django-career-app 0.2.4

A Django project for a career portal.

django-career-app

A Django-based platform designed to streamline the job application process for both applicants and recruiters, leveraging AI for resume analysis and scoring.

Features

• Browse Job Postings: Users can view a list of available job openings, including details like title and location.
• Detailed Job View: Each job posting has a dedicated page showing a full description, requirements, and department (if applicable).
• Resume Upload (PDF): Applicants can easily submit their resume in PDF format.
• Automated Resume Parsing: Utilizes Large Language Models (LLMs) to automatically extract key information from uploaded resumes, including:
  • Contact details (full name, email, phone, LinkedIn).
  • Latest education (degree, school, major, graduation year).
  • Recent work experience (job title, company).
  • Top achievements and differentiating skills as "tags".
• AI-Powered Resume Scoring: Resumes are automatically scored against the specific job description and its weighted requirements using LLMs, providing an initial assessment of fit.
• Two-Step Application Process:
  1. Initial Submission: Applicant uploads their resume.
  2. Review & Finalize: Applicant reviews the LLM-parsed data and AI score, can edit details, and confirms their application.
• User Account Management:
  • Automatic user account creation for new applicants using their email.
  • Links application to existing user accounts if the email is already registered.
  • Secure password handling for user accounts.
• Data Management: Stores and manages company profiles, job postings, applicant data, and application records.
• Secure Application Handling: Ensures user data and application details are handled securely throughout the process.

Installation

Install the django-career-app package:

pip install django-career-app

Settings

Add django_career_app to your INSTALLED_APPS in your project's settings.py:

INSTALLED_APPS = [
    # ... other apps
    'django_career_app',
]

Configure the following settings in your settings.py. You can load these credentials using python-decouple or python-dotenv.

# Required for LLM features
GEMINI_API_KEY = "YOUR_GEMINI_API_KEY" # Or load from environment variable
LLM_MODEL_NAME = "gemini-pro" # Or your preferred LLM model

# Optional: Configure resume storage backend
# By default, resumes are stored locally.
# To use AWS S3 for resume storage (requires django-storages):
STORAGES = {
    "django_career_app": {
        "BACKEND": "storages.backends.s3.S3Storage",
        # Options are typically derived from environment variables
        # like AWS_STORAGE_BUCKET_NAME, AWS_ACCESS_KEY_ID, AWS_SECRET_ACCESS_KEY, etc.
        # 'OPTIONS': {
        #     'bucket_name': os.environ.get('AWS_STORAGE_BUCKET_NAME'),
        #     # etc.
        # }
    }
}

# AWS S3 settings (if using S3Storage)
AWS_STORAGE_BUCKET_NAME = "your-s3-bucket-name"
AWS_S3_REGION_NAME = "your-s3-region"
AWS_S3_FILE_OVERWRITE = False # Set to True if you want to overwrite files with the same name

# AWS credentials (if using S3Storage, load from .env or environment variables)
# AWS_ACCESS_KEY_ID = os.environ.get('AWS_ACCESS_KEY_ID')
# AWS_SECRET_ACCESS_KEY = os.environ.get('AWS_SECRET_ACCESS_KEY')

Usage

1. Include App URLs: In your project's main urls.py file, include the django_career_app's URL patterns:

   from django.urls import path, include
   
   urlpatterns = [
       # ... other project urls
       path('career-portal/', include('django_career_app.urls')),
   ]
   

   Replace 'career-portal/' with your desired URL prefix.

2. Run Database Migrations: Apply the app's database migrations:

   python manage.py migrate
   

3. Collect Static Files (If applicable): If the django_career_app uses static files (CSS, JavaScript, images) that need to be served by your project, run:

   python manage.py collectstatic
   

   This will gather all static files into the directory specified by STATIC_ROOT in your settings.py.