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Judith Glaesser – Field Methods, 2025
In qualitative comparative analysis, as with all methods, there is a question about how many cases are needed to make an analysis robust. In deciding on the number of cases, a key consideration is the number of conditions to be analyzed. I suggest that adding cases is preferable to dropping conditions if there are too many conditions relative to…
Descriptors: Comparative Analysis, Robustness (Statistics), Sampling, Case Studies
Christoph Niessen – Sociological Methods & Research, 2024
In the wake of the methodological developments that aim to render qualitative comparative analysis (QCA) "time sensitive", I propose a new procedure for carrying out QCA longitudinally. More specifically, I show first why longitudinal case disaggregation should be carried out with change-based intervals (CBIs) rather than with fixed…
Descriptors: Longitudinal Studies, Comparative Analysis, Research Methodology, Qualitative Research
Lee, Jihyun; Beretvas, S. Natasha – Research Synthesis Methods, 2023
Meta-analysts often encounter missing covariate values when estimating meta-regression models. In practice, ad hoc approaches involving data deletion have been widely used. The current study investigates the performance of different methods for handling missing covariates in meta-regression, including complete-case analysis (CCA), shifting-case…
Descriptors: Comparative Analysis, Research Methodology, Regression (Statistics), Meta Analysis
Lingbo Tong; Wen Qu; Zhiyong Zhang – Grantee Submission, 2025
Factor analysis is widely utilized to identify latent factors underlying the observed variables. This paper presents a comprehensive comparative study of two widely used methods for determining the optimal number of factors in factor analysis, the K1 rule, and parallel analysis, along with a more recently developed method, the bass-ackward method.…
Descriptors: Factor Analysis, Monte Carlo Methods, Statistical Analysis, Sample Size
Li Tan; Siqing Wei; Xingchen Xu; Jason Morphew – European Journal of Engineering Education, 2025
Despite the availability and potential usefulness of demographic and contextual data in many quantitative studies within engineering education, the preference for ANOVA over regression models remains prevalent, often without clear justification. A mapping review of literature from the EJEE and JEE spanning 2012-2022 identified 98 studies using…
Descriptors: Regression (Statistics), Statistical Analysis, Educational Benefits, Research Methodology
Lanqi Wang; Chengan Yuan; Shahad Alsharif; Qing Archer Zhang; Yang Du – Remedial and Special Education, 2024
Single-case comparative studies could help identify efficient instructional procedures for individuals with disabilities. However, previous literature reported inconsistent efficiency results if multiple comparisons were conducted, indicating that within-participant replication was uncommon. In this review, we examined single-case comparative…
Descriptors: Regression (Statistics), Research Methodology, Intervention, Program Effectiveness
Oliveira, Nuno; Secchi, Davide – Sociological Methods & Research, 2023
Researchers increasingly take advantage of the comparative case design to build theory, but the degree of case dependence is occasionally discussed and theorized. We suggest that the comparative case study design might be subject to an often underappreciated threat--dependence across cases--under certain conditions. Using research on innovation…
Descriptors: Comparative Analysis, Case Studies, Research Design, Innovation
Koleva, Petya – Qualitative Research Journal, 2023
Purpose: Although grounded theory (GT) was introduced in 1967, GT remains widely misunderstood as scholars incorporate a limited spectrum of the GT techniques and fail to integrate GT's full potential into academic research. The purpose of this article is, therefore, to discuss divergences between four GT strategies and by doing so to provide…
Descriptors: Grounded Theory, Decision Making, Comparative Analysis, Social Responsibility
Cariveau, Tom; Helvey, Casey Irwin; Moseley, T. Kristina; Hester, Julie – Remedial and Special Education, 2022
The current review examined the prevalence of the adapted alternating treatments design (AATD) across 22 special education journals and methods to equate and assign target sets to experimental conditions in the AATD. Since the seminal description of the design in 1985, a total of 49 articles were published using the AATD across 12 of the reviewed…
Descriptors: Special Education, Periodicals, Journal Articles, Research Methodology
Kamaruddin Mardhiah; Othman Nursyahiyatul-Anis – Pedagogical Research, 2024
Background: In Malaysia, the mortality from melioidosis infection was reported to be higher than in other infectious diseases. The research on melioidosis is still limited in Malaysia but slightly increasing. Objectives: The objective of the study was to give an overview of the study designs, statistical methods, and comparison of research in…
Descriptors: Predictor Variables, Mortality Rate, Foreign Countries, Statistical Analysis
Suyoung Kim; Sooyong Lee; Jiwon Kim; Tiffany A. Whittaker – Structural Equation Modeling: A Multidisciplinary Journal, 2024
This study aims to address a gap in the social and behavioral sciences literature concerning interaction effects between latent factors in multiple-group analysis. By comparing two approaches for estimating latent interactions within multiple-group analysis frameworks using simulation studies and empirical data, we assess their relative merits.…
Descriptors: Social Science Research, Behavioral Sciences, Structural Equation Models, Statistical Analysis
Ilker Cingillioglu; Uri Gal; Artem Prokhorov – Education and Information Technologies, 2024
This study presents a novel approach contributing to our understanding of the design, development, and implementation AI-based systems for conducting double-blind online randomized controlled trials (RCTs) for higher education research. The process of the entire interaction with the participants (n = 1193) and their allocation to test and control…
Descriptors: Artificial Intelligence, Higher Education, Comparative Analysis, College Choice
Robert Savage; Amy Fox; Anneka Dawson; Helen Gray; Clare Huxley – UCL Press, 2025
In early 2021-22, the Flexible Phonics reading intervention, a large-scale randomised controlled trial, took place in 118 schools in England and involved nearly 3,000 children. This study aimed to provide valuable insights into the success of largely school-based education trials. The Flexible Phonics trial proved to be not only an important…
Descriptors: Randomized Controlled Trials, Reading Programs, Reading Instruction, Phonics
Waalkes, Phillip L.; DeCino, Daniel Andrew; LeBlanc, Joe; Phelps-Pineda, Monica Maria; Somerville, Tiffany; Flynn, Stephen V. – Counselor Education and Supervision, 2023
We conducted a content analysis of generic qualitative counseling dissertations (GQR; N = 70), examining their methodological justifications, coherence, and trustworthiness. Dissertations authors often presented vague methodological justifications. Findings have implications for constructing methodological justifications, integrating relevant…
Descriptors: Counselor Training, Doctoral Dissertations, Content Analysis, Doctoral Students
O'Keefe, Hannah; Rankin, Judith; Wallace, Sheila A.; Beyer, Fiona – Research Synthesis Methods, 2023
Current methodologies for designing search strategies rely heavily on the knowledge and expertise of information specialists. Yet, the volume and complexity of scientific literature is overwhelming for even the most experienced information specialists, making it difficult to produce robust search strategies for complex systematic reviews. In this…
Descriptors: Search Strategies, Accuracy, Information Sources, Research Reports

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