Third variable effects elucidate the relation between two other variables, and can describe why they are related or under what conditions they are related. This article demonstrates methods to analyze two third-variable effects: moderation and mediation. The utility of examining moderation and mediation effects in school psychology is described and current use of the analyses in applied school psychology research is reviewed and evaluated. Proper statistical methods to test the effects are presented, and different effect size measures for the models are provided. Extensions of the basic moderator and mediator models are also described.

This study examined the longitudinal stability and dynamics of group membership within the Greenspoon and Sakflofske’s dual-factor model of mental health. This expanded model incorporates information about subjective well-being (SWB), in addition to psychopathological symptoms, to better identify the mental health status and current functioning of youths. Participants included 730 seventh- and eighth-grade U.S. middle school students. Four groups of students were identified: flourishing (i.e., high SWB and low psychopathology), vulnerable (i.e., low SWB and low psychopathology), symptomatic but content (i.e., high SWB and high psychopathology), and troubled (i.e., low SWB and high psychopathology). Analyses of stability of group membership revealed varying levels of stability, with flourishing students demonstrating the highest stability. Analyses also revealed that social support variables yielded meaningful predictions of changes in group membership. Implications for professional practice are discussed.

Prospective longitudinal studies of idiopathic autism spectrum disorder (ASD) have provided insights into early symptoms and predictors of ASD during infancy, well before ASD can be diagnosed at age 2–3 years. However, research on the emergence of ASD in disorders with a known genetic etiology, contextualized in a developmental framework, is currently lacking. Using a biobehavioral multimethod approach, we (a) determined the rate of ASD in N = 51 preschoolers with fragile X syndrome (FXS) using a clinical best estimate (CBE) procedure with differential diagnoses of comorbid psychiatric disorders and (b) investigated trajectories of ASD symptoms and physiological arousal across infancy as predictors of ASD in preschoolers with FXS. ASD was not diagnosed if intellectual ability or psychiatric disorders better accounted for the symptoms. Our results determined that 60.7% of preschoolers with FXS met the Diagnostic and Statistical Manual of Mental Disorders (fifth edition) (DSM-5) criteria for ASD using the CBE procedure. In addition, 92% of these preschoolers presented with developmental delay and 45.4% also met criteria for psychiatric disorders, either anxiety, ADHD, or both. ASD diagnoses in preschoolers with FXS were predicted by elevated scores on traditional ASD screeners in addition to elevated autonomic arousal and avoidant eye contact from infancy.

School‐based mentoring programs are popular prevention programs thought to influence youth development; but rigorous evaluations indicate that these programs often have small effects on youth outcomes. Researchers suggest that these findings may be explained by (a) mentors and mentees failing to develop a close relationship and (b) mentors not setting goals or focusing on specific skills necessary improve outcomes. We assessed these explanations using data from approximately 1360 mentor and mentee pairs collected through a national study of school‐based mentoring (called, “The Student Mentoring Program”). Specifically, we tested the influence of mentee‐reported relationship quality and mentor‐reported use of goal‐setting and feedback‐oriented activities on academic, behavioral, and social‐emotional outcomes. Results suggested that youth reported relationship quality was associated with small to medium effects on outcomes. Moreover, goal‐setting and feedback‐oriented activities were associated with moderate to large effects on outcomes. We also found significant interactions between relationship quality and goal‐setting and feedback‐oriented activities on youth outcomes. We conclude that there appears to be a “sweet‐spot” wherein youth outcomes are maximized. The results of this study suggest a need for school‐based mentoring programs to monitor and support mentors in developing a close relationship while also providing opportunities to set goals and receive feedback.

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Objective: Autism spectrum disorder (ASD), attention-deficit/hyperactivity disorder (ADHD), and anxiety are three of the most common childhood psychiatric disorders. Early trajectories of social avoidance have been linked with these psychiatric disorders in previous studies, but it remains unclear how social avoidance differentially predicts comorbid disorders in a high-risk genetic subgroup. Here, we delineate the association between trajectories of social avoidance from infancy and subsequent ASD, ADHD, and anxiety outcomes at preschool in children with fragile X syndrome (FXS), a well-characterized single-gene disorder highly associated with social avoidance as well as elevated rates of ASD, ADHD, and anxiety. Method: Males with FXS ( n = 78) aged 4–62 months participated in a longitudinal study resulting in 201 assessments. The Social Avoidance Scale (SAS) documented socially avoidant behaviors from infancy in three domains—physical movement, facial expression, and eye contact during both the first minute and the last hour of an interaction. ASD, ADHD, and anxiety symptom outcomes at preschool were measured via parent-report questionnaires. Results: Increased social avoidance across infancy and preschool predicted elevated ASD symptom severity but reduced ADHD and anxiety symptom severity in males with FXS. Conclusion: ASD, ADHD, and anxiety symptoms relate inconsistently to social avoidance behaviors, providing new insight toward the debate of independence or overlap among these disorders in FXS and other disorders (i.e., ASD). The results suggest that the nuanced profile of the developmental and temporal aspects of social avoidance may inform more the accuracy of differential diagnoses of comorbid psychiatric disorders in FXS.

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