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Mourad El Karkri; Antonio Quesada; Marta Romero-Ariza – Review of Education, 2025
Until now, the conventional approach using two distinct groups, experimental and control, continues to dominate research, especially education research. Researchers, particularly those who are active in this domain, readily recognise this pattern when surveying literature. This article explores the use of the Solomon four-group design as a…
Descriptors: Educational Research, Research Methodology, Experimental Groups, Control Groups
Zur, Rebecca L. – Research Ethics, 2023
Pregnancy is a frequently applied exclusion criteria for many forms of research. Common justifications for this exclusion include the potential for teratogenicity, as well as the potential for physiologic changes in pregnancy to impact the research itself. The systematic exclusion of pregnant persons from clinical studies has created a significant…
Descriptors: Experimental Groups, Control Groups, Research Methodology, Pregnancy
Joao M. Souto-Maior; Kenneth A. Shores; Rachel E. Fish – Annenberg Institute for School Reform at Brown University, 2025
Whether selection processes contribute to group-level disparities or merely reflect pre-existing inequalities is an important societal question. In the context of observational data, researchers, concerned about omitted-variable bias, assess selection-contributing inequality via a kitchen-sink approach, comparing selection outcomes of…
Descriptors: Control Groups, Predictor Variables, Correlation, Selection Criteria
Beth A. Perkins – ProQuest LLC, 2021
In educational contexts, students often self-select into specific interventions (e.g., courses, majors, extracurricular programming). When students self-select into an intervention, systematic group differences may impact the validity of inferences made regarding the effect of the intervention. Propensity score methods are commonly used to reduce…
Descriptors: Probability, Causal Models, Evaluation Methods, Control Groups
Bernstein, Jeffrey L. – Teaching & Learning Inquiry, 2018
A broad consensus exists that the use of appropriate methods are important in the Scholarship of Teaching and Learning. However, methodological controversies arise around what constitutes acceptable evidence, if one needs a control group, how generalizable results must be, and other similar issues. Much SoTL work, I argue, asks questions about how…
Descriptors: Scholarship, Instruction, Learning, Validity
Toste, Jessica R.; Logan, Jessica A. R.; Shogren, Karrie A.; Boyd, Brian A. – Exceptional Children, 2023
Group design research studies can provide evidence to draw conclusions about "what works," "for whom," and "under what conditions" in special education. The quality indicators introduced by Gersten and colleagues (2005) have contributed to increased rigor in group design research, which has provided substantial…
Descriptors: Research Design, Educational Research, Special Education, Educational Indicators
What Works Clearinghouse, 2017
An aspect of a study is considered a confounding factor if it is not possible to tell whether the difference in outcomes is due to the intervention, the confounding factor, or both. In What Works Clearinghouse (WWC) study reviews, certified reviewers look for a specific type of confounding factor: those that occur when a component of the study…
Descriptors: Research Methodology, Intervention, Control Groups, Experimental Groups
Godfrey, Kelly E. – College Board, 2016
By creating and analyzing matched samples, researchers can simplify their analyses to include fewer covariate variables, relying less on model assumptions, and thus generating results that may be easier to report and interpret. When two groups essentially "look" the same, it is easier to explore their differences and make comparisons…
Descriptors: Experimental Groups, Control Groups, Sampling, Research Methodology
What Works Clearinghouse, 2017
The What Works Clearinghouse (WWC) uses the term "baseline equivalence" when determining if the intervention group (those that received the intervention of interest) and the comparison group (those that did not receive the intervention) had characteristics that were similar enough ("equivalent") at the start of the study (at…
Descriptors: Control Groups, Experimental Groups, Intervention, Comparative Analysis
Akhmejanova, Gulnara; Olzhabayev, Bulat; Grigoryeva, Roza; Karibaeva, Zhanara; Avilkhan, Akmamyk; Sakenov, Janat – International Journal of Environmental and Science Education, 2016
This article examines the scientific problem of the formation of professional competence of legal specialty students in the elective courses studying. The analysis has been conducted and the content of professional competence of legal specialty students has been substantiated. This work substantiates the role of elective courses in the formation…
Descriptors: Elective Courses, Competence, Control Groups, Experimental Groups
What Works Clearinghouse, 2017
"Attrition" is the loss of sample during the course of a study. It occurs when individuals initially randomly assigned in a study are not included when researchers examine the outcome of interest. Attrition is a common issue in education research, and it occurs for many reasons. The What Works Clearinghouse (WWC) is an initiative of the…
Descriptors: Attrition (Research Studies), Control Groups, Experimental Groups, Randomized Controlled Trials
Kollara, Lakshmi; Schenck, Graham; Jaskolka, Michael; Perry, Jamie L. – Journal of Speech, Language, and Hearing Research, 2017
Purpose: To date, no studies have imaged the velopharynx in children with 22q11.2 deletion syndrome (22q11.2 DS) without the use of sedation. Dysmorphology in velopharyngeal structures has been shown to have significant negative implications on speech among these individuals. This single case study was designed to assess the feasibility of a…
Descriptors: Children, Speech Impairments, Genetic Disorders, Case Studies
Tincani, Matt; Travers, Jason – Remedial and Special Education, 2018
Demonstration of experimental control is considered a hallmark of high-quality single-case research design (SCRD). Studies that fail to demonstrate experimental control may not be published because researchers are unwilling to submit these papers for publication and journals are unlikely to publish negative results (i.e., the file drawer effect).…
Descriptors: Research Design, Intervention, Special Education, Experimental Groups
McCarthy, Christopher J.; Whittaker, Tiffany A.; Boyle, Lauren H.; Eyal, Maytal – Journal for Specialists in Group Work, 2017
Rigorous scholarship is essential to the continued growth of group work, yet the unique nature of this counseling specialty poses challenges for quantitative researchers. The purpose of this proposal is to overview unique challenges to quantitative research with groups in the counseling field, including difficulty in obtaining large sample sizes…
Descriptors: Best Practices, Statistical Analysis, Group Counseling, Comparative Analysis
Sundell, Knut; Åhsberg, Elizabeth – Research on Social Work Practice, 2018
Objective: There is substantial evidence that poorly designed and reported research can mislead decision making in clinical care. This review investigates the methodological quality of Swedish trials of a wide array of psychological and social interventions. Method: The review includes 302 articles published in peer-reviewed journals during…
Descriptors: Randomized Controlled Trials, Pretests Posttests, Control Groups, Intervention