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Eric C. Hedberg – Grantee Submission, 2023
In cluster randomized evaluations, a treatment or intervention is randomly assigned to a set of clusters each with constituent individual units of observations (e.g., student units that attend schools, which are assigned to treatment). One consideration of these designs is how many units are needed per cluster to achieve adequate statistical…
Descriptors: Statistical Analysis, Multivariate Analysis, Randomized Controlled Trials, Research Design
E. C. Hedberg – American Journal of Evaluation, 2023
In cluster randomized evaluations, a treatment or intervention is randomly assigned to a set of clusters each with constituent individual units of observations (e.g., student units that attend schools, which are assigned to treatment). One consideration of these designs is how many units are needed per cluster to achieve adequate statistical…
Descriptors: Statistical Analysis, Multivariate Analysis, Randomized Controlled Trials, Research Design
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Wang, Ting; Lund, Brady; Dow, Mirah – Education for Information, 2022
By reading the titles, abstracts, and keywords of LIS doctoral dissertations in China from 2011-2020 and conducting cluster analysis and network analysis of keywords, this study aims to understand the intelligence structure of LIS doctoral dissertations in China, as well as the disciplines and topics intersecting with LIS. The results indicated…
Descriptors: Bibliometrics, Library Education, Information Science Education, Doctoral Students
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Landaluce-Calvo, M.; García-Lautre, Ignacio; de Rada, Vidal Díaz; Abascal, Elena – International Journal of Social Research Methodology, 2022
Multiple-response questions are a common feature of survey-based research, as its advantages of information collection are well known. Statistical analysis of the responses, however, tends to be either one or two-dimensional, with the restrictions that this entails. This paper presents a multidimensional analysis protocol that provides the…
Descriptors: Multiple Choice Tests, National Surveys, Factor Analysis, Measurement Techniques
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Belias, Michail; Rovers, Maroeska M.; Hoogland, Jeroen; Reitsma, Johannes B.; Debray, Thomas P. A.; IntHout, Joanna – Research Synthesis Methods, 2022
One of the main goals of an individual participant data meta-analysis (IPD-MA) of intervention studies is to investigate whether treatment effect differences are present, and how they are associated with patient characteristics. Examining treatment heterogeneity due to a continuous covariable (e.g., BMI or age) may be challenging, since there is…
Descriptors: Meta Analysis, Outcomes of Treatment, Prediction, Multivariate Analysis
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Pollet, Thomas V.; Shepherd, Lee – Journal of Further and Higher Education, 2022
Measures of student satisfaction are commonly used to compare universities. Student satisfaction with higher education institutions in the UK is assessed yearly using the National Student Survey (NSS). The most recent revision of the NSS suggests that the satisfaction questions form eight different subscales. The aim of this research was to…
Descriptors: National Surveys, Student Surveys, College Students, Student Satisfaction
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Kara, Yusuf; Kamata, Akihito – Journal of Experimental Education, 2022
Within-cluster variance homogeneity is one of the key assumptions of multilevel models; however, assuming a constant (i.e. equal) within-cluster variance may not be realistic. Moreover, existent within-cluster variance heterogeneity should be regarded as a source of additional information rather than a violation of a model assumption. This study…
Descriptors: Bayesian Statistics, Hierarchical Linear Modeling, Item Response Theory, Multivariate Analysis
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Juliana Ego Azonuche; Juliet Obiageli Okoruwa; Comfort Ukrajit Sonye; Gbenga Samuel Oladosu – International Journal of Learning and Change, 2024
The performance history of 277 students in clothing and textile from two tertiary institutions in southern Nigeria was studied by artificial neural networks (ANN) and analysis of variance (ANOVA) in terms of institution, gender, ordinary level (O-level) qualification, marital status, and age. The study was guided by five research questions and…
Descriptors: Foreign Countries, Higher Education, Textiles Instruction, Clothing
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Balqis Albreiki; Tetiana Habuza; Nishi Palakkal; Nazar Zaki – Education and Information Technologies, 2024
The nature of education has been transformed by technological advances and online learning platforms, providing educational institutions with more options than ever to thrive in a complex and competitive environment. However, they still face challenges such as academic underachievement, graduation delays, and student dropouts. Fortunately, by…
Descriptors: Multivariate Analysis, Graphs, Identification, At Risk Students
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Isabella Toledo Caetano; Valter Paulo Neves Miranda; Fernanda Rocha de Faria; Cheryl Anne Howe; Paulo Roberto dos Santos Amorim – Measurement in Physical Education and Exercise Science, 2024
Latent Class Analysis (LCA) is a statistical method that can help researchers interested in better understanding the movement behaviors (MB) of children, based on the analysis of the level of physical activity (PA) and sedentary time (ST). This study aimed to evaluate and compare two models LCA (one for the accelerometer and one for the 24-hour…
Descriptors: Motion, Child Behavior, Multivariate Analysis, Measurement Techniques
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Crowther, Dustin; Kim, Susie; Lee, Jongbong; Lim, Jungmin; Loewen, Shawn – Language Learning, 2021
We present a review of second language researchers' use of cluster analysis, an advanced statistical method still uncommon but increasingly used to identify groups or patterns in a dataset and to examine group differences. After describing key methodological considerations in conducting cluster analysis, we present a methodological synthesis of 65…
Descriptors: Second Language Learning, Language Research, Research Reports, Multivariate Analysis
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Shih, Ming-Chieh; Tu, Yu-Kang – Research Synthesis Methods, 2021
Network meta-analysis (NMA) compares the efficacy and harm between several treatments by combining direct and indirect evidence. The validity of NMA requires that all available evidence form a coherent network. Failure to meet such requirement is known as inconsistency. The most popular approach to inconsistency detection is to compare the direct…
Descriptors: Networks, Meta Analysis, Evidence, Evaluation Methods
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Ruiperez-Valiente, Jose A.; Kim, Yoon Jeon; Baker, Ryan S.; Martinez, Pedro A.; Lin, Grace C. – IEEE Transactions on Learning Technologies, 2023
Previous research and experiences have indicated the potential that games have in educational settings. One of the possible uses of games in education is as game-based assessments (GBA), using game tasks to generate evidence about skills and content knowledge that can be valuable. There are different approaches in the literature to implement the…
Descriptors: Affordances, Game Based Learning, Student Evaluation, Multivariate Analysis
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Conti, Gary J. – Journal of Education and Learning, 2023
The use of personality inventories has been limited because of their cost and the length. To overcome these limitations, this study created the Personality Identity Estimator (PIE), an easy-to-use inventory to estimate personality types that can be used at no cost. PIE is a categorical inventory containing 12 items with 3 items for each of the 4…
Descriptors: Personality Measures, Personality Traits, Validity, Reliability
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Iqbal, Farhan; Iqbal, Farah; Humayun, Ghazal Khawaja – Psychology in the Schools, 2023
Despite several theoretical, structural, and statistical issues reported against Five Facets Mindfulness Questionnaire (FFMQ), most studies in the educational sector of Pakistan use it without analyzing its factor structure. Since culture might change the structure, this first systematic study filled the gap and explored the factor structure of…
Descriptors: Questionnaires, Metacognition, Personality Measures, Foreign Countries
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