Organizational Network Analysis
Graph-based analysis of organizational networks to surface influence, collaboration and communication patterns.

Problem
Leaders often lack visibility into how information and collaboration actually flow across a company, beyond the formal org chart.
Solution
Graph analysis (NetworkX) over communication/collaboration data to surface influence hubs, silos and cross-team bridges invisible in a traditional org chart.
Overview
An org chart shows who reports to whom — it says nothing about who actually talks to whom, where information bottlenecks form, or which teams are quietly isolated.
How it works
Using NetworkX, communication/collaboration data is modeled as a graph, and standard network-analysis metrics (degree centrality, betweenness, community detection) surface the informal structure hiding underneath the formal one: influence hubs, cross-team bridges, and clusters that rarely interact with the rest of the organization.
Result
A visual, data-backed answer to a question leadership usually has to guess at — where does information actually flow, and where does it get stuck?
More projects
Bike-Share Demand Forecasting
Hourly bike-share rental demand forecasting with honest time-series validation, SHAP explainability, and a containerized FastAPI serving layer.
Movie Recommender System
A collaborative-filtering movie recommender using from-scratch SGD matrix factorization on real MovieLens 1M data, served via FastAPI.
Visual Quality Inspection
Automated visual quality control for manufacturing, using OpenCV/scikit-image feature extraction with scikit-learn classification.
