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Patikorn, Thanaporn; Selent, Douglas; Heffernan, Neil T.; Beck, Joseph E.; Zou, Jian – International Educational Data Mining Society, 2017
In this work, we describe a new statistical method to improve the detection of treatment effects in interventions. We call our method TAME (Trained Across Multiple Experiments). TAME takes advantage of multiple experiments with similar designs to create a single model. We use this model to predict the outcome of the dependent variable in unseen…
Descriptors: Statistical Analysis, Outcomes of Treatment, Intervention, Randomized Controlled Trials
Selent, Douglas; Patikorn, Thanaporn; Heffernan, Neil – Grantee Submission, 2016
In this paper, we present a dataset consisting of data generated from 22 previously and currently running randomized controlled experiments inside the ASSISTments online learning platform. This dataset provides data mining opportunities for researchers to analyze ASSISTments data in a convenient format across multiple experiments at the same time.…
Descriptors: Intelligent Tutoring Systems, Data, Randomized Controlled Trials, Electronic Learning
Terrazas-Arellanes, Fatima E.; Strycker, Lisa A.; Walden, Emily D.; Gallard, Alejandro – Journal of Computers in Mathematics and Science Teaching, 2017
Inquiry-based learning methods, coupled with advanced technology, hold promise for closing the science literacy gap for English learners (ELs) and students with learning difficulties (SWLDs). Project ESCOLAR (Etext Supports for Collaborative Online Learning and Academic Reading) created collaborative online learning units for middle school science…
Descriptors: Electronic Learning, Online Courses, Educational Technology, Active Learning
Heppen, Jessica; Sorensen, Nicholas; Allensworth, Elaine; Walters, Kirk; Stachel, Suzanne; Michelman, Valerie – Society for Research on Educational Effectiveness, 2012
The consequences of failing core academic courses during the first year of high school are dire. In the Chicago Public Schools (CPS), only about one-fifth of off-track freshmen--students who fail more than one semester of a core academic course and/or fail to earn enough credits to be promoted to 10th grade--graduate high school, compared with…
Descriptors: High School Students, Grade 9, High School Freshmen, Public Schools