Carnegie Learning, Inc. · Education
Carnegie Learning
An AI-powered math tutoring platform rooted in cognitive science research from Carnegie Mellon University for K-12 mathematics education.
Overview
Carnegie Learning combines cognitive science principles with AI-driven adaptive tutoring to deliver personalized math education for middle and high school students. Originally developed from research at Carnegie Mellon University, the platform uses cognitive tutoring models that track individual student problem-solving strategies, not just right and wrong answers. MATHia, its flagship product, provides step-by-step hints, identifies misconceptions, and adapts instruction based on cognitive models of mathematical learning.
Product
MATHia (adaptive math software)
Subjects
Math (grades 6-12, college readiness)
Approach
Cognitive tutoring + adaptive AI
Research Base
Carnegie Mellon cognitive science
Deployment
Cloud-based with offline capability
Capabilities
Cognitive model-based student assessment
Step-by-step mathematical problem-solving guidance
Misconception identification and targeted remediation
Adaptive problem selection based on student models
Teacher dashboard with detailed skill analytics
Use Cases
Supplementing classroom math instruction with adaptive practice
Identifying and addressing student mathematical misconceptions
Providing differentiated instruction in diverse math classrooms
Supporting teachers with actionable student performance data
Pros
- +Decades of cognitive science research backing the approach
- +Tracks problem-solving process, not just answers
- +Strong evidence of improved student math outcomes in studies
- +Comprehensive teacher support tools and professional development
Cons
- -Limited to mathematics; no coverage of other subjects
- -Can feel rigid for students who prefer exploratory learning
- -Requires consistent student engagement for adaptive models to work
- -Higher cost than some simpler math practice tools
Pricing
School and district licensing. Typically $20-$40 per student per year, with volume discounts for district-wide adoptions.