Skill Gap Analysis Tool

The Skill Gap Analysis Tool uses Azure AI to compare resumes and job descriptions, identifying key skills, gaps, and alignment. It saves time and helps tailor applications for better outcomes.

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Inspiration

The need to streamline job application processes inspired us. We wanted to help individuals quickly identify skill gaps and tailor their resumes to match job requirements effectively.

What it does

The Dynamic Skill Gap Analysis Tool uses Azure AI to extract and analyze key skills from resumes and job descriptions, highlights missing skills, and provides a similarity score to help users refine their applications.

How we built it

We leveraged Streamlit for the user interface, Azure Text Analytics for key phrase extraction, and Scikit-learn's TF-IDF and cosine similarity for comparing text. The project was developed collaboratively using GitHub Copilot for coding assistance.

Challenges we ran into

Handling PDF text extraction was tricky due to inconsistencies in formats. Integrating Azure Text Analytics required careful setup, and ensuring meaningful results for diverse inputs posed challenges.

Accomplishments that we're proud of

Building a tool that simplifies a crucial step in job hunting is rewarding. We’re proud of the seamless integration of Azure AI, the intuitive user interface, and delivering actionable insights.

What we learned

We deepened our knowledge of Azure services, natural language processing, and effective collaboration with GitHub Copilot to accelerate development.

What's next for Skill Gap Analysis Tool

We plan to add support for multilingual resumes and job descriptions, improve skill matching accuracy, and integrate personalized career suggestions using advanced AI models.

Built With

  • azure-cognitive-services-api
  • azure-text-analytics
  • github-copilot
  • pypdf2
  • python
  • scikit-learn
  • streamlit
  • vs
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