Adaptive Assessment: The Quiet Success Story
AI-powered adaptive assessment has clear evidence behind it. Platforms using this approach report 15–25% improvement in assessment completion rates and better predictive validity for learning outcomes.
Automated Writing Feedback That Actually Helps
GPT-4 class models enable substantive feedback: argument structure, evidence quality, logical consistency, and discipline-specific conventions. When implemented as a formative tool, writing quality improvements are measurable.
AI Tutors: Promising but Uneven
AI tutors work best for procedural subjects with clear right/wrong answers: mathematics, coding, language grammar. Socratic AI for humanities is harder.
What Isn't Working
AI essay detectors are unreliable and generating significant fairness concerns. The EdTech AI applications succeeding are those that augment educators, not replace them.
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