equity and bias

How AI Is Helping Identify and Support Gifted Students

by

Core idea AI helps identify and support gifted learners by analyzing multi-source data to spot advanced potential earlier and more equitably, then personalizing enrichment, acceleration, and supports—including for twice‑exceptional students—while keeping educators in the loop for judgments and ethics. Where AI adds value Evidence and 2024–2025 signals Why it matters Design principles that work India … Read more

How Machine Learning Helps Predict Student Success and Dropouts

by

Core idea Machine learning predicts student success and potential dropouts by learning patterns from historical data—grades, attendance, LMS activity, demographics, and engagement—to flag at‑risk learners early and recommend targeted interventions that improve retention and completion. What ML models use Algorithms that perform well Evidence and 2025 signals From prediction to action Guardrails: equity, privacy, trust … Read more