Parenting Journal · Volume 3 · Issue 1 · Licensed source edition
When AI Is—and Is Not—Needed: AI Literacy and Computational Thinking in Primary STEM
Originally published 2026-10-12 · Journal of Intelligence
Multidisciplinary Digital Publishing Institute (MDPI) · DOI 10.3390/jintelligence14100257 ↗
AI / system type
AI literacy curriculum; machine learning versus rule-based robotics
Child-facing evidenceExamines children or child-focused systems. Transfer to everyday family life must be assessed separately.
The AI connection
Children trained pose classifiers and compared them with sensor/event-based LEGO automation.
Why this reading matters
Makes mechanisms and technology choice observable in actual primary-school activities.
Editorial reading guide · Independence
Can my child decide when a simple rule works better than AI?
Maps to Independence through judging when AI is useful and understanding examples, model errors and human oversight.
Study context
93 pupils in four intact classrooms at one primary school in Türkiye
Age / stage: Third-grade children
Read with three questions
- How did tasks contrast machine learning with rule-based automation?
- What did rotating team responsibilities allow children to practice?
- Which design features prevent isolating the AI component’s effect?
Keep the limits in view
One school, intact classrooms and expert-led eight-week instruction; no delayed test. Business-as-usual control and a study-aligned assessment limit causal specificity and transfer claims.
The text below is the original article’s licensed repository edition. Its wording is not rewritten. Use the Paper Agent beside the text to locate evidence; open the source for figures, tables and complete context.
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Original authorship, publication date, journal and DOI are preserved. This issue’s TRICK placement and reading questions are editorial additions, not claims made by the original authors.
Ahmet Akif Erbaş; Tolga Topçubaşı (2026). When AI Is—and Is Not—Needed: AI Literacy and Computational Thinking in Primary STEM Journal of Intelligence. https://doi.org/10.3390/jintelligence14100257
Permissions checked against the saved article notice; repository publication notices screened 2026-11-04. This is not a new peer-review decision. The source authors and publishers are not represented as endorsing this issue.