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Wong, Vivian C.; Anglin, Kylie; Steiner, Peter M. – Prevention Science, 2022
Recent interest in promoting replication efforts assumes that there is well-established methodological guidance for designing and implementing these studies. However, no such consensus exists in the methodology literature. This article addresses these challenges by describing design-based approaches for planning systematic replication studies. Our…
Descriptors: Replication (Evaluation), Causal Models, Research Design, Measurement
Bixi Zhang; Wolfgang Wiedermann – Society for Research on Educational Effectiveness, 2022
Background: Studying causal effects is an important aim in education. Causal relationships indicate how well implements (e.g., interventions) work for the target subjects. A good strategy to get the inference in such relationships is to conduct randomized experiments. However, random assignment is limited in education research, even is discouraged…
Descriptors: Statistical Analysis, Causal Models, Algorithms, Simulation
Davis, Paige E.; King, Nigel; Meins, Elizabeth; Fernyhough, Charles – Infant and Child Development, 2023
Spontaneous imaginary companion (SIC) creation in childhood is a typical imaginative play behaviour associated with advanced sociocognitive skills; however, the direction of causality has not been established. To investigate this experimentally, researchers must determine whether children can create, on request, qualitatively equivalent imaginary…
Descriptors: Children, Imagination, Play, Causal Models
Marchant, Nicolás; Quillien, Tadeg; Chaigneau, Sergio E. – Cognitive Science, 2023
The causal view of categories assumes that categories are represented by features and their causal relations. To study the effect of causal knowledge on categorization, researchers have used Bayesian causal models. Within that framework, categorization may be viewed as dependent on a likelihood computation (i.e., the likelihood of an exemplar with…
Descriptors: Classification, Bayesian Statistics, Causal Models, Evaluation Methods
Allan Jeong; Renata Kuba – Knowledge Management & E-Learning, 2023
Including causal links in concept maps enables learners to meaningfully relate concepts to a larger context or problem in terms of how and where concepts apply within the chains of causal events that lead to a given goal or outcome. Given that higher quality maps are produced when students link and sequence events to flow temporally and…
Descriptors: Syntax, Semantics, Concept Mapping, Causal Models
Héctor J. Pijeira-Díaz; Sophia Braumann; Janneke van de Pol; Tamara van Gog; Anique B. H. Bruin – British Journal of Educational Technology, 2024
Advances in computational language models increasingly enable adaptive support for self-regulated learning (SRL) in digital learning environments (DLEs; eg, via automated feedback). However, the accuracy of those models is a common concern for educational stakeholders (eg, policymakers, researchers, teachers and learners themselves). We compared…
Descriptors: Computational Linguistics, Independent Study, Secondary School Students, Causal Models
Youmi Suk – Asia Pacific Education Review, 2024
Regression discontinuity (RD) designs have gained significant popularity as a quasi-experimental device for evaluating education programs and policies. In this paper, we present a comprehensive review of RD designs, focusing on the continuity-based framework, the most widely adopted RD framework. We first review the fundamental aspects of RD…
Descriptors: Educational Research, Preschool Education, Regression (Statistics), Test Validity
Heining Cham; Hyunjung Lee; Igor Migunov – Asia Pacific Education Review, 2024
The randomized control trial (RCT) is the primary experimental design in education research due to its strong internal validity for causal inference. However, in situations where RCTs are not feasible or ethical, quasi-experiments are alternatives to establish causal inference. This paper serves as an introduction to several quasi-experimental…
Descriptors: Causal Models, Educational Research, Quasiexperimental Design, Research Design
Kenneth Elpus; David S. Miller – Journal of Research in Music Education, 2024
The purpose of this study was to investigate the potential relationship between student enrollment trends in elective secondary music ensembles and music ensemble teacher job turnover. Although student enrollment is widely accepted as an important concern for music educators and a crude proxy measure of music teacher quality, these normative…
Descriptors: Music Education, Music Teachers, High School Students, High School Teachers
Baumgartner, Michael; Ambühl, Mathias – Sociological Methods & Research, 2023
Consistency and coverage are two core parameters of model fit used by configurational comparative methods (CCMs) of causal inference. Among causal models that perform equally well in other respects (e.g., robustness or compliance with background theories), those with higher consistency and coverage are typically considered preferable. Finding the…
Descriptors: Causal Models, Evaluation Methods, Goodness of Fit, Scores
Timmermans, Stefan; Prickett, Pamela J. – Sociological Methods & Research, 2023
The social autopsy takes the death of a set of individuals as its starting point and then critically and systematically examines social and political conditions to explain these deaths and generate awareness and policy change. After distinguishing the social autopsy from other means to explain excess and premature deaths, we delineate three core…
Descriptors: Death, Causal Models, Social Influences, Politics
Lars Qvortrup – Educational Theory, 2023
According to Niklas Luhmann, causality is both an impossibility and a necessity in education. On the one hand, the task of the teacher is an impossible one, because teaching as communication is a closed system that cannot determine the learning of pupils' psychical system in any causal sense. On the other hand, one cannot practice as a teacher…
Descriptors: Causal Models, Influences, Educational Sociology, Educational Theories
Guanglei Hong; Fan Yang; Xu Qin – Grantee Submission, 2023
In causal mediation studies that decompose an average treatment effect into indirect and direct effects, examples of post-treatment confounding are abundant. In the presence of treatment-by-mediator interactions, past research has generally considered it infeasible to adjust for a post-treatment confounder of the mediator-outcome relationship due…
Descriptors: Causal Models, Mediation Theory, Research Problems, Statistical Inference
Nicholas D. Myers; Ahnalee M. Brincks; Seungmin Lee – Measurement in Physical Education and Exercise Science, 2024
Physical activity promotion is a best buy for public health because it has the potential to help individuals feel better, sleep better, and perform daily tasks more easily, in addition to providing disease prevention benefits. There is strong evidence that individual-level theory-based behavioral interventions are effective for increasing physical…
Descriptors: Physical Activity Level, Health Behavior, Health Promotion, Public Health
Martina Smorti; Cansu Alsancak-Akbulut; Francesco Soffio; Carmen Berrocal Montiel – European Journal of Developmental Psychology, 2024
This study investigated the role of anger expression and control in the relationships between mindfulness and romantic relationship quality. 237 emerging adults (167 females and 70 males) who had been in a relationship for at least three weeks (range = 3 weeks - 84 months) completed a set of questionnaires that assessed mindfulness, anger…
Descriptors: Young Adults, College Students, Psychological Patterns, Aggression

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