Assessing middle school students’ computational thinking through mathematical modeling
An action research study
Bibliographic Data
| ID | 21348599 |
|---|---|
| Authors | Bahadır Yıldız (0000-0003-4816-3071, Hacettepe University, corresponding author), Fatma Nur Poyraz (0009-0000-1913-391X, Hacettepe University) |
| Year | 2026 |
| Pages | 1-12 |
| Publication date | 2026-02-17 |
| Open Access | Yes |
| Type | ARTICLE |
| Venue | The Journal of Educational Research (JOURNAL) |
| Journal identifiers | ISSN: 0022-0671 • E-ISSN: 1940-0675 |
| Publisher | Informa UK Limited (PUBLISHER • GB) |
| DOI | 10.1080/00220671.2026.2622325 |
| OpenAlex | W7129346587 |
| Language | EN |
| Citations received | 1 |
| References cited | 26 |
This study investigates how middle school students enact computational thinking (CT) through mathematical modeling tasks in regular instruction. Conducted as practitioner-led action research over 4 weeks with 28 seventh-grade students in a Turkish public school, we collected student artifacts, classroom observations, and short interviews. A qualitative content analysis combined deductive codes for five CT dimensions with inductive categories; triangulation and high inter-rater agreement supported trustworthiness. Three patterns emerged: CT as iterative construction across representation, testing, and revision; CT through real-world anchoring that blends data handling with algorithmic strategies; and emergent CT in collaborative spaces where reasoning is externalized. Modeling-based tasks made students’ CT visible without computers and enabled rubric-guided assessment during instruction. We discuss implications for teachers and schools seeking low-tech CT integration and outline directions for future research
Action (physics) · Action research · Computational model · Computational Thinking · Mathematical logic · Mathematics Education and Pedagogy · Mathematics Education and Teaching Techniques · Teaching and Learning Programming
The Action Research Planner
Beyond Constructivism
Pisa 2018 Assessment and Analytical Framework
Defining Computational Thinking for Mathematics and Science Classrooms
Integrating computational thinking with K-12 science education using agent-based computation
Demystifying computational thinking
Designing for deeper learning in a blended computer science course for middle school students
Developing the theory of formative assessment
Interrater reliability
Computational Thinking for All
Computational Thinking in K–12
| Citations per year | 1 |
|---|---|
| Citation span | 2026 - 2026 (1) |
| Highly cited | No |