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Built a framework to predict problematic cable system interfaces for a European cable operator
Challenge
- Subscribers were facing video quality issues like video freeze, tiling, macro-blocking
- The problems were known after customer complains
- MTTR peaked at 14 - 16 hours
- Field engineers had to hop to multiple locations to find the root cause
Solution
- Built an automated solution using our predictive analytics framework to predict the problematic interface using network and box data
- Integrated the solution to a dashboard which provided a unified view, along with real-time alerts
- Centralized monitoring was set up to predict faulty CMTS interfaces
- Plugged-in live at the customer location, with an accuracy of up to 82% across frequencies
Results & Benefits
- Reduced MTTR from hours to minutes
- Reduced the service call volumes
- Radically improved customer experience
- Huge ROI for the operator due to the reduced operating costs