Move From Reactive to Proactive Retention
Acquiring a new customer costs 5 to 25 times more than keeping an existing one. Yet most companies use reactive methods that only reveal problems after damage occurs. By the time traditional reports show churn, the relationship has already broken.
The Dataiku solution for customer churn prediction analyzes behavioral, transactional, and engagement signals to detect early warning signs. It shows which customers are at risk, which products trigger churn, and how much revenue is exposed.
Predict Churn at the Product Level
Churn typically unfolds gradually. Customers start by reducing usage, stopping transactions with certain products, or withdrawing balances. These early signals often precede full churn by weeks or months.
Dataiku’s churn prediction solution detects these behavioral shifts at the product level, identifying declining revenues, patterns of inactivity, and product exits before they cascade.
Prioritize High-Value Customer Relationships
Not all churn carries equal impact. A high-value customer leaving hurts far more than a low-engagement account going dormant.
Dataiku’s solution aggregates product-level predictions to the customer level, letting you prioritize customers with the highest relationship risk and revenue exposure. Interactive dashboards reveal who is at risk and why. Research shows that improving retention by just 5% can increase profits by 25 to 95%.
Integrate Predictions Into Your Engagement Strategy
Insights without action don’t reduce customer churn. Dataiku’s flexible API system integrates churn predictions directly into your CRM or marketing automation platform. Once models identify at-risk customers, trigger personalized retention campaigns, adjust account management strategies, or launch targeted offers automatically. Deploy models with a few clicks and automate the entire prediction pipeline.
From Churn Prevention to Customer Intelligence
Churn prediction is the entry point to deeper customer analytics. Once you’ve mastered retention modeling, Dataiku’s platform enables customer lifetime value forecasting, next best action recommendations, propensity scoring, and personalized engagement at scale.
Build your customer intelligence capabilities on a platform that grows with your ambitions.
The Total Economic Impact™
Of Dataiku
A composite organization in the commissioned study conducted by Forrester Consulting on behalf of Dataiku saw the following benefits:
reduction in time spent on data analysis, extraction, and preparation.
reduction in time spent on model lifecycle activities (training, deployment, and monitoring).
return on investment
net present value over three years.
