Adaptive Learning & Assessments

The Challenge

The client was developing a learning management system for grades K-12 and wanted to have adaptive assessments and learning to personalise the learning for students. The client wanted to have especially adaptive assessments so that the set of questions is decided intelligently based on individual learning levels and previous submissions

The Solution

Dew Solutions’ team developed a solution using Artificial Intelligence and Machine Learning that could provide the desired functionality required by the client. The solution involved Deep learning and the models were trained using the open source training data and multiple simulations were run to achieve the final set of trained models

The client realised 3x increase in the usage and adoption post bringing in the adaptive assessments on the platform. The overall free to paid customers funnel movement ratio increased by 1.7x after the launch of this feature on the platform

Technology Stack

The solution was built using Item Response Theory (IRT) as the underlying approach on top of which the machine learning models were built. The solution utilised Python and Flask for core programming

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