Data Culture for Modern Academies
A framework for turning scattered learner analytics into strategic levers across admissions, instruction, and placement.

Signals unified
127
Trend: up
Dashboards automated
14
Trend: steady
Escalations prevented
37 / month
Trend: up
Teams stop fighting spreadsheets once every ritual has a canonical data story on tap.
Arnav Sharma · Chief of Staff
Data Layering
We map every KPI to a ritual: stand-ups, executive reviews, coach 1:1s. Each ritual gets a canonical view with automated insights.
Decisions as APIs
When admissions updates a persona assumption, instruction and placement get notified in-product with the narrative and data.
Key moments
Month 1
Source of truth audit
Month 2
Ritual instrumentation
Month 3
Insight automation
Action items
- Assign KPIs to rituals, not teams
- Ship context-filled data stories, not tabs
- Automate change-logs so teams can subscribe
