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Baker, Ryan S.; Esbenshade, Lief; Vitale, Jonathan; Karumbaiah, Shamya – Journal of Educational Data Mining, 2023
Predictive analytics methods in education are seeing widespread use and are producing increasingly accurate predictions of students' outcomes. With the increased use of predictive analytics comes increasing concern about fairness for specific subgroups of the population. One approach that has been proposed to increase fairness is using demographic…
Descriptors: Demography, Data Use, Prediction, Research Methodology
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Ming-Chi Tseng – Structural Equation Modeling: A Multidisciplinary Journal, 2024
The primary objective of this investigation is the formulation of random intercept latent profile transition analysis (RI-LPTA). Our simulation investigation suggests that the election between LPTA and RI-LPTA for examination has negligible impact on the estimation of transition probability parameters when the population parameters are generated…
Descriptors: Monte Carlo Methods, Predictor Variables, Research Methodology, Test Bias
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Young, Cristobal – Sociological Methods & Research, 2019
The commenter's proposal may be a reasonable method for addressing uncertainty in predictive modeling, where the goal is to predict "y." In a treatment effects framework, where the goal is causal inference by conditioning-on-observables, the commenter's proposal is deeply flawed. The proposal (1) ignores the definition of…
Descriptors: Causal Models, Predictor Variables, Research Methodology, Ambiguity (Context)
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Turner, David A. – Compare: A Journal of Comparative and International Education, 2017
In his proposal for comparative education, Marc Antoinne Jullien de Paris argues that the comparative method offers a viable alternative to the experimental method. In an experiment, the scientist can manipulate the variables in such a way that he or she can see any possible combination of variables at will. In comparative education, or in…
Descriptors: Comparative Education, Comparative Analysis, Research Methodology, Predictor Variables
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Stamovlasis, Dimitrios – Complicity: An International Journal of Complexity and Education, 2017
This paper discusses investigations in science education addressing the nonlinear dynamical hypothesis. Learning science is a suitable field for applying interdisciplinary research and predominately for testing psychological theories. It was demonstrated that in this area the paradigm of complexity and nonlinear dynamics have offered theoretical…
Descriptors: Science Education, Educational Research, Research Methodology, Predictor Variables
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Ahmadi, Mohammad; Dileepan, Parthasarati; Wheatley, Kathleen K. – Journal of Education for Business, 2016
This is the decade of data analytics and big data, but not everyone agrees with the definition of big data. Some researchers see it as the future of data analysis, while others consider it as hype and foresee its demise in the near future. No matter how it is defined, big data for the time being is having its glory moment. The most important…
Descriptors: Strategic Planning, Data, Data Analysis, Statistical Analysis
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Wieman, Carl E. – Educational Researcher, 2014
In this commentary, the author argues that there is a considerable degree of similarity between research in the hard sciences and education and that this provides a useful lens for thinking about what constitutes "rigorous" and "scientific" education research. He suggests that the fundamental property of hard science research…
Descriptors: Educational Research, Scientific Research, Correlation, Research Methodology
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Widaman, Keith F. – Measurement: Interdisciplinary Research and Perspectives, 2014
Latent variable structural equation modeling has become the analytic method of choice in many domains of research in psychology and allied social sciences. One important aspect of a latent variable model concerns the relations hypothesized to hold between latent variables and their indicators. The most common specification of structural equation…
Descriptors: Structural Equation Models, Predictor Variables, Educational Research, Causal Models
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Pierce, Nigel P.; O'Reilly, Mark F.; Sorrells, Audrey M.; Fragale, Christina L.; White, Pamela J.; Aguilar, Jeannie M.; Cole, Heather A. – Journal of Autism and Developmental Disorders, 2014
This review examines ethnicity reporting in three autism-related journals ("Autism," "Focus on Autism and Other Developmental Disabilities," and "Journal of Autism and Developmental Disorders") over a 6-year period. A comprehensive multistep search of articles is used to identify ethnicity as a demographic variable in…
Descriptors: Ethnicity, Autism, Journal Articles, Research Reports
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Monroe, Scott M.; Harkness, Kate L. – Psychological Review, 2011
Theory and research on major depression have increasingly assumed a recurrent and chronic disease model. Yet not all people who become depressed suffer recurrences, suggesting that depression is also an acute, time-limited condition. However, few if any risk indicators are available to forecast which of the initially depressed will or will not…
Descriptors: Depression (Psychology), Risk, Research Methodology, Comparative Analysis
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Ray, Dee C.; Hull, Darrell M.; Thacker, Andi J.; Pace, Laura S.; Swan, Karrie L.; Carlson, Sarah E.; Sullivan, Jeffrey M. – Journal of Counseling & Development, 2011
This study reviewed 4,457 articles from 1998 to 2007 in American Counseling Association division-affiliated journals to identify research articles published in counseling; 1,139 articles (25.6%) were quantitatively research based. The authors provide details related to quantitative research publications, including individual journal contribution…
Descriptors: Research Methodology, Research Reports, Literature Reviews, Counseling
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Alkire, Sabina; Seth, Suman – Social Indicators Research, 2013
This paper proposes how to select a methodology to target multidimensionally poor households, and how to update that targeting exercise periodically. We present this methodology in the context of discussions regarding the selection of a targeting methodology in India. In 1992, 1997, and 2002 the Indian government identified households that are…
Descriptors: Foreign Countries, Family (Sociological Unit), Scoring, Methods
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Brown, Eric C.; Hawkins, J. David; Arthur, Michael W.; Briney, John S.; Fagan, Abigail A. – Journal of Community Psychology, 2011
This study examines prevention system transformation as part of a community-randomized controlled trial of Communities That Care (CTC). Using data from surveys of community leaders, we examine differences between CTC and control communities 4.5 years after CTC implementation. Significantly higher levels of adopting a science-based approach to…
Descriptors: Community Leaders, Poverty, Prevention, Drug Use
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White, Michael D.; Ready, Justin – Crime & Delinquency, 2010
Despite the Taser's increasing popularity among police agencies, questions have been raised concerning the weapon's use and effectiveness as well as its potential to cause serious injury or death. This article examines all Taser deployments by the New York City Police Department from 2002 to 2005 (N = 375) and uses two multivariate…
Descriptors: Body Weight, Violence, Research Methodology, Police
Foor, Ryan M.; Cano, Jamie – Journal of Agricultural Education, 2011
The construct of job satisfaction is rooted in Maslow's Hierarchy of Needs and Herzberg's Motivator-Hygiene Theory. The current study was conducted to ascertain the level of job satisfaction of faculty members specializing in agricultural communication, agricultural leadership, agricultural teacher education, and extension education and to…
Descriptors: Extension Education, Job Satisfaction, Research Methodology, Agricultural Education
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