Talent Management System - POC

A Streamlit application for talent management with resume analysis using Azure OpenAI.

Features

1. Resume Upload and Processing

   • Upload employee resumes (PDF, DOCX, TXT)
   • Extract and display resume content

2. AI-Powered Analysis using Azure OpenAI

   • Analyze employee skill gaps
   • Recommend training and development opportunities
   • Suggest secondment projects for skill enhancement
   • Provide career path guidance

Setup Instructions

Prerequisites

• Python 3.8 or higher
• Azure OpenAI API access
• Visual Studio Code (recommended for development)

Installation

1. Clone this repository:

   git clone https://github.com/your-username/talent-management-system.git
   cd talent-management-system

2. Install the required dependencies:

   pip install -r requirements.txt

3. Set up your Azure OpenAI credentials:

   • Rename .env.sample to .env
   • Add your Azure OpenAI API key, endpoint, and deployment name in the .env file

Running the Application

You have two options to run the Streamlit application:

Option 1: Using the launcher script (Recommended)

python run_app.py

Option 2: Direct streamlit command

# From the project root directory
streamlit run app/main.py

The application will be available at http://localhost:8501

Application Structure

talent-management-system/
├── app/
│   └── main.py              # Main Streamlit application
├── data/
│   ├── resumes/             # Uploaded resumes storage
│   └── sample_data/         # Sample resumes and data
├── utils/
│   ├── azure_openai_utils.py # Azure OpenAI integration
│   └── resume_parser.py     # Resume parsing utilities
├── .env                     # Environment variables (not tracked in git)
├── requirements.txt         # Python dependencies
└── README.md                # This file

How to Use

1. Upload an employee's resume or select one of the sample resumes
2. Click "Process Resume" to extract the resume content
3. Click "Analyze Resume" to run the AI analysis
4. View the detailed analysis in the "Analysis Results" tab

Azure OpenAI Integration

This application uses Azure OpenAI to analyze resumes and provide insights. The integration:

1. Connects to Azure OpenAI using your API credentials
2. Sends the resume and contextual data for analysis
3. Processes the AI-generated insights for display in the application

Sample Data

The application includes sample data for:

• Job roles and required skills
• Training programs
• Potential secondment projects

This data is used to provide context to Azure OpenAI for generating relevant recommendations.