AI Job Role Intelligence Platform

Advanced unsupervised NLP system that automatically classifies job descriptions using Sentence-BERT and HDBSCAN clustering. Perfect for recruitment agencies, HR departments, and talent management platforms.

Single Job Prediction

Paste a job description below and get an instant prediction of the most suitable role with confidence score.

Input Job Description

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Analyzing job description with AI...

Prediction Result

Software Engineer
Confidence Score 85%

Confidence score represents the similarity between the input and the predicted role cluster.

How It Works

The AI analyzes your job description through an advanced NLP pipeline:

  • Text Processing: Cleans and tokenizes the input text
  • Embedding Generation: Converts text to vector using Sentence-BERT
  • Similarity Matching: Compares with known role clusters using cosine similarity
  • Confidence Calculation: Determines prediction confidence based on similarity distance

Pro Tip

For best results, provide detailed job descriptions with specific skills, responsibilities, and qualifications.

Bulk Job Prediction

Upload or paste multiple job descriptions (one per line) to classify them all at once. Ideal for processing job boards or candidate databases.

Multiple Job Descriptions

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Processing multiple job descriptions with AI...

How It Works

Our unsupervised ML pipeline processes job descriptions without pre-labeled training data.

Text Input

Job description text is cleaned and prepared for analysis

Sentence Embeddings

Sentence-BERT converts text into 768-dimensional vectors

Clustering

HDBSCAN identifies natural role clusters in the embedding space

Similarity

Cosine similarity finds the closest matching role cluster

Prediction

Role is predicted with a confidence score based on distance

Technology Stack

Built with cutting-edge technologies for robust, scalable job role classification.

Python
Backend logic
Flask
API backend
Sentence-BERT
NLP embeddings
HDBSCAN
Clustering
Cosine Similarity
Similarity metric
JavaScript
Frontend logic
HTML/CSS
UI/UX design

Contact

Get in touch for inquiries, collaborations, or technical support.

Name: Shubham Raj
Email: aarushjais407@gmail.com
Project: Job Role Intelligence Platform
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