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“From Unseen Needs to Classroom Solutions”: Exploring AI Literacy Challenges & Opportunities with Project-Based Learning Toolkit in K-12 Education
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Interview and co-design study with 13 K-12 teachers evaluating a project-based learning AI literacy toolkit (AI Art Lab, AI Music Studio, AI Chatbot) and the AI literacy challenges teachers face.
Problem
K-12 teachers, especially outside computer science, need scalable and adaptable resources to teach AI literacy, but face limited knowledge, time, resources, and student skill gaps.
Approach
Presents a PBL AI toolkit with three demo tools (AI Art Lab, AI Music Studio, AI Chatbot) with teacher-set rubrics and examines how teachers from diverse subjects adapt them into course designs, using a formative qualitative interview study.
Key results
- 69.23% of 13 teachers self-rated confidence >=50% in understanding AI results and recognizing limitations.
- Over 92% of teachers believe students should use AI to support learning.
- Over 46% of teachers said the PBL toolkit could help solve one or more challenges in their course plans.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use the PBL AI toolkit in teachers’ course designs | K-12 classroom teaching · Teacher-designed courses | teachers reporting that the toolkit could help address challenges: over 46% | Helped |
| Use the AI chatbot as a learning tool | K-12 students · Student AI-tool use | teachers believing students should use AI to support learning: Over 92% | Helped |
| Use the PBL toolkit across subject areas | K-12 teachers · Interdisciplinary course integration | course designs relevant to teachers’ subjects: all other designs | Helped |
| Use AI-generated tools in course activities | K-12 students · Teacher-designed activities | activities at the create level of Bloom’s Taxonomy: 33.3% | Helped |
| Use the chatbot for concept understanding | K-12 students · Teacher-designed activities | activities supporting concept understanding: 23.8% | Helped |
| Use AI-generated songs for memorization | K-12 students · Teacher-designed activities | remember-level activities: 19% | Helped |
| Use AI chatbot in the toolkit | PBL AI toolkit · Teacher-designed courses | course designs using the chatbot: n=9 | Helped |
| Teach with AI tools in low-income and other student groups | K-12 teachers · Students’ AI-tool use by family-income group | student AI-tool use: nearly 100% of Group B's students vs. 50% of Group A's students | Mixed |
Surprising findings
- Teachers' self-rated AI literacy was not correlated with their students' economic background, challenging assumptions about technological inequality.
- Teachers' activity design skills and topics were not specifically related to their self-reported AI literacy level or teaching experience.
Limitations
- Small sample size (13 teachers) and limited diversity limit generalizability.
- Formative study relying on interviews and a demo rather than classroom deployment outcomes.
- Concerns about accuracy, copyright, and dependency on AI-generated content remain unresolved.
Experimental setup
Datasets: interview transcripts from 13 K-12 teachers (14 hours of Zoom recordings)
Metrics: self-rated AI literacy confidence thematic coding frequencies
Builds on: AI4K12 curriculum framework Bloom's Taxonomy
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