Priya Venkataraman

AI models score AP rubrics best when trained on human-scored examples for each criterion separately.

Genuine alignment requires mapping to learning objectives and exam format, not just topic coverage.

Design exit tickets to flag whether students can produce today's reasoning unprompted.

Regrouping students by topic gaps beats static labels before exams.

The Digital SAT's adaptive routing system creates a scoring ceiling most students don't know exists.

Tailored problem sets close specific knowledge gaps rather than just varying difficulty.

Each distractor must target a documented misconception, not an invented wrong answer.

Flipping lectures to video homework creates class time for guided practice with real feedback.