App DevelopmentEdTechPortfolio

EdTech Adaptive Learning Platform

Created an adaptive learning platform using AI for personalized student experiences.

EdTech Adaptive Learning Platform
47%
Stockout Reduction
32%
Overstock Decrease
18%
Sales Increase
$2.4M
Annual Savings

The Challenge

A growing educational technology company was struggling to address the diverse learning needs of K-12 students with their static content delivery platform. They observed significant disparities in learning outcomes, with completion rates averaging only 62% and concept mastery varying widely among students. Their one-size-fits-all approach couldn't accommodate different learning styles, paces, or prior knowledge levels.

Our Solution

We developed a comprehensive adaptive learning platform that personalizes educational content and pathways in real-time. The system uses AI to assess each student's knowledge state, learning patterns, and engagement factors to dynamically adjust content difficulty, presentation format, and pacing. The platform includes multimodal content delivery (text, video, interactive exercises), spaced repetition algorithms, and detailed analytics for educators to track progress and identify intervention opportunities.

Results

  • Increased course completion rates from 62% to 91% across all subjects
  • Improved average concept mastery scores by 34% compared to traditional delivery
  • Reduced achievement gaps between high and low-performing student cohorts by 47%
  • Decreased time to proficiency by 28% while maintaining or improving mastery levels
  • 97% of educators reported the platform provided useful insights for intervention
  • Student satisfaction scores increased from 3.2/5 to 4.7/5

Implementation

Implementation began with a curriculum mapping phase to identify knowledge components and relationships between concepts. We then developed the adaptive engine using a combination of Bayesian knowledge tracing and reinforcement learning techniques. After extensive testing with sample student profiles, we launched with a pilot group of 500 students across diverse demographics. Based on initial results and feedback, we refined the algorithms and user experience before full-scale deployment. The platform continues to evolve through regular model updates and additional content integration.

Technologies Used

Bayesian Knowledge TracingReinforcement LearningProgressive Web AppReactNode.jsMongoDBLearning AnalyticsCognitive Load Modeling
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The adaptive learning platform has revolutionized how we approach education. Each student truly receives a personalized learning experience that adapts to their needs in real-time. As an educator, the insights I gain allow me to provide targeted support exactly when and where it's needed. The impact on student engagement and achievement has been remarkable – students who previously struggled are now thriving.

Dr. Gabriela Martinez
Chief Academic Officer, FutureLearn Academy

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