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Frank Lee; Alex Algarra – Information Systems Education Journal, 2025
This case study examines employee attrition, its detrimental effects on businesses, and the potential of data analytics to address this challenge. By employing Latent Dirichlet Allocation (LDA), a sophisticated NLP technique, we delve into the underlying reasons for employee departures. Additionally, we explore using RapidMiner to develop…
Descriptors: Labor Turnover, Data Analysis, Natural Language Processing, Employees
Kayla Haweny; Erika I. Sodeika; Sasha B. Monaco; Morgan Botknecht; Martin Heesacker – Journal of Information Technology Education: Research, 2025
Aim/Purpose: The aim of this paper is to evaluate whether the use of social media by college students is linked with diminished academic productivity, and if so, why? Background: In prior research, social media use was inversely related to academic productivity. We replicated that effect and tested whether depletion sensitivity, delay discounting,…
Descriptors: Social Media, Addictive Behavior, Productivity, Academic Achievement
Diane K. Angell; Sharon Lane-Getaz; Taylor Okonek; Stephanie Smith – CBE - Life Sciences Education, 2024
Preparing for exams in introductory biology classrooms is a complex metacognitive task. Focusing on lower achieving students (those with entering ACT scores below the median at our institution), we compared the effect of two different assignments distributed ahead of exams by dividing classes in half to receive either terms to define or open-ended…
Descriptors: Test Preparation, Metacognition, Introductory Courses, Biology
Sonja Kleter; Uwe Matzat; Rianne Conijn – IEEE Transactions on Learning Technologies, 2024
Much of learning analytics research has focused on factors influencing model generalizability of predictive models for academic performance. The degree of model generalizability across courses may depend on aspects, such as the similarity of the course setup, course material, the student cohort, or the teacher. Which of these contextual factors…
Descriptors: Prediction, Models, Academic Achievement, Learning Analytics
Art Tsang; Daniel Fung – Curriculum Journal, 2024
Reading is a core element in language education. Despite extensive research in second/foreign language (L2/FL) reading, relatively little is known about the differences between two common practices: Compulsory reading (i.e. reading assigned by teachers) and voluntary reading (i.e. self-initiated reading). This article reports two related…
Descriptors: Middle School Students, Correlation, Language Proficiency, Second Language Learning
Chengchen Li – Studies in Second Language Learning and Teaching, 2025
This study investigates task-specific emotions, examining how they arise and impact performance in a second language writing task through the lens of control-value theory and a positive psychology (PP) perspective. Participants were 206 secondary English-as-a-foreign-language learners from rural China. They completed an English argumentative…
Descriptors: Foreign Countries, English (Second Language), Second Language Learning, Second Language Instruction