Unified Retention & Usage Engagement Modeling

Model accurate, deduplicated user cohorts and cross-device retention curves without double-counting multi-platform power users.

Duration / Turnaround 5 to 8 Business Days

Delivery Format Data Modeling Guide, SQL Query Templates & Dashboards Specs

Pricing Basis Fixed Project ($2,800 – $4,600 USD)

Target Platforms Cross-Device Ecosystems, Multi-Client User Bases

Solving Cross-Device Cohort Distortion

When users interact with your service across both an iPhone on their morning commute and a desktop browser during business hours, naive reporting systems often calculate them as two distinct active users. This artificially inflates Daily Active Users (DAU) while severely depressing cohort retention rates.

Our Unified Retention & Usage Engagement Modeling service provides the mathematical models and SQL transformations needed to extract genuine multi-device customer behavior.

Core Analytical Components

1. Cross-Device User Graph Stitching

We configure identity graph heuristics that link anonymous sessions, device identifiers, and persistent user accounts across platform boundaries without compromising user privacy.

2. Multi-Surface Cohort Definitions

Platform-Exclusive vs Multi-Device Cohorts: Compare how users who adopt both mobile and web surfaces differ in lifetime engagement from single-platform users.
True Inactivity Windows: Define dynamic churn intervals that account for platform-specific usage habits.

3. Usage Intensity & Feature Adoption Indexes

Construct cross-platform feature adoption metrics that weight mobile quick-actions alongside web deep-work sessions in a balanced aggregate score.

Technical Deliverables

SQL Data Transformation Scripts: Ready-to-run queries optimized for BigQuery, Snowflake, PostgreSQL, or ClickHouse.
Cross-Platform KPI Blueprint: Clear statistical formulas for calculating cross-platform stickiness, rolling retention, and session depth.
Reporting Dashboard Wireframes: Layout specifications for executive and operational usage monitors.

Commercial Details

Priced as a fixed-scope modeling project at $2,800 to $4,600 USD.

Schedule Retention Scoping →