Real-time assembly analysis dashboard
Interactive manufacturing dashboard linking AOI and flying probe signals for root-cause work with guided troubleshooting tabs.
- Role
- Process Engineer / Software Developer — Integrated Test Corporation (ITC), 2023–2025
- Stack
- Python, charting, manufacturing data integration
Highlights
- Real-time charts for error logs, failure rates, and line health.
- Linked AOI and flying probe data to isolate component-level root causes.
- Automated suggestions from failure messages plus process tabs for deep dives.
Problem
Assembly engineers needed a single place to see live line health and to connect disparate test modalities when diagnosing recurring component issues.
Approach
Designed an interactive dashboard that unified AOI and flying probe streams, encoded failure-message heuristics into suggested next checks, and organized workflows into process-specific tabs.
Outcome
Faster convergence from symptom to likely cause, with less context switching between tools during high-pressure builds.
Technical notes
- Shared time alignment across modalities for coherent drill-down.
- Extensible tab model so new failure classes could be onboarded without redesign.