Using data-driven analytics and ecological systems theory to identify risk and protective factors for school absenteeism among secondary students.

Chronic absenteeism is an administrative term defining extreme failure for students to be present at school, which can have devastating long-term impacts on students. Although numerous prior studies have investigated associated variables and interventions, there are few studies that utilize both theory-driven and data-informed approaches to investigate absenteeism. The current study applied data-driven machine learning techniques, grounded in "The Kids and Teens at School" (KiTeS) theoretical framework, to student-level data (N = 121,005) to identify risk and protective variables that are highly associated with school absences. A total of 18 risk and protective variables were identified; all 18 variables were characteristics of the microsystem or mesosystem, emphasizing school absences' proximity to variables within inner ecological systems rather than the exosystem or macrosystem. Implications for future studies and health infrastructure are discussed.

Evaluating components of the active view of reading as intervention targets: Implications for social justice.

Inequality in reading outcomes is perhaps the single greatest social justice issue faced by school psychologists, and school psychologists need a better understanding of reading theory and its application to intervention to better combat the important issue. The present study examined the active view of reading (AVR; Duke & Cartwright, 2021), by computing effect sizes from 333 studies that were reported in 26 meta-analyses. Interventions that targeted word recognition (effect size = 0.44) and language comprehension (effect size = 0.62) had statistically significant effects for striving readers, and interventions that targeted active self-regulation (effect size = 0.46) and bridging processes (effect size = 0.70) had medium-to-large median effects on reading. We found (a) large effects of interventions for striving readers focused on text structure, verbal reasoning, and vocabulary; (b) moderate effects for fluency, language structure, motivation, and phonics; and (c) limited research included in meta-analyses for several components of the AVR, including cultural and other content knowledge. The components unique to the AVR added significant variance in reading. Analyses suggest there are many intervention targets available to school psychologists as they work toward social justice in reading outcomes. (PsycInfo Database Record (c) 2023 APA, all rights reserved).

Language used in school psychological evaluation reports as predictors of SLD identification within a response to intervention model.

Despite decades of research, much is still unknown regarding how specific learning disability (SLD) identification decisions are made, particularly how language related to sociodemographic and psychosocial factors may impact decision-making. This study employed the Linguistic Inquiry and Word Count (LIWC) method to examine the language used in school psychological reports to better understand how sociodemographic (i.e., race, socioeconomic background, and gender) and psychosocial factors (e.g., positive and negative emotion, student effort, and student social processes) related to SLD identification within a Response to Intervention (RtI) identification method. The reports of students identified as SLD contained significantly more achievement-related language (e.g., hardworking, motivated, exerting effort) compared to students who were not identified as SLD, and achievement-related language was associated with SLD identification above and beyond RtI evaluation data (i.e., academic achievement and slope). Implications for research and practice are discussed. (PsycInfo Database Record (c) 2022 APA, all rights reserved).

Practicing Keywords to Increase Reading Performance of Students With Intellectual Disability.

The purpose of the current study was to determine the extent to which practicing keywords increased word recognition, reading fluency and comprehension for students with intellectual disability (ID). The dependent measures included word recognition (i.e., the percentage of previously unknown keywords read correctly in the given text), reading fluency (i.e., words read correctly in 1 minute), and reading comprehension (i.e., number of questions answered correctly out of five). The participants were three fourth-grade students who were identified as having ID in early childhood with IQ scores of 45, 62, and 78. Words from reading passages were practiced with Incremental Rehearsal (IR) using a multielement, single-case design. Practicing keywords led to higher subsequent in-text recognition and generalization for a high percentage of the taught words. Additionally, there was clear experimental control for increases in reading fluency. There was not a strong effect on reading comprehension. Implications for research and practice are discussed.

An examination of the relationships between specific learning disabilities identification and growth rate, achievement, cognitive ability, and student demographics.

Students with specific learning disabilities (SLDs) represent a large proportion of those receiving special education services in U.S. schools, but the relationship between student-level variables and SLD identification is still not well understood. The purpose of this study was to examine the extent to which data collected as part of a comprehensive psychoeducational evaluation were associated with SLD identification status. Logistic regression analyses were used to examine how response to intervention (RtI) slope (i.e., growth rate), academic achievement, global cognitive ability, and demographic variables (i.e., race/ethnicity, gender, and free/reduced-price lunch [FRL] status) were related to SLD identification. Academic achievement (B = -0.13, OR = 0.88), race/ethnicity (B = -1.35, OR = 0.26; 0 = white student, 1 = student of color), and FRL (B = 0.94, OR = 2.57) were related to SLD status, but global cognitive ability and RtI slope were not, even though the RtI method was reported to be used during the special education decision-making process. Implications for practice, particularly related to the use of RtI, are discussed. (PsycInfo Database Record (c) 2020 APA, all rights reserved).

Comparison of Reading Growth Among Students With Severe Reading Deficits Who Received Intervention to Typically Achieving Students and Students Receiving Special Education.

This study compared the reading growth of students with and without learning disabilities, and students with and without reading deficits in response to tier 2 reading interventions within a response-to-intervention framework. Participants were 499 second- and third-grade students in six urban schools. Students who scored at or below the 10th percentile on the fall reading screening assessment were identified as having a severe reading deficit and received a tier 2 reading intervention that was targeted to their needs. Results showed a significant effect between groups on reading growth. Students with severe reading deficits receiving targeted tier 2 intervention grew at a rate that equaled the rate of growth of students without reading deficits and was significantly higher than students who were receiving special education services for reading. Implications for practice, suggestions for future research, and study limitations are discussed.

Differences in specific learning disability identification with the Woodcock-Johnson IV.

The Ability Achievement Discrepancy model remains the primary identification method used by school personnel. This study examined identification of a specific learning disability using the Ability Achievement Discrepancy model with the Woodcock-Johnson IV (WJ-IV). Two different test scores can be used to represent the ability construct: one that maintains the overlap between intelligence quotient (IQ) and basic psychological processes (i.e., general intellectual ability) and one that mostly removes the overlap between IQ and basic psychological processes (i.e., fluid-crystallized intelligence). The study included 3,736 individuals from the WJ-IV standardization sample to ascertain whether different proportions of individuals were identified by the 2 methods as well as identify which tests contributed to the differences. χ2 tests of independence and absolute ratios were used to examine the proportion of individuals identified; a multivariate analysis of variance and follow-up Tukey honestly significant differences were conducted to determine whether the groups of individuals identified in each model differed on their academic achievement scores, and Mann-Whitney U tests were used to identify the tests that contributed to differences in identification rates. The results indicated that different proportions of individuals were identified as a function of the IQ score used, even though achievement scores were generally similar across identification methods. Black students were overrepresented and White students were underrepresented compared with their proportion in the total sample. Discrepancy profiles largely varied as a function of the internal psychometrics of the WJ-IV rather than characteristics of the individual. Implications for practice and methodological limitations are reviewed. (PsycINFO Database Record (c) 2019 APA, all rights reserved).

Comparing the effects of incremental rehearsal and traditional drill on retention of mathematics facts and predicting the effects with memory.

The purpose of this study was to examine the effects of Incremental Rehearsal (IR) and traditional drill (TD) on retention of multiplication facts with 29 students in third and fourth grades with low mathematical skills. Results indicated that IR led to significantly more facts being retained, and was essentially equal to TD for efficiency as measured by number of facts retained per instructional minute. Memory scores accounted for 34% of the variance beyond mathematics calculation scores in retention of multiplication facts for the TD condition, but only 2% of the variance for the IR condition. Thus, retention of multiplication facts seems largely influenced by a student's memory skills when using less effective instructional techniques such as TD, while approaches like IR are likely effective regardless of memory skills. (PsycINFO Database Record (c) 2019 APA, all rights reserved).

Enhancing maintenance and generalization of sight words taught with incremental rehearsal: Applying the depth of processing and generalization frameworks.

Incremental rehearsal (IR) is a flashcard technique that has produced strong effects for a variety of outcomes including word recognition. We utilized theory-based modifications to IR to enhance maintenance and generalization of sight words. We utilized a within-subjects design in which 41 participants in 2nd and 3rd grade were taught seven unknown words in each of three IR variants-IR, IR with vocabulary (IR-V, which leveraged the depth of processing framework), and IR with context (IR-C, which leveraged Stokes and Baer's, 1977, generalization framework). Auditory working memory and decoding skills were measured as potential moderators. Maintenance and generalization were high across conditions, but maintenance was greater in IR-V and IR-C than IR. IR was the most efficient intervention variant. A potential moderating effect of decoding skills, but not of auditory working memory, was noted. Researchers and practitioners should consider the extent to which theory-based modifications increase effectiveness of an intervention, while also considering impacts on efficiency. (PsycINFO Database Record (c) 2019 APA, all rights reserved).

Influence of teacher burnout and self-efficacy on teacher-related variance in social-emotional and behavioral screening scores.

Universal screening is useful in the early identification of behavioral and emotional concerns, but teacher-related variance can potentially influence screening scores and resulting decisions. The current study examined the extent to which burnout and self-efficacy as teacher-level variables accounted for variance in universal screening scores. The study participants included 1,314 K-6 students and 56 elementary school teachers. Teachers completed the Social, Academic, and Emotional Behavior Risk Screener (SAEBRS) for each student in their classroom, while also completing rating scales regarding their personal self-efficacy and levels of burnout. Hierarchical linear modeling was employed to estimate the extent of teacher-related variance and whether burnout and self-efficacy accounted for this variance. Unconditional models indicated 12-30% of variance in screening scores was between teachers. Conditional models indicated teacher self-efficacy and the depersonalization component of teacher burnout were statistically significant predictors of Emotional Behavior and Total Behavior scores on the SAEBRS. Results further suggested that when combined, burnout and self-efficacy variables accounted for 7-30% of between-teacher variance in screening scores. Implications for practice and future research are discussed. (PsycINFO Database Record (c) 2019 APA, all rights reserved).

Comparison of progress monitoring data from general outcome measures and specific subskill mastery measures for reading.

Interventionists often monitor the progress of students receiving supplemental interventions with general outcome measures (GOMs) such as curriculum-based measurement of reading (CBM-R). However, some researchers have suggested that interventionists should collect data more closely related to instructional targets, specific subskill mastery measures (SSMMs) because outcomes from GOMs such as CBM-R may not be sufficiently sensitive to gauge intervention effects. In turn, interventionists may prematurely terminate an effective intervention or continue to deliver an ineffective intervention if they do not monitor student progress with the appropriate measure. However, such recommendations are based upon expert opinion or studies with serious methodological shortcomings. We used multi-variate multilevel modeling to compare pre-intervention intercepts and intervention slopes between GOM and SSMM data collected concurrently in a sample of 96 first, 44 second, and 53 third grade students receiving tier 2 phonics interventions. Statistically significant differences were observed between slopes from SSMM consonant-vowel-consonant words and CBM-R data. Statistically significant differences in slopes were not observed for consonant blend, digraph or consonant-vowel-consonant-silent e (CVCe) SSMMs. Results suggest that using word lists to monitor student response to instruction for early struggling readers is beneficial but as students are exposed to more complex phonetic patterns, the distinction between SSMMs and CBM-R become less meaningful.

Advancing the science and practice of precision education to enhance student outcomes.

School psychology research and practice has considerable room for growth to go beyond "did an intervention work?" to "what intervention worked for whom and how did it work?" The latter question reflects a more precise understanding of intervention, and involves strategic efforts to enhance the precision of services students with academic, behavioral, emotional, or physical health problems receive to enhance the degree to which interventions are appropriately tailored to and produce benefit for individual students. The purpose of this special issue is to advance the notion and science of precision education, which is defined as an approach to research and practice that is concerned with tailoring preventive and intervention practices to individuals based on the best available evidence. This introductory article provides context for the special issue by discussing reasons why precision education is needed, providing definitions/descriptions of precision education research, and outlining opportunities to advance the science of precision education. Six empirical studies and one methodological-oriented article were compiled to provide examples of the breadth of research that falls under precision education. Although each of the article focuses on students with different needs (literacy deficits, math deficits, emotional and behavior problems, and intellectual disability), there is a common thread that binds them together, and that is each one captures the heterogeneity among students with particular problems or deficits and highlights the need to select and deliver more precise interventions to optimize student outcomes.

Meta-analysis of targeted small-group reading interventions.

Small-group reading interventions are commonly used in schools but the components that make them effective are still debated or unknown. The current study meta-analyzed 26 small-group reading intervention studies that resulted in 27 effect sizes. Findings suggested a moderate overall effect for small-group reading interventions (weighted g=0.54). Interventions were more effective if they were targeted to a specific skill (g=0.65), then as part of a comprehensive intervention program that addressed multiple skills (g=0.35). There was a small correlation between intervention effects and group size (r=0.21) and duration (r=0.11). Small-group interventions led to a larger median effect size (g=0.64) for elementary-aged students than for those in middle or high school (g=0.20), but the two confidence intervals overlapped. Implications for research and practice are discussed.

Meta-analysis of the effects of academic interventions and modifications on student behavior outcomes.

The current study examined the effect of academic interventions and modifications on behavioral outcomes in a meta-analysis of 32 single-case design studies. Academic interventions included modifying task difficulty, providing instruction in reading, mathematics, or writing, and contingent reinforcement for academic performance. There was an overall small to moderate effect (ϕ = .56) on behavioral outcomes, with a stronger effect on increasing time on task (ϕ = .64) than on decreasing disruptive behavior (ϕ = .42). There was a small effect for using a performance-based contingent reinforcer (ϕ = .48). Interventions completed in an individual setting resulted in a moderate to large effects on behavior outcomes. Results of the current meta-analysis suggest that academic interventions can offer both positive academic and behavioral outcomes. Practical implications and suggestions for future research are included. (PsycINFO Database Record

Learning disability identification consistency: The impact of methodology and student evaluation data.

Learning disability (LD) identification has long been controversial and has undergone substantive reform. This study examined the consistency of school psychologists' LD identification decisions across three identification methods and across student evaluation data conclusiveness levels. Data were collected from 376 practicing school psychologists from 22 states. Eighty-three percent (n = 313) of participants were female. Ninety-one percent (n = 342) of participants identified as Caucasian, 4% (n = 15) Latino, 1.3% (n = 5) African American, .8% (n = 3) Asian/Pacific Islander, .3% (n = 1) Native American/Alaskan Native, and 1.3% (n = 5) 2 or more races. Participants were randomly assigned to 1 of 9 conditions and used 1 type of identification method and examined 1 type of student evaluation data to determine if a student should be identified with LD. Results showed that overall identification consistency was somewhat low (73.7%, κ = .45) There were no differences in identification consistency across identification methods χ2(2, N = 376) = 3.78, p = .151, but there were differences in identification consistency across conclusiveness levels of student evaluation data χ2(2, N = 376) = 50.40, p = .0001. Implications for practice, training, and research are also discussed, including the need of school psychologists to consider psychometric issues in LD identification as well as the need to further research the impact of student data conclusiveness in LD identification. (PsycINFO Database Record

Parent-administered computer-assisted tutoring targeting letter-sound knowledge: Evaluation via multiple-baseline across three preschool students.

Knowledge of letters sounds has been identified as a primary objective of preschool instruction and intervention. Despite this designation, large disparities exist in the number of letter sounds children know at school entry. Enhancing caregivers' ability to teach their preschool-aged children letter sounds may represent an effective practice for reducing this variability and ensuring that more children are prepared to experience early school success. This study used a non-concurrent multiple-baseline-across-participants design to evaluate the effectiveness of caregivers (N=3) delivering a computer-assisted tutoring program (Tutoring Buddy) targeting letter sound knowledge to their preschool-aged children. Visual analyses and effect size estimates derived from Percentage of All Non-Overlapping Data (PAND) statistics indicated consistent results for letter sound acquisition, as 6weeks of intervention yielded large effects for letter sound knowledge (LSK) across all three children. Large effect sizes were also found for letter sound fluency (LSF) and nonsense word fluency (NWF) for two children. All three caregivers rated the intervention as highly usable and were able to administer it with high levels of fidelity. Taken together, the results of the present study found Tutoring Buddy to be an effective, simple, and usable way for the caregivers to support their children's literacy development.

Comparison of opportunities to respond and generation effect as potential causal mechanisms for incremental rehearsal with multiplication combinations.

Incremental rehearsal (IR) is an intervention with demonstrated effectiveness in increasing retention of information, yet little is known about how specific intervention components contribute to the intervention's effectiveness. The purpose of this study was to further the theoretical understanding of the intervention by comparing the effects of opportunities to respond (OTR) and generation demand on retention of multiplication combinations. Using a between subject 2 × 2 factorial design, 103 4th and 5th grade students were taught seven multiplication combinations using one of four versions of IR that orthogonally varied OTR (high versus low) and generation demands (high versus low). A two-way ANOVA revealed main effects for OTR, generation demands, and an interaction of the two factors. The effect of generation demands was large (d=1.31), whereas the overall effect of OTR was moderate (d=0.66). Critically, the two factors interacted, with the largest learning gains observed when OTR and generation demands were both high. The results of this study suggest that generation demand is an important factor in the effectiveness of rehearsal interventions.

Meta-analysis of academic interventions derived from neuropsychological data.

Several scholars have recommended using data from neuropsychological tests to develop interventions for reading and mathematics. The current study examined the effects of using neuropsychological data within the intervention process with meta-analytic procedures. A total of 1,126 articles were found from an electronic search and compared to inclusion criteria, which resulted in 37 articles that were included in the current study. Each article was coded based on how the data were used (screening-86% or designing interventions-14%), size of the group for which interventions were delivered (small group-45%, individual students-45%, or entire classroom-10%), and type of data collected (cognitive functions-24%, reading fluency-33%, phonemic/phonological awareness-35%, or mixed-8%). A corrected Hedges' g was computed for every study and reported for variables of interest. A Fail-safe N was also computed to determine how many studies with a zero effect would have to be found to change the conclusions. The data resulted in a small effect (g = 0.17) for measures of cognitive functioning, but moderate effects of g = 0.43 and g = 0.48 for measures of reading fluency and phonemic/phonological awareness. There were few studies that examined measures of cognitive functioning within the intervention process. Taken together with previous research, the data do not support the use of cognitive measures to develop interventions but instead favor more direct measures of academic skills (e.g., reading fluency) in a skill-by-treatment interaction. Implications for practice and future research are discussed.

Accuracy of student performance while reading leveled books rated at their instructional level by a reading inventory.

Identifying a student's instructional level is necessary to ensure that students are appropriately challenged in reading. Informal reading inventories (IRIs) purport to assess the highest reading level at which a student can accurately decode and comprehend text. However, the use of IRIs in determining a student's instructional level has been questioned because of a lack of research. The current study examined the percentage of words read correctly with 64 second- and third-grade students while reading from texts at their instructional level as determined by an IRI. Students read for 1 min from three leveled texts that corresponded to their instructional level as measured by an IRI, and the percentage of words read correctly was recorded. The percentage read correctly correlated across the three books from r=.47 to r=.68 and instructional level categories correlated from tau=.59 to tau=.65. Percent agreement calculations showed that the categorical scores (frustration, instructional, and independent) for the three readings agreed approximately 67% to 70% of the time, which resulted in a kappa estimate of less than .50. Kappa coefficients of .70 are considered strong indicators of agreement. Moreover, more than half of the students with the lowest reading skills read at a frustration level when attempting to read books rated at their instructional level by an IRI. The current study questions how reliably and accurately IRIs identify students' instructional level for reading.

Number of repetitions required to retain single-digit multiplication math facts for elementary students.

Computational fluency is an important aspect of math proficiency. Despite widely held beliefs about the differential difficulty of single-digit multiplication math facts, little empirical work has examined this issue. The current study analyzed the number of repetitions needed to master multiplication math facts. Data from 15,402 3rd, 4th, and 5th graders were analyzed using a national database. Results suggested that (a) students with lower math skills required significantly (p < .001) more repetitions than more skilled students; (b) across all students, single-digit multiplication facts with 4s, 5s, 6s, and 7s required significantly (p < .001) more repetition than did 2s and 3s; and (c) the number of practice sessions needed to attain mastery significantly (p < .001) decreased with increase in grade level. Implications for instructional planning and implementation are discussed.