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Martyna Daria Swiatczak; Michael Baumgartner – Sociological Methods & Research, 2025
In this paper, we investigate the conditions under which data imbalances, a common data characteristic that occurs when factor values are unevenly distributed, are problematic for the performance of Coincidence Analysis (CNA). We further examine how such imbalances relate to fragmentation and noise in data. We show that even extreme data…
Descriptors: Causal Models, Comparative Analysis, Data Analysis, Statistical Distributions
Xi Song; Yu Xie – Sociological Methods & Research, 2025
In this paper, we propose a method for constructing an occupation-based socioeconomic index that can easily incorporate changes in occupational structure. The resulting index is the occupational percentile rank for a given cohort, based on contemporaneous information pertaining to educational composition and the number of workers at the occupation…
Descriptors: Socioeconomic Status, Occupations, National Surveys, Statistical Data
Anthony Fernandes; Ksenija Simic-Muller; Travis Weiland – Mathematics Teacher Educator, 2025
Racism impacts the lives of students who identify as Black, Indigenous, or People of Color (BIPOC) in a myriad of ways. It is important that future teachers go beyond individual acts of racism to understand how racism operates as a system. To this end, we designed and implemented a statistical investigation with 13 preservice teachers using real…
Descriptors: Preservice Teachers, Racism, Statistical Data, Statistics Education
Louise Badham – Oxford Review of Education, 2025
Different sources of assessment evidence are reviewed during International Baccalaureate (IB) grade awarding to convert marks into grades and ensure fair results for students. Qualitative and quantitative evidence are analysed to determine grade boundaries, with statistical evidence weighed against examiner judgement and teachers' feedback on…
Descriptors: Advanced Placement Programs, Grading, Interrater Reliability, Evaluative Thinking
Marianne van Dijke-Droogers; Paul Drijvers; Arthur Bakker – Mathematics Education Research Journal, 2025
In our data-driven society, it is essential for students to become statistically literate. A core domain within Statistical Literacy is Statistical Inference, the ability to draw inferences from sample data. Acquiring and applying inferences is difficult for students and, therefore, usually not included in the pre-10th-grade curriculum. However,…
Descriptors: Statistical Inference, Learning Trajectories, Grade 9, High School Students
Mark Bray; Abdel Rahamane Baba-Moussa – Compare: A Journal of Comparative and International Education, 2025
This paper examines and builds on an earlier contribution to this journal focusing on private supplementary tutoring -- widely known as shadow education -- in Francophone West and Central Africa. Drawing on wider literature about research methods in this domain, it examines the basis for the numerical estimates presented in the original article…
Descriptors: Foreign Countries, Tutoring, Supplementary Education, Private Education
Glenn T. Colby – American Association of University Professors, 2025
This year's annual report begins with good news from the 2024-25 AAUP Faculty Compensation Survey: Wage growth for full-time faculty members in US higher education exceeded inflation for the second consecutive year, following three consecutive years of declining real (inflation-adjusted) salaries. However, despite the positive trend over the last…
Descriptors: Annual Reports, Higher Education, College Faculty, Teacher Salaries