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TTC performance review that actually says something useful.

Built from the current raw exports, grounded in cash movement, explicit about data scope, and aimed at monthly operating decisions rather than vanity metrics.

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What this build is

Commercial, direct, and decision-oriented.

The dashboard is intentionally lighter on controls and stronger on interpretation than the current live scaffold.

Readout

What matters most

Guardrails

How to read this correctly

    Cash window

    Cash in, cash out, and net movement

    Operations

    Lesson delivery and attendance

    Capacity shape

    Weekday lesson load

    Retention

    Cohort durability

    Movement

    Starts vs cancellations

    Customer base

    Payer concentration

    Control gap

    Cashbook vs family-payments export

    Priority actions

    What to do next

    Quality notes

    Known limits

      Assumptions

      Build rules and dropped rows

        Dropped or ignored