Identifying students’ solution strategies in digital mathematics assessment using log data

-д хадгалсан:
Номзүйн дэлгэрэнгүй
-д хэвлэсэн:Large-Scale Assessments in Education vol. 13, no. 1 (Dec 2025), p. 23
Үндсэн зохиолч: de Schipper, Eva
Бусад зохиолчид: Feskens, Remco, Salles, Franck, Keskpaik, Saskia, dos Santos, Reinaldo, Veldkamp, Bernard, Drijvers, Paul
Хэвлэсэн:
Springer Nature B.V.
Нөхцлүүд:
Онлайн хандалт:Citation/Abstract
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Full Text - PDF
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024 7 |a 10.1186/s40536-025-00259-6  |2 doi 
035 |a 3234800972 
045 2 |b d20251201  |b d20251231 
084 |a 243836  |2 nlm 
100 1 |a de Schipper, Eva  |u Cito, CitoLab, Arnhem, The Netherlands (GRID:grid.450055.1) (ISNI:0000 0004 1785 1880); University of Twente, CoDE, Enschede, The Netherlands (GRID:grid.6214.1) (ISNI:0000 0004 0399 8953) 
245 1 |a Identifying students’ solution strategies in digital mathematics assessment using log data 
260 |b Springer Nature B.V.  |c Dec 2025 
513 |a Journal Article 
520 3 |a BackgroundStudents take many tests and exams during their school career, but they usually receive feedback about their test performance based only on an analysis of the item responses. With the increase in digital assessment, other data have become available for analysis as well, such as log data of student actions in online assessment environments. This paper explores how we can use log data to extend performance-related feedback with information related to the applied solution strategy.MethodsFirst, we performed an exploratory model-based cluster analysis in order to identify the solution strategy of 802 students with a modal age of 14 in a pre-algebra item from the French national assessment CEDRE. Second, we related the students’ solution strategies to their mathematical ability based on the entire assessment.ResultsFive distinct groups of students with different in-assessment behavior were identified, of which one group had a significantly lower estimated mathematics ability than the other groups.ConclusionThese findings can provide a basis for more in-depth feedback and further instruction on the level of an individual student and can inform teaching practices at the class level. 
653 |a Problem solving 
653 |a Behavior 
653 |a Students 
653 |a Educational evaluation 
653 |a Data processing 
653 |a Data analysis 
653 |a Mathematics 
653 |a Algebra 
653 |a Distance learning 
653 |a Tutoring 
653 |a Time on Task 
653 |a Computer Assisted Testing 
653 |a Influence of Technology 
653 |a Learning Processes 
653 |a Student Behavior 
653 |a Academic Achievement 
653 |a Educational Technology 
653 |a Network Analysis 
653 |a Mathematics Education 
653 |a Error Patterns 
653 |a At Risk Students 
653 |a Eye Movements 
653 |a Test Construction 
653 |a Feedback (Response) 
653 |a Student Records 
653 |a Electronic Learning 
653 |a Educational Assessment 
653 |a Summative Evaluation 
653 |a Mathematical Concepts 
653 |a Game Based Learning 
700 1 |a Feskens, Remco  |u Cito, CitoLab, Arnhem, The Netherlands (GRID:grid.450055.1) (ISNI:0000 0004 1785 1880); University of Twente, CoDE, Enschede, The Netherlands (GRID:grid.6214.1) (ISNI:0000 0004 0399 8953) 
700 1 |a Salles, Franck  |u Ministère de l’éducation nationale et de la jeunesse, Direction de l’évaluation, de la prospective et de la performance (DEPP), Paris Cedex 15, France (GRID:grid.6214.1) 
700 1 |a Keskpaik, Saskia  |u Ministère de l’éducation nationale et de la jeunesse, Direction de l’évaluation, de la prospective et de la performance (DEPP), Paris Cedex 15, France (GRID:grid.6214.1) 
700 1 |a dos Santos, Reinaldo  |u Ministère de l’éducation nationale et de la jeunesse, Direction de l’évaluation, de la prospective et de la performance (DEPP), Paris Cedex 15, France (GRID:grid.6214.1) 
700 1 |a Veldkamp, Bernard  |u University of Twente, CoDE, Enschede, The Netherlands (GRID:grid.6214.1) (ISNI:0000 0004 0399 8953) 
700 1 |a Drijvers, Paul  |u Utrecht University, Freudenthal Institute, Utrecht, The Netherlands (GRID:grid.5477.1) (ISNI:0000 0000 9637 0671) 
773 0 |t Large-Scale Assessments in Education  |g vol. 13, no. 1 (Dec 2025), p. 23 
786 0 |d ProQuest  |t Education Database 
856 4 1 |3 Citation/Abstract  |u https://www.proquest.com/docview/3234800972/abstract/embedded/ZKJTFFSVAI7CB62C?source=fedsrch 
856 4 0 |3 Full Text  |u https://www.proquest.com/docview/3234800972/fulltext/embedded/ZKJTFFSVAI7CB62C?source=fedsrch 
856 4 0 |3 Full Text - PDF  |u https://www.proquest.com/docview/3234800972/fulltextPDF/embedded/ZKJTFFSVAI7CB62C?source=fedsrch