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Evaluating your skill match against the job requirements…
Assessing your cultural and operational fit
unsupervised-professional-matching
March 2, 2026 – Present
Unsupervised ML system to discover professional compatibility using 50,000 LinkedIn profiles. TF-IDF, scaling, PCA, and UMAP were applied for feature engineering and dimensionality reduction. K-Means and DBSCAN formed natural clusters, and cosine similarity generated compatibility scores without labeled data or bias.
View ProjectCultural Fit Analysis
The candidate's projects are primarily personal and hackathon-related, indicating a proactive learning attitude. However, the diversity of projects is limited, and the experience level is 0, which might impact immediate cultural integration into a senior role without further development. The target role is Data Scientist, and the 'unsupervised-professional-matching' project aligns well with core data science competencies.
Soft Skills & Operational Fit
Insufficient data to assess soft skills and operational fit. The psychometric test score is 0, providing no insights.