About

Predicting and Accelerating the Path to Meaningful User Impact

The Time-to-Value Acceleration Engine is a behavioral analytics system designed to identify which early user actions most effectively reduce the time required to reach meaningful value on Zerve.

Rather than focusing only on long-term success, this project models time-to-event milestones such as first deployment, first shared project, first reproducible notebook, or upgrade. Using survival analysis and time-to-event modeling, the system estimates how different behaviors accelerate or delay user progression.

The engine:

⏳ Models time-to-value using survival and hazard-based techniques

🔍 Identifies early behaviors that significantly reduce time to success

📉 Detects users at risk of stagnation

🎯 Recommends targeted actions to accelerate progress

🚀 Deploys as a live dashboard and API for real-time monitoring

By shifting the focus from “Who succeeds?” to “How fast can we help users succeed?”, this system provides actionable insights to improve onboarding, retention, and revenue growth at scale.