Instrumental variables is a popular approach for causal inference in education when randomization of treatment is not feasible. Using a first-year college program as a running example, this article reviews the five assumptions that must be met to successfully use instrumental variables to estimate a causal effect with observational data: SUTVA,…

Feedback is considered of great relevance for supporting student learning. It is therefore the focus of a significant body of theoretical work and is included in many observation frameworks for measuring teaching quality. However, little is currently known about the extent to which the theoretical and empirical knowledge of feedback from the…

This chapter explores the limitations of measuring teaching quality through observation of "observable behaviors" and argues for a more holistic approach to educational development that focuses on the richness of pedagogical qualities.

Although multiple organizational-level databases are frequently combined into one data set, there is no overview of the matching methods (MMs) that are utilized because the vast majority of studies does not report how this was done. Furthermore, it is unclear what the differences are between the utilized methods, and it is unclear whether research…

This article describes and analyzes the findings of children's observation records of block play with a focus on the wide range of mathematical outcomes resulting from children's block play. To this end, children's mathematical learning was analyzed in five areas: set and classification; pattern and symmetry; number and arithmetic; comparison and…

The inclusion of private events in the philosophy of our science is integral to avoid dualism and remain objective rather than making assumptions about an unseen mind. However, the inclusion of behaviors and stimuli which cannot be observed in an analysis poses obvious issues. One established method of studying covert behavior is to examine tasks…

Purpose: Many studies have explored school administrator discretion in the implementation of teacher evaluation and observation systems. However, we are unaware of any studies that quantitatively link discretionary administrator behaviors to student outcomes. The purpose of this study was to (a) explore the determinants of observations arising…

The purpose of this study was to examine the comparability of counts of embedded instruction learning trials when different methods of viewing and recording direct behavioral observations were used. In 13 classrooms, while videotaping embedded instruction implementation for a larger randomized controlled efficacy trial was occurring, teachers'…

The importance of understanding what and how mathematics teachers notice is well documented, but more research is needed on content-specific noticing. In particular, knowing how teachers notice proportional reasoning, a vital topic spanning all grades of mathematics, could inform measures that support students' proportional reasoning. We examined…

This research paper studies the impact of observation techniques in coaching processes in sports, business, and educational settings. In a mixed-methods design, qualitative data through interviews and quantitative data through surveys were collected from a sample of 50 coaches and 100 coachees to conduct both textual and talking analysis along…

Large language models (LLMs) provide cost-effective but possibly inaccurate predictions of human behavior. Despite growing evidence that predicted and observed behavior are often not "interchangeable," there is limited guidance on using LLMs to obtain valid estimates of causal effects and other parameters. We argue that LLM predictions…

Professional vision (PV), which includes the ability to perceive and interpret classroom events, is important for classroom behaviour management, particularly in the training of student teachers. However, to date, few assessment systems that can assess student teachers' professional vision by immersing them in a realistic classroom environment…

Teacher leaders (TLs) play a pivotal role in monitoring and fostering teacher awareness to enhance the quality of teaching practices, particularly in domains like mathematics education. Within the mathematics curriculum across various nations, this monitoring effort has been channelled towards nurturing crucial competencies such as argumentation…

In this study, we sought to identify how feedback about classroom observations affected novice university mathematics instructors' (UMIs) teaching practices. Specifically, we examined how a Red-Yellow-Green feedback system (RYG feedback) affected graduate student instructor (GSI) scores on an observation protocol (GSIOP). The protocol was…

Class phenomena have primary significance for the diagnosis and intervention at both an individual and a whole-class level for school psychologists. Trying to bring undergraduate psychology students closer to class and teaching, a learning experience based on an adaptation of Lesson Study, a professional development method for teachers, was…