Opportunity Lens: An Alternative end-to-end Deep Learning Framework for Automated Skill Assessment and Learning Optimization
Year: 2025
Type: article
Abstract: The Opportunity Lens is an AI-powered career assessment system designed to generate personalized, skill-based multiple-choice questions (MCQs). Our solution combines a fine-tuned T5 transformer model for question and answer generation with the Gemini API to produce contextually relevant distractors. Users begin by selecting or entering a skill, after which the system retrieves related information, formulates MCQs, and evaluates responses to identify strengths and weaknesses. Based on the user’s performance, the system maps their skill profile to a curated knowledge base and recommends tailored career paths and learning resources. This approach supports adaptive testing and targeted learning, aiming to streamline professional development and reduce bias in traditional assessments.
Authors: Malav Patel, Ayush Modi, Rahevar Mayurdhvajsinh, Aayush Goyani, Prof. Bharat Tank
Language: English
Subfield: Artificial Intelligence
Field: Computer Science
Domain: Physical Sciences
SDG: Quality education
Open Access status: green
OpenAlex ID: W7090198540
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