Resolving to Two Cancellations, One Confession: A featured-researcher marketing poster for the School of Continuous Improvement, built around Dr Ingeborg Nwachukwu's interview study of a booking app's cancellation-reason field, developed for bus-stop panels and campus digital signage in a landscape rotation.