Unified member feedback &
behaviour insights.
Integrated multi-source member journey data into the Strategic Data Platform for comprehensive Voice of Customer analytics and behaviour analysis.

Churn signals buried across disconnected systems.
Siloed data sources limited the ability to understand and act on member feedback and behaviour. Churn risk signals were buried across disconnected systems, delaying intervention and close-the-loop response times.
From scattered feedback to actionable insight.
We consolidated Voice of Customer sources into a single, lineage-visible model on the Strategic Data Platform, then layered topic, sentiment, and risk scoring to surface signals when they matter.
Multi-source VoC consolidation
Integrated feedback and behaviour data into a single model with visible lineage for trust and governance.
Risk and health scoring
Built churn risk and health scoring that explains the main drivers across validation cohorts.
Topic and sentiment trending
Surfaced emerging issues within a day via topic and sentiment trends — closing the loop faster.
VoC analytics with governance at the core.
A unified Voice of Customer model on the Strategic Data Platform — multi-source, lineage-visible, and ready for sentiment analysis.
Emerging issues, surfaced in a day.
Member feedback, acted on.
Single VoC model
Most VoC sources consolidated with visible lineage.
Churn driver scoring
Risk and health scoring explains main drivers on validation cohorts.
Issues surfaced fast
Topic and sentiment trends bring emerging issues forward within a day.
Close-the-loop time
Member feedback resolution cycle measurably reduced.