How AI changes teaching
- Personalization and feedback speed up; curriculum relevance becomes key.
- Assessment becomes continuous; portfolio evidence gains weight.
- Teacher time shifts from grading to coaching and project facilitation.
The human edge
- Context framing, motivation, and culturally responsive instruction.
- Career relevance, project design, and community partnerships.
- Ethics, safety, and digital citizenship.
Roles growing to 2030
- Learning Engineer / Instructional Systems Designer
- Work‑Integrated Learning Facilitator
- Educational Data Specialist
- Career Pathways Coordinator
Skills and portfolio
- Publish a project‑based learning unit with rubrics and outcomes.
- Instrument a class for learning analytics; improve engagement and mastery.
- Co‑create an industry project; measure career exposure and artifacts.