All Validities are Not Created Equal: Determinants of Variation in SAT Validity Across Schools

Previous research has demonstrated that cognitive test validities are generalizable and predictive of academic performance across situations. However, even after accounting for statistical artifacts (e.g., sampling error, range restriction, criterion reliability), substantial variability often remains around estimates of cognitive test–performance relationships suggesting the presence of additional moderators. In the present study, we examine the sources of institutional variation in Scholastic Aptitude Test (SAT) validity across a sample of 110 institutions. Institutional characteristics moderated the size of SAT validities, such that more selective schools and schools that emphasize traditional assessment techniques (i.e., school records, standardized tests) showed higher SAT validities while schools that were larger and where students demonstrated more financial need, schools that emphasized the usage of alternative assessment techniques (i.e., essays, letters of recommendations, extracurricular activities), and schools that enrolled higher percentages of historically disadvantaged minority students generally exhibited lower SAT validities. Future directions in the understanding of situational influences on SAT–grade point average validities are discussed.     

Examining Teachers’ Attitudes and Experiences with Coaching to Inform Research-Based Practice: An Iterative Developmental Design Study

The purpose of this qualitative study was to examine teachers’ attitudes and experiences with coaching. This study was conducted in advance of a planned randomized controlled trial of a coaching intervention to better align the model with teachers’ needs and goals. Thirty-four K–5 general (n = 26), special education (n = 6), and educational support staff (n = 2) working in two high-poverty schools participated in focus groups. Interrater reliability between independent coders was high (К = 0.92; range: 0.76–1.0). Thematic analyses identified facilitators and barriers to teacher participation in the planned intervention and were used to improve upon the existing coaching model. Themes focused on advantages and disadvantages to coaching and characteristics of effective coaches and coaching models. Implications of findings for research and practice are discussed.     

“Seeing Their Eyes in the Rearview Mirror”: Identifying and Responding to Students' Challenging Experiences

There is a noticeable gap in the educational research literature specifically focused on trauma and documenting effective educator practices. This case study captures the voice and perspectives of Mr. Sellers, an effective Black, male educator who, through making sense of the impact of his students' ecological realities, provides insight about trauma, traumatic experiences, and the ways in which he supports them. I conceptualize and name the experiences of these students as traumatic because this is the language that Mr. Sellers himself used to make sense of his students' situations. It is important to note that I focus on these occurrences not to highlight the negatives or deficits of this community; my point in naming these ecological situations is to point out how structural challenges can influence communities and, ultimately, the people (including students) in those contexts. Despite what established literature suggests about the unpreparedness of educators to respond to student trauma, this study documents effective practices of a successful educator in an urban school setting. In particular, the findings in this study offer three takeaways for educators to more adequately identify and respond to students grappling with trauma: (1) context-specific recognition, (2) trauma-conscious approaches, and (3) holistic responsiveness. The findings of this study also suggest that there is a need for broadening educators' capacity, adequately preparing them, and shifting the ways in which schools and policies understand an educator's role.     

Reflecting on Functioning in Trigger Happy America

Trigger warnings are posing serious threats to the ways that English educators can teach at the university level. If Aristotle – and Hillis-Miller years later – argue that literature must arouse and bring about catharsis, then proponents of trigger warnings are anaesthetising the power of words and watering down their ability to incite emotional responses and promote healing. By examining the relationship between proponents of the trigger warning and reflective functioning – a psychoanalytic concept that emerged out of the British psychoanalytic school – this article argues that English students and English educators who support the use of trigger warnings may suffer from poor reflective functioning. Individuals with poor reflective functioning have difficulty coping with their emotions as well as practising mentalisation during times of acute stress, which can be triggered in response to arousing interactions with texts. Finally, the article offers some suggestions for how English educators might use empathy, intentional self-disclosure and vulnerability as a means for enhancing reflective functioning in students and encouraging them to journey more freely and courageously into controversial, charged, and dramatic literary moments.     

Privacy,speech, and values: what we have no business knowing

In the United States the ascendancy of speech protection is due to an expansive and unjustified view of the value or primacy of free expression and access to information. This is perhaps understandable, given that privacy has been understood as a mere interest, whereas speech rights have been seen as more fundamental. I have argued elsewhere that the “mere interest” view of privacy is false. Privacy, properly defined, is a necessary condition for human well-being or flourishing. The opening section of this article will provide an overview of this theory. Next, after a few remarks on speech absolutism, privacy absolutism, and balancing theories, I will sketch several of the dominant argument strands that have been offered in support of presumptively weighty speech rights. While these arguments, taken together, establish that free speech is important, they do not support the view that speech should nearly always trump privacy. In final section I will present and defend a way to balance free speech and privacy claims.     

Identification and evaluation of technology trends in K-12 education from 2011 to 2021

Education and Information Technologies - Educational technologies have captured the attention of researchers, policy makers, and parents. Each year, considerable effort and money are invested into...     

Revisiting the cluster-based paradigm for implicit search result diversification

To cope with ambiguous and/or underspecified queries, search result diversification (SRD) is a key technique that has attracted a lot of attention. This paper focuses on implicit SRD, where the subtopics underlying a query are unknown. Many existing methods appeal to the greedy strategy for generating diversified results. A common practice is using a heuristic criterion for making the locally optimal choice at each round. As a result, it is difficult to know whether the failures are caused by the optimization criterion or the setting of parameters. Different from previous studies, we formulate implicit SRD as a process of selecting and ranking k exemplar documents through integer linear programming (ILP). The key idea is that: for a specific query, we expect to maximize the overall relevance of the k exemplar documents. Meanwhile, we wish to maximize the representativeness of the selected exemplar documents with respect to the non-selected documents. Intuitively, if the selected exemplar documents concisely represent the entire set of documents, the novelty and diversity will naturally arise. Moreover, we propose two approaches ILP4ID (Integer Linear Programming for Implicit SRD) and AP4ID (Affinity Propagation for Implicit SRD) for solving the proposed formulation of implicit SRD. In particular, ILP4ID appeals to the strategy of bound-and-branch and is able to obtain the optimal solution. AP4ID being an approximate method transforms the target problem as a maximum-a-posteriori inference problem, and the message passing algorithm is adopted to find the solution. Furthermore, we investigate the differences and connections between the proposed models and prior models by casting them as different variants of the cluster-based paradigm for implicit SRD. To validate the effectiveness and efficiency of the proposed approaches, we conduct a series of experiments on four benchmark TREC diversity collections. The experimental results demonstrate that: (1) The proposed methods, especially ILP4ID, can achieve substantially improved performance over the state-of-the-art unsupervised methods for implicit SRD. (2) The initial runs, the number of input documents, query types, the ways of computing document similarity, the pre-defined cluster number and the optimization algorithm significantly affect the performance of diversification models. Careful examinations of these factors are highly recommended in the development of implicit SRD methods. Based on the in-depth study of different types of methods for implicit SRD, we provide additional insight into the cluster-based paradigm for implicit SRD. In particular, how the methods relying on greedy strategies impact the performance of implicit SRD, and how a particular diversification model should be fine-tuned.     

Stata commands for importing bibliometric data and processing author address information

Given the recent trend in bibliometrics and information science to use increasingly complex statistical methods, it is necessary to have powerful toolboxes to work with data from Web of Science (Thomson Reuters). We developed such a toolbox with four specific commands for the statistical software package Stata. These commands refer to (1) the import of downloads from Web of Science to Stata, (2) the preprocessing of address information from authors of publications in the downloaded set, (3) the geocoding of address information, and (4) the calculation of the minimum and maximum distance between several co-authors of a single paper. An advantage of developing commands for an established and comprehensive statistical software package (like Stata) is that a large number of further commands are available for the analysis of bibliometric data. We will describe some of these useful commands as well.