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David Voas; Laura Watt – Teaching Statistics: An International Journal for Teachers, 2025
Binary logistic regression is one of the most widely used statistical tools. The method uses odds, log odds, and odds ratios, which are difficult to understand and interpret. Understanding of logistic regression tends to fall down in one of three ways: (1) Many students and researchers come to believe that an odds ratio translates directly into…
Descriptors: Statistics, Statistics Education, Regression (Statistics), Misconceptions
Ayhan Kursat Erbas; Mehmet Fatih Ocal – International Journal of Mathematical Education in Science and Technology, 2024
The purpose of this study was twofold. First, to explore middle and high school students' intuitively-based (mis)conceptions in probability, particularly availability and representativeness heuristics. Second, to investigate teachers' awareness of these intuitively-based (mis)conceptions and the effectiveness of their instructional practices to…
Descriptors: Misconceptions, Heuristics, Middle School Students, High School Students
Shengqing He; Chen Chen – International Journal of Science and Mathematics Education, 2025
Students expose various intuitions in probability comparison and calculation tasks. Large volumes of research looked into these intuitions by categorizing learners' strategies, but fewer studies considered how these intuitions may be associated with learners' judgments. Even fewer examined the mixed effects of multiple intuitions held by the same…
Descriptors: Foreign Countries, Middle School Mathematics, Middle School Students, Mathematics Instruction
Noly Shofiyah; Nadi Suprapto; Binar Kurnia Prahani; Budi Jatmiko; Desak Made Anggraeni; Khoirun Nisa' – Cogent Education, 2024
This research investigates the abilities of undergraduate students to apply scientific reasoning in Indonesia, with a particular focus on the concept of force and motion. Forty-three first-year undergraduate students from an Indonesian private institution, comprising 20 males and 23 females, performed the Scientific Reasoning Test of Motion (SRTM)…
Descriptors: Motion, Physics, Scientific Concepts, Thinking Skills