive association for emotional regulation, behavioral en-                Retrieved from https://www.cdc.gov/violenceprevention/youthviolence/
                                                                                                                     gagement, and concentration problems. These findings highlight                  bullyingresearch/index.html
                                                                                                                     the need to include efforts to support positive relationships be-             Centers for Disease Control and Prevention. (2015). Youth risk behavior
                                                                                                                     tween teachers and students as a means to facilitate the social and             surveillance system. Retrieved from http://www.cdc.gov/healthyyouth/
                                                                                                                     emotional well being of students, particularly for those at greater             data/yrbs/index.htm
                                                                                                                     risk. Given the variability in how much training teachers receive             Cohen, J. (1992). A power primer. Psychological Bulletin, 112, 155–159.
                                                                                                                     on the provision of social supports for students (Pavri, 2004),                 http://dx.doi.org/10.1037/0033-2909.112.1.155
                                                                                                                     administrators, school psychologists, school social workers, coun-            Cohen, J., Cohen, P., West, S. G., & Aiken, L. S. (2003). Applied multiple
                                                                                                                     selors, and other school personnel charged with supporting the                  regression/correlation analysis for the behavioral sciences. Mahwah,
                                                                                                                     psychosocial well-being of students should consider coordinated                 NJ: Erlbaum.
                                                                                                                                                                                                   Colarossi, L. G., & Eccles, J. S. (2003). Differential effects of support
                                                                                                                     efforts to foster a school culture that places greater value on the
                                                                                                                                                                                                     providers on adolescents’ mental health. Social Work Research, 27,
                                                                                                                     importance of TSRs, especially in secondary schools.
                                                                                                                                                                                                     19 –30. http://dx.doi.org/10.1093/swr/27.1.19
                                                                                                                                                                                                   Copeland, W. E., Wolke, D., Angold, A., Costello, E. J., Copeland, W. E.,
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