Automated Skill Gap Assessment Framework

Develop a comprehensive Python-based skill gap assessment tool that uses machine learning clustering algorithms to identify professional competency deficiencies. Create a modular system that can ingest job descriptions, professional profiles, and industry standards to generate precise skill development recommendations. Implement dimensionality reduction techniques using PCA, integrate scikit-learn for predictive modeling, and design a dashboard using Dash for interactive visualization of skill gaps and learning pathways.