Project detail
Critical Skills with PyMC
Bayesian analysis to identify the skills that most influence project success.
Highlights
- Skill weights by project
- Credible intervals and relative importance
- Top priority projects
- Support for talent planning
No public repository or demo link is published for this project yet.
Architecture
FastAPI API on top of a PyMC model and a Flutter frontend to analyze which skills impact success most
Challenges
- Interpreting each skill's weight without oversimplifying
- Prioritizing when data is scarce
- Making the analysis useful for business and HR
Outcome
A foundation for deciding where critical capabilities should be strengthened
Overview
Problem
It is not always clear which skills make the biggest difference in a specific project.
Approach
I built a Bayesian analysis to estimate skill importance and highlight priority projects.
Outcome
The result guides investment in training and profile selection.