EdTech businesses look like SaaS on the surface but the seasonality, churn pattern, and unit economics are different enough that a naive SaaS framework misreads them. B2C learners churn at much higher rates than B2B SaaS users; B2B2C contracts (schools, employers) layer on top with multi-year procurement cycles.
Completion rate is a leading indicator that doesn't appear on the P&L but materially affects long-run cohort LTV. We model completion explicitly, then use cohort-level LTV by completion-bucket to derive a defensible revenue forecast. The same approach handles the strong seasonality in academic-year-aligned products.
UK EdTech faces a specific regulatory landscape — Ofsted oversight for some segments, GDPR-for-children compliance, and increasingly EdTech assurance schemes — that affects competitive positioning. We document these factors transparently in the report.