JobProof

AI-Powered Job Scam Detection

Overview

JobProof is a browser extension that helps job seekers identify potentially fraudulent job postings using machine learning and cybersecurity analysis.

The Problem

Fake job listings waste applicants' time and expose them to phishing, identity theft, and financial scams.

Our Solution

JobProof analyzes job postings using: Machine Learning: TF-IDF and Logistic Regression to detect suspicious language. Cybersecurity: Planned checks for suspicious recruiter emails, URls, and domains. Browser Extension: A convenient interface for analyzing job listings.

Teck Stack

AI/ML: Python, scikit-learn, PyTorch, Pandas Backend: FastAPI Frontend: React, JavaScript, HTML, CSS Browser Integration: Chrome Extension Dataset: [Real or Fake Job Posting Prediction]https://www.kaggle.com/datasets/shivamb/real-or-fake-fake-jobposting-prediction Pipeline: Text Cleaning -> TF-IDF -> Classification -> Fraud Risk Score Future Improvements Real-time company vertification Improved detection of modern AI-generated scams Bulk job posting analysis

Disclaimer

JobProof provides risk indicators, not definitive fraud verification. Model scores are not guaranteed probabilities of fraud.

Built With

• codex
• css
• html
• javascript
• kiro
• python
• react