Who it serves
Commercial teams balancing OTA volume against direct booking effort.
Outcome
A channel map with contribution after fees, cancellation behaviour by source, and practical next experiments for the front desk and reservations.
Engagement
Compare how guests arrive — direct, OTA, corporate, and walk-in — and where margin quietly leaks after commissions and cancellations.
Commercial teams balancing OTA volume against direct booking effort.
A channel map with contribution after fees, cancellation behaviour by source, and practical next experiments for the front desk and reservations.