Resume Parsing To Job Listing: A Holistic Ai Framework For Placement Readiness

Abstract

The increase in recession globally, demands a need for proper guidance for the start of the career with job-ready tools. The main factors that hinder students' performance in the present job market are failing to find the right resources, the right jobs that fit their skills, and the right platform to practice for skill evaluation tests in one place. To enable this, we have introduced a novel approach called Job Genie. The approach used in the paper can provide users with a job recommendation engine for job search suitable for their resume, a conversational interview chatbot for boosting confidence in individuals, a resume confidence score provider for a given job description with the correct job title predictor for the uploaded resume, and an aptitude test integrated with LLM for generating new questions with different levels of difficulty and topics, aiding individuals to solve each topic with confidence. Additionally, a course recommendation engine is provided, which can offer users an opportunity to explore courses based on job titles, with beginner to advanced-level course recommendations. The proposed system showed promising results in improving users’ confidence, interview readiness, job alignment, and skill development through integrated and personalized support.