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David Kuehn; Ingo Rohlfing – Sociological Methods & Research, 2024
The debate about the characteristics and advantages of quantitative and qualitative methods is decades old. In their seminal monograph, "A Tale of Two Cultures" (2012, ATTC), Gary Goertz and James Mahoney argue that methods and research design practices for causal inference can be distinguished as two cultures that systematically differ…
Descriptors: Statistical Analysis, Qualitative Research, Research Methodology, Literature Reviews
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Jason C. Garvey; Jimmy Huynh – Critical Education, 2024
The purpose of this manuscript is to illustrate the value and potential of critical approaches to quantitative research. We begin by providing our positionalities as scholars to situate ourselves within this content. Next, we overview quantitative criticalism and explore tensions inherent within this approach. Following, we discuss four…
Descriptors: Educational Research, Research Methodology, Statistical Analysis, Justice
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Joseph Forte – Composition Forum, 2025
This article argues that writing studies should perform something it terms "construct-focused RAD research," or quantitative RAD research involving psychometric measurements, to study cognitive constructs that pertain to student writing. Construct-focused RAD research, which today is rare in the field, can provide a clearer sense of what…
Descriptors: Writing (Composition), Writing Research, Research Methodology, Statistical Analysis
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Céline Chapelle; Gwénaël Le Teuff; Paul Jacques Zufferey; Silvy Laporte; Edouard Ollier – Research Synthesis Methods, 2024
The number of meta-analyses of aggregate data has dramatically increased due to the facility of obtaining data from publications and the development of free, easy-to-use, and specialised statistical software. Even when meta-analyses include the same studies, their results may vary owing to different methodological choices. Assessment of the…
Descriptors: Meta Analysis, Replication (Evaluation), Data Analysis, Statistical Analysis
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David Grant; Phoebe Rose Levine; Anna Shapiro; Elizabeth D. Steiner; Ashley Woo; Jill S. Cannon; Christopher Joseph Doss; Lynn A. Karoly; Emma B. Kassan – RAND Corporation, 2025
This technical report provides detailed information about the sample, survey instruments, and resultant data for the Fall 2024 Pre-Kindergarten Teacher Survey (PKTS) which was administered via RAND's American Teacher Panel (ATP). The ATP is a nationally representative sample of public school teachers and part of the broader American Educator…
Descriptors: Preschool Teachers, Public School Teachers, Teacher Surveys, Data Collection
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Anna-Carolina Haensch; Jonathan Bartlett; Bernd Weiß – Sociological Methods & Research, 2024
Discrete-time survival analysis (DTSA) models are a popular way of modeling events in the social sciences. However, the analysis of discrete-time survival data is challenged by missing data in one or more covariates. Negative consequences of missing covariate data include efficiency losses and possible bias. A popular approach to circumventing…
Descriptors: Research Methodology, Research Problems, Social Science Research, Statistical Analysis
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Sophie E. Stallasch; Oliver Lüdtke; Cordula Artelt; Larry V. Hedges; Martin Brunner – Educational Psychology Review, 2024
Well-chosen covariates boost the design sensitivity of individually and cluster-randomized trials. We provide guidance on covariate selection generating an extensive compilation of single- and multilevel design parameters on student achievement. Embedded in psychometric heuristics, we analyzed (a) covariate "types" of varying…
Descriptors: Academic Achievement, Intervention, Foreign Countries, Research Methodology
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Epameinondas Panagopoulos; Ioannis Kamarianos – Open Journal for Educational Research, 2025
This paper emphasizes the divergences in quantitative and qualitative methodological approaches when exploring trust relationships in school units. We focus on how participants responded and how the results were interpreted. This study, based on such design, questionnaires, and semi-structured interviews to understand trust among teachers and…
Descriptors: Statistical Analysis, Qualitative Research, Research Methodology, Trust (Psychology)
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Terry A. Beehr; Minseo Kim; Ian W. Armstrong – International Journal of Social Research Methodology, 2024
Previous research extensively studied reasons for and ways to avoid low response rates, but it largely ignored the primary research issue of the degree to which response rates matter, which we address. Methodological survey research on response rates has been concerned with how to increase responsiveness and with the effects of response rates on…
Descriptors: Surveys, Response Rates (Questionnaires), Effect Size, Research Methodology
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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
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Carla Rowold; Emanuela Struffolino; Anette Eva Fasang – Sociological Methods & Research, 2025
Processes that unfold over individuals' life courses are often associated with inequalities later in life. The literature lacks methodological approaches to analyze inequalities in outcomes between groups, for example, between women and men, in a life-course-sensitive manner. We propose a combination of methods--of sequence analysis, which enables…
Descriptors: Foreign Countries, Research Methodology, Gender Differences, Social Science Research
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Lu, Peiyi; Shelley, Mack – International Journal of Social Research Methodology, 2023
Imputation or likelihood-based approaches to handle missing data assume the data are missing completely at random (MCAR) or missing at random (MAR). However, little research has examined the missingness pattern before using these imputation/likelihood methods. Three missingness mechanisms -- MCAR, MAR, and not missing at random (NMAR) -- can be…
Descriptors: Research Methodology, Longitudinal Studies, Health, Retirement
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Robinson, Daniel H.; Wainer, Howard – Educational Psychology Review, 2023
To date, there have been four responses (Dumas & Edelsbrunner, "Educational Psychology Review," 35, 48, 2023; Grosz, "Educational Psychology Review," 35, 57, 2023; Mayer, "Educational Psychology Review," 35, 64, 2023; Zitzmann et al., "Educational Psychology Review," 35, 65, 2023) to the Brady et al.…
Descriptors: Educational Psychology, Educational Research, Intervention, Statistical Analysis
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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
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Rebecca Mott; Becky Haddad – Journal of Agricultural Education, 2025
Over the past 15 years, qualitative case study research has become more prominent in agricultural education. The first case study research appeared in the Journal of Agricultural Education (JAE) in 1997. To date, 33 qualitative case study research articles have been published in JAE. Additionally, case study research has become highly visible at…
Descriptors: Agricultural Education, Educational Research, Research Methodology, Case Studies
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