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MATHia

Product or Programme · All products and programmes
Evidence · 2 claims (2 for) · 2 studies (2 causal), q2 · 0 of 2 report an effect size · 2 claims rest on one study

Description

MATHia is Carnegie Learning's adaptive mathematics intelligent tutoring system that analyzes students' step-by-step problem solving and provides personalized instruction and feedback toward mastery.

Components

  • MATHia intelligent tutoring system with adaptive mastery-based instruction: MATHia is Carnegie Learning's intelligent tutoring system for mathematics, developed over 25 years ago at Carnegie Mellon University. It employs machine learning algorithms to analyze students' problem-solving step by step, identifying misconceptions and gaps and responding with feedback, adapting instruction in real time based on "knowledge components" or granular representations of learning goals. Students work through topics at their own pace to achieve mastery. It is used by over 700,000 students in over 2000 schools in the United States. (Classroom-Based Experimentation in a Digital Learning Platform)

Claims

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Key Sources

  • Murphy, A. (2026, July). Classroom-Based experimentation in a digital learning platform. Digital Promise. https://doi.org/10.51388/20.500.12265/306
Page metadata
Field Value
type product
id mathia
title MATHia
description MATHia is Carnegie Learning's adaptive mathematics intelligent tutoring system that analyzes students' step-by-step problem solving and provides personalized instruction and feedback toward mastery.
status review
moved_from element/mathia-intelligent-tutoring-system
product_kind software
generated by process:sweep-kinds on 2026-10-10
trust unverified — no one has confirmed this page's content
sources 1 — murphy-a-2026-july-classroom-based

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