Itconnect : real-time personalized job posting platform for it professionals

Abstract

This study offers an innovative job platform created especially for IT professionals in Sri Lanka to address pressing issues in the IT job market. The platform focuses on four main challenges: identifying fake job postings using NLP techniques, providing customized job recommendations based on skill assessments, enhancing the candidate application process through facial analysis, and evaluating resumes based on experience and job levels. The DistilBERT text analysis fake job detection model achieves a remarkable overall accuracy of 98%. Our system combines skill assessments with content-based filtering to deliver useful job recommendations. The stress level estimator and Siamese models are used to face verification while assessing the candidate’s stress level. The resume enhancement system powered by PyPDF2 and a deep neural network, boasts an impressive 86.6% accuracy in evaluating job candidates’ experience. It also streamlines resume creation with a ReactJS generator.