Francis Lim Huang

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Verified

Francis verified their affiliation via an institutional email.

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• PhD
• Professor (Full) at University of Missouri

This study investigated the causal impact of attending a state-funded pre-K program, the Virginia Preschool Initiative (VPI), on letter name knowledge using a regression discontinuity (RD) design. Children who attended VPI (n = 9,689) had higher letter name knowledge (9 letters higher) compared to students who had just begun VPI (n = 10,897). Findi...

Black students are much more likely to be disciplined using out-of-school suspensions (OSS) compared with White students. One often-cited hypothesis, though relatively untested, is the role of misconduct and students attitudes that support deviant behavior. The differential involvement hypothesis suggests that disproportionate sanctioning may resul...

Purpose Although studies have documented that Black students receive out-of-school suspensions (OSS) at much higher rates than White students, few studies have investigated possible explanations for this disparity. The differential involvement hypothesis suggests that disproportionate sanctioning may be a function of racial differences in student m...

Binary outcomes are often analyzed in cluster randomized trials (CRTs) using logistic regression and cluster robust standard errors (CRSEs) are routinely used to account for the dependent nature of nested data in such models. However, CRSEs can be problematic when the number of clusters is low (e.g., < 50) and, with CRTs, a low number of clusters i...

Although behavioral threat assessment and management (often shortened to “threat assessment”) has become widely used in US schools, no studies have systematically examined how frequently schools conduct threat assessments and how threat assessment rates vary as a function of student and school demographics. Of particular concern is that students wi...

Internalizing problems are common mental health concerns among children and youth. Identifying malleable risk factors that are associated with internalizing problems, such as not having a trusted adult at school, can lead to positive behavior supports to reduce student risk. The purpose of this study was to evaluate the association between student-...

Traditional multilevel models are commonly used to analyze multilevel data with a pure nested structure. However, cross-classified data structures are present when observations are nested within two higher-level structures which in turn are not nested within each other. To capture the variations from both clustering dimensions, cross-classified ran...

This study investigated whether a restorative practice initiative improved school climate. The study presents findings from a cluster randomized, controlled trial conducted with 2,248 students from grades 5 to 12 (38% Black, 32% Hispanic) attending 18 schools in the U.S. Northeast. After 1 year of implementation, the experimental analyses of the wh...

The intentional and sustained actions to advance diversity, equity, and inclusion (DEI) in school psychology science and scholarship, will have reciprocal and dynamic influences on graduate preparation and practice. Herein, the School Psychology Review leadership team provides reflections on several of our intentional efforts, to date, to advocate...

Replication studies have been promoted as a means to investigate the fragility or robustness of findings from prior studies. However, less well known is that replication studies can be done with nonexperimental or secondary datasets and are not just for experimental studies. We present a framework of different types of replication studies with none...

The use of large-scale assessments (LSAs) in education has grown in the past decade though analysis of LSAs using multilevel models (MLMs) using R has been limited. A reason for its limited use may be due to the complexity of incorporating both plausible values and weighted analyses in the multilevel analyses of LSA data. We provide additional func...

Prior to 2020, schools across the nation undertook school discipline reform. Then, the COVID-19 pandemic struck. Unknown is whether schools remained steadfast in their commitment to restorative practice (RP). The current case study examined student (n = 53–86) and staff surveys (n = 49–62) before and during the pandemic. It also examined the nature...

This is a technical report of our statewide study of school threat assessment in Florida public schools.

The Early Identification System (EIS) was developed to overcome many of the usability challenges of school-based behavior screeners. Several prior studies have documented the technical adequacy of the EIS. The present study expanded this work by examining the use, relevance, values implications, and social consequence of EIS implementation in a sam...

Although several studies have focused on why school climate is important, the timing of the collection of climate measures should be considered. This is of particular interest to schools that gauge school improvement efforts within a school year and are interested in how climate changes from the beginning to the end of the academic year. We show th...

Abstract The overuse of exclusionary discipline practices, such as out-of-school suspensions (OSS), has consistently been documented over several decades. The resulting racial discipline disparities and the negative outcomes related to OSS have led policy makers and educators to consider other approaches to school discipline. One such approach, whi...

The present study collected information from students in elementary, middle, and high school (N = 13,881) about their internalizing symptoms, relationships with adults at schools, and school engagement and need for support. Participants were 51% male and 72% White. A series of growth models revealed that not having a trusted adult at school was a s...

The present study investigated the relationship between teacher stress and job satisfaction, and examined the role of coping as a moderator. Based on the transactional and Coping‐Competence‐Context models of stress we expected that coping would serve as a protective factor in the relationship between teacher stress and their job satisfaction. Stres...

A variety of health and social problems are routinely measured in the form of categorical outcome data (such as presence/absence of a problem behavior or stages of disease progression). Therefore, proper quantitative analysis of categorical data lies at the heart of the empirical work conducted in prevention science. Categorical data analysis const...

Practical Multilevel Modeling Using R provides students with a step-by-step guide for running their own multilevel analyses. Detailed examples illustrate the conceptual and statistical issues that multilevel modeling addresses in a way that is clear and relevant to students in applied disciplines. Clearly annotated R syntax illustrates how multilev...

The current study addressed the need for experimental research on Restorative Practices (RP) in its evaluation of the Morningside Center for Teaching Social Responsibility's Whole School RP Project. The study was conducted in a large Northeastern city using a cluster randomized controlled design in 18 elementary, middle, and high schools. In a sing...

This study investigated teacher perceptions of school resource officers (SROs) and their associations with school safety. The sample consisted of 10,668 teachers in 404 middle schools and 11,900 teachers in 284 high schools. Most middle (86.5%) and high (85.5%) school teachers agreed that the SRO makes them feel safer; however, endorsement differed...

Positive perceptions of school climate are associated with improved academic and behavioral outcomes, such as lower bullying victimization experience and higher student engagement. The present study evaluated the consistency of these relations across racial/ethnic student groups using the Authoritative School Climate (ASC) model which defines schoo...

Student–teacher relationships (STRs) and socioeconomic status (SES) are two widely studied variables that have been found to predict reading achievement in the early grades. The current study extends the literature by investigating the interaction between STRs, measured using the STR Scale completed by teachers, and SES on reading achievement using...

Homogeneity of variance (HOV) is a well-known but often untested assumption in the context of multilevel models (MLMs). However, depending on how large the violation is, how different group sizes are, and the variance pairing, standard errors can be over or underestimated even when using MLMs, resulting in questionable inferential tests. We evaluat...

National debate over law enforcement in schools has largely overlooked student reporting of violent threats to school resource officer (SROs). This statewide assessment of Virginia high school students (n = 99,358) found that the majority of Black (64%), Hispanic (72%), White (71%), and other racial/ethnic identity (71%) students agreed the SRO mad...

As many as 1 in 5 youth in the United States experience social, emotional, and behavioral problems. However, many students with mental health concerns are unidentified and do not receive adequate care. The purpose of this study was to evaluate the factor structure, measurement invariance, and the concurrent and predictive validity of the Early Iden...

Gender minority youth experience bullying victimization at concerningly high rates. The current study sought to unmask potentially unique bullying victimization experiences and perceived prevalence of bullying for Transgender, fluid gender, and gender questioning students. Results revealed that all three gender minority groups were significantly mo...

To address the need for brief teacher stress interventions, the study aimed to evaluate a bibliotherapy-based stress management training for teachers using a randomized control design (N = 52). The intervention reduced stress (d = −0.43) and mental health symptoms (d's = −0.50 - 0.60) and improved a spectrum of specific coping skills (d's = 0.62–1....

Due to the spread of the coronavirus disease 2019 (COVID-19), the use of protective measures (e.g., mask wearing and social distancing) has become an important public health concern. Despite being an effective and low-cost measure, mask wearing in the U.S. is a contentious issue. We investigated data coming from a natural experiment ( n = 1,993) co...

The Coronavirus disease 2019 (COVID-19) pandemic created unprecedented challenges for the U.S. education system and for teachers. The present study examined correlates and predictors of teacher well-being in the immediate aftermath of school closures related to the pandemic. Data were collected as part of a larger group randomized trial. Six hundre...

School threat assessment is a violence prevention strategy that has become widely used over the past 20 years; however, the procedures for a threat assessment are not well-known in education and it has received relatively little research attention. This article describes the rationale, procedures, and empirical support for the Comprehensive School...

Accounting for dependent observations in cluster-randomized trials (CRTs) using nested data is necessary in order to avoid misestimated standard errors resulting in questionable inferential statistics. Cluster-robust standard errors (CRSEs) are often used to address this issue. However, CRSEs are still well-known to underestimate standard errors fo...

The importance of math achievement in the early grades has been well documented. Two variables that have independently been found to be strong predictors of math achievement are student-teacher relationships (STR) and socioeconomic status (SES). The present study investigates the interaction between STR and SES on student math achievement using the...

The presence of clustered data is common in the sociobehavioral sciences. One approach that specifically deals with clustered data but has seen little use in education is the generalized estimating equations (GEEs) approach. We provide a background on GEEs, discuss why it is appropriate for the analysis of clustered data, and provide worked example...

Binary outcomes are often encountered when analyzing cluster randomized trials (CRTs). A common approach to obtaining the average treatment effect of an intervention may involve using a logistic regression model. We outline some interpretive and statistical challenges associated with using logistic regression and discuss two alternative/supplementa...

The purpose of this paper is to confirm the factor structure, examine the invariance, and investigate the predictive validity using disciplinary data for 5262 high school students who completed the Early Identification System-Student Response (EIS-SR). The development and theory of the EIS-SR is discussed along with prior work. Building off of prio...

The use of suspension practices is extremely widespread but few studies have examined the behavioral and psychological outcomes associated with their application. Using a predominantly Black sample of 788 middle school students from the Midwestern United States, the current study evaluates the relations between in-school suspensions (ISS) and out-o...

Zero tolerance as an approach to school safety has been around for almost 3 decades. Despite widespread criticisms of zero tolerance policies, few empirical studies have investigated the relationship of zero tolerance with school safety. More generally, the Government Accountability Office report on school shootings noted the need for research on t...

Early adolescence represents a critical developmental period for the identification, prevention, and early intervention of mental health concerns. The Early Identification System-Student Report (EIS-SR) was developed as a user-friendly, accessible, and cost-efficient method for identifying youth at risk for mental health concerns. The present study...

The beneficial relationship of school climate with various positive student outcomes has been demonstrated in several studies, though the relationship has not been thoroughly explored with regards to a student’s likelihood of being suspended from school. The relationship of school climate and out-of-school suspensions was investigated using a natio...

At the end of 2018, Obama-era disciplinary guidance aimed at reducing the use of suspensions in schools (especially for minorities and students with disabilities) was revoked by the U.S. Department of Education. A key piece of research supporting the decision was based on the analyses of the Early Childhood Longitudinal Study, Kindergarten Class of...

Teacher emotional factors influence the classroom environment. The purpose of the study was to examine the association of teacher emotional exhaustion and teacher efficacy with student office discipline referrals (ODRs), in-school suspensions (ISSs), and out-of-school suspensions (OSSs) using multilevel logistic regression models. The sample includ...

Studies suggest that out-of-school suspensions (OSS) are negatively associated with student perceptions of school climate and attitudes toward school. However, this relationship has not been considered in the case of disciplinary approaches such as restorative practices (RP) and in-school suspensions (ISS). Using a sample of 30,799 secondary school...

Multivariate analysis of variance (MANOVA) is a statistical procedure commonly used in fields such as education and psychology. However, MANOVA’s popularity may actually be for the wrong reasons. The large majority of published research using MANOVA focus on univariate research questions rather than on the multivariate questions that MANOVA is said...

Threat assessment has been proposed as a method for schools to respond to student threats of violence that does not rely on exclusionary discipline practices (e.g., suspension, transfer, expulsion, arrest). The present study compared disciplinary consequences for 657 students in 260 schools using the Comprehensive Student Threat Assessment Guidelin...

Experiments in psychology or education often use logistic regression models (LRMs) when analyzing binary outcomes. However, a challenge with LRMs is that results are generally difficult to understand. We present alternatives to LRMs in the analysis of experiments and discuss the linear probability model, the log-binomial model, and the modified Poi...

Although family–school engagement is important across child and adolescent development, most research, programs, and policies have focused primarily on elementary students and contexts. The current study extends beyond elementary settings by exploring the unique and shared contributions of developmental context on family–school engagement (i.e., ac...

This is a technical report of the statewide school climate survey administered to Virginia public middle schools in 2019.

Although turnover rates are alarmingly high for early career and veteran teachers, turnover rates are even higher for those who identify as a teacher of color. To increase the retention of teachers, job satisfaction has become an important construct to analyze. Teacher cooperation and principal support within the school are two influential factors...

In response to media reports of increased teasing and bullying in schools following the 2016 U.S. presidential election, we investigated its prevalence with a Virginia school climate survey completed by approximately 155,000 seventh- and eighth-grade students in 2013, 2015, and 2017. Survey results were mapped onto presidential election results for...

This study investigated 336 fifth- and sixth-grade middle school students' relationships with their ten mathematics teachers. Authors used a five-step hierarchical multiple linear regression to examine teacher and student factors related to students' quality of relationships with their teachers. Analyses revealed that teachers' student relationship...

Threat assessment is a violence prevention strategy used to investigate and respond to threats to harm others. In 2013, Virginia mandated the use of threat assessment teams for threats to self and to others, effectively subsuming suicide assessment with threat assessment and raising questions about the distinction between the two practices. In a st...

This is a technical report of the statewide school climate survey administered to Virginia public high schools in 2018.

The use of multilevel modeling (MLM) to analyze nested data has grown in popularity over the years in the study of school psychology. However, with the increase in use, several statistical misconceptions about the technique have also proliferated. We discuss some commonly cited myths and golden rules related to the use of MLM, explain their origin,...

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 involvement status and psychosocial outcomes,...

Districts have been engaged in efforts to reduce "differential processing" of discipline-referred students based on their racial backgrounds. They strive for fair assignment of exclusionary consequences across racial groups. The current study examines discipline records for one academic year in an urban school district (N = 9,039 discipline referre...

School psychologists are frequently called upon to assess students who have made verbal or behavioral threats of violence against others, a practice commonly known as threat assessment. One critical issue is whether the outcomes of a threat assessment generate the kind of racial disparities widely observed in school disciplinary practices. In 2013,...

This study was designed to identify a continuum of orthographic features that characterize Spanish spelling development in Grades 1–3. Two research questions guided this work: (1) Is there a hierarchy of orthographic features that affect students’ spelling accuracy in Spanish over and above other school-level, student-level, and word-level factors?...

An identified barrier to the widespread adoption of universal socioemotional and behavioral screening in schools may be that existing instruments may be too burdensome or costly to administer. As a result, the County Schools Mental Health Coalition came together to develop a common assessment system, the Early Identification System (EIS). The purpo...

Although the toxic effects of peer bullying among middle school students are widely recognized, bullying by teachers and other school staff has received little attention. This study compared the prevalence and school adjustment of students bullied by teachers/staff, students bullied by peers, and students who were not bullied. The sample consisted...

In recent years, schools have started implementing preventive practices such as universal screening. Yet, researchers have not evaluated the extent to which universal screening contributes to academic and behavioral outcomes. The purpose of this study was to evaluate the treatment utility of universal screening for behavioral risk. Student particip...

This study examined the benefit of utilizing one-item academic and one-item behavior readiness teacher-rated screeners at the beginning of the school year to predict end-of-school year outcomes for middle school students. The Middle School Academic and Behavior Readiness (M-ABR) screeners were developed to provide an efficient and effective way to...

Threat assessment has been widely endorsed as a school safety practice, but there is little research on its implementation. In 2013, Virginia became the first state to mandate student threat assessment in its public schools. The purpose of this study was to examine the statewide implementation of threat assessment and to identify how threat assessm...

Violence directed toward teachers in schools is relatively understudied in comparison with other school-based forms of peer aggression (e.g., school bullying). Based on the nationally representative Schools and Staffing Survey (SASS) 2011-2012, approximately 10% of K-12 public school teachers in the United States, received a threat in the past 12 m...

This is a report of the statewide administration of our school climate survey in Virginia public schools with grades 6, 7, 8.

Research indicates that a positive school climate is associated with higher levels of student engagement and lower rates of peer aggression. However, less attention has been given to whether such findings are consistent across racial/ethnic groups. The current study examined whether Black, Hispanic, and White high school students differed in their...

Studies analyzing clustered data sets using both multilevel models (MLMs) and ordinary least squares (OLS) regression have generally concluded that resulting point estimates, but not the standard errors, are comparable with each other. However, the accuracy of the estimates of OLS models is important to consider, as several alternative techniques (...

The purpose of this project was to develop a standard model for the assessment of school climate and safety guided by authoritative school climate theory. We devised and tested student and school staff versions of the Authoritative School Climate Survey in a series of statewide surveys over a four-year period (2013-2016). In collaboration with the...

School climate is widely recognized as an important factor in promoting student academic achievement. The current study investigated the hypothesis that a demanding and supportive school climate, based on authoritative school climate theory, would serve as a protective factor for students living with 1 or no parents at home. Using a statewide sampl...

Many adolescents engage in risk behaviors such as substance use and aggression that jeopardize their healthy development. This study tested the hypothesis that an authoritative school climate characterized by strict but fair discipline and supportive teacher–student relationships is conducive to lower risk behavior for high school students. Multile...

Self-report surveys are widely used to measure adolescent risk behavior and academic adjustment, with results having an impact on national policy, assessment of school quality, and evaluation of school interventions. However, data obtained from self-reports can be distorted when adolescents intentionally provide inaccurate or careless responses. Th...

Cluster randomized trials (CRTs) involving participants nested within intact treatment and control groups are commonly performed in various educational, psychological, and biomedical studies. However, recruiting and retaining intact groups present various practical, financial, and logistical challenges to evaluators and often, CRTs are performed wi...

Separate lines of research find that proaggressive attitudes promote peer aggression and that bystanders play a pivotal role in deterring or facilitating bullying behavior. The current study hypothesized that proaggressive attitudes in middle school would deter students from standing up to bullying and encourage them to reinforce bullying behavior....

Bullying among youth is recognized as a serious student problem, especially in middle school. The most common approach to measuring bullying is through student self-report surveys that ask questions about different types of bullying victimization. Although prior studies have shown that question-order effects may influence participant responses, no...

Although school climate has long been recognized as an important factor in the school improvement process, there are few psychometrically supported measures based on teacher perspectives. The current study replicated and extended the factor structure, concurrent validity, and test–retest reliability of the teacher version of the Authoritative Schoo...

BACKGROUND School climate is well recognized as an important influence on student behavior and adjustment to school, but there is a need for theory-guided measures that make use of teacher perspectives. Authoritative school climate theory hypothesizes that a positive school climate is characterized by high levels of disciplinary structure and stude...

Student attitudes toward aggression have been linked to individual aggressive behavior, but the relationship between school-wide normative beliefs about aggression and aggressive behavior poses some important measurement challenges that have not been adequately examined. The current study investigated the factor structure, measurement invariance, a...

This study of advanced readers in Reading First (RF) classrooms was part of a larger evaluation of one state's RF implementation. The study's purposes were to (a) assess the longitudinal growth of advanced primary readers as compared with their non-advanced-reading peers over a 3-year timeframe and (b) determine the degree to which RF classrooms ad...

The practice of academic redshirting, or holding children back a year prior to their enrolling in kindergarten, continues to be a controversial practice. Although most studies investigating redshirting have used small statewide samples or older, nationally representative data sets, the current study uses population-level data from one state that sp...

Accurate measurement is essential to determining the prevalence of bullying and evaluating the effectiveness of intervention efforts. The most common measurement approach is through anonymous self-report surveys, but previous studies have suggested that students do not adhere to standard definitions of bullying and may be influenced by the order of...

Missouri Objective: In light of public concern about school shootings, this study examined the prevalence and offense characteristics of multiple casualty homicides across locations. Method: We used the FBI's National Incident Based Reporting System (NIBRS) to examine 18,873 homicide incidents involving 25,180 victims who were either killed or inju...

Violence prevention strategies such as threat assessment rely on information from students; however, students are often unwilling to report threats of violence to school authorities. The current study investigated the hypothesis that middle school students are less likely to report threats of violence when they perceive aggressive behavior as a sou...

Advances in multilevel modeling techniques now make it possible to investigate the psychometric properties of instruments using clustered data. Factor models that overlook the clustering effect can lead to underestimated standard errors, incorrect parameter estimates, and model fit indices. In addition, factor structures may differ depending on the...

Research has suggested that relatively older children are more likely to be identified as gifted and talented students compared with their younger peers. Such a phenomenon disadvantages the youngest students while at the same time confers additional advantages to the older students as a result of receiving specialized and/or extra instruction. The...

This study examined the use of peer nominations to identify victims of bullying in a sample of 7,889 students (grades 3–12). The overwhelming majority reported positive responses to the survey process, which used a randomized design for online or paper administration. School counselors interviewed students who had three or more nominations and saw...

The factor structure of the Phonological Awareness Literacy Screening for Grades 1 through 3 (PALS 1-3), a widely used early literacy screener in the Commonwealth of Virginia, was investigated using a large sample of public-school second-grade students (n = 14,993). Three alternative factor models (i.e., a one-factor, two-correlated factors, and a...

This study examined the use of peer nominations to identify victims of bullying in a sample of 7,889 students (grades 3–12). The overwhelming majority reported positive responses to the survey process, which used a randomized design for online or paper administration. School counselors interviewed students who had three or more nominations and saw...

This study explored the viability of using kindergarten measures of phonological awareness, alphabet knowledge, and orthographic knowledge, administered in English, to predict first grade reading achievement of Spanish-speaking English language learners. The primary research question was: Do kindergarten measures of early literacy skills in English...