Modeled Playbook: Identifying Gym Cancellations Six Weeks Earlier

The short answer

The model combines attendance decline, onboarding gaps, service issues, failed payments, and engagement change into an explainable risk queue. Staff review the reason and choose an appropriate conversation; members are not told that an opaque algorithm predicted cancellation.

Modeled scenario

A gym wants earlier visibility into preventable churn. The pilot creates human tasks from explicit membership and attendance events rather than launching a generic retention discount.

Declared assumptions

Replace every input with verified business data before making a forecast or investment decision.

• The membership system provides timely attendance and account-status events.
• Risk criteria are simple, documented, and reviewed for false positives.
• Staff can contact assigned members with service-oriented scripts.
• Injuries, disputes, cancellations, and privacy requests have separate paths.
• A comparable historical cohort provides baseline cancellation.

Playbook architecture

Create one eligible cohort, preserve source and consent, assign an owner, use event-based follow-up, stop on response or outcome, and surface exceptions. The fitness and gyms team—not the workflow—owns judgment and commitments.

Calculation method

Potentially retained members = reviewed eligible risk cohort × (pilot continuation rate − comparable baseline). Report six- and twelve-week continuation separately from initial saves.

Customer journey

Acknowledge context, make one clear next step, vary follow-up by intent, stop irrelevant sequences immediately after response, and retain an easy human path. Escalate high-value, sensitive, or ambiguous situations.

Operating dashboard

Track eligibility, contactability, response, appointment or next-step conversion, completion, value, time to action, opt-outs, complaints, exceptions, and cohort age.

• Lead-to-trial and trial show rate
• Trial-to-membership rate
• Onboarding completion
• At-risk queue response time
• Six- and twelve-week retention
• Complaint, cancellation, and false-positive rate

Guardrails

Do not infer health conditions, shame attendance, obstruct cancellation, or offer unapproved terms. Use explainable events and human judgment. Membership terms, recurring billing, cancellation, health claims, minors, privacy, and communication consent need approved operational and legal controls.

Pilot and scale

Test on a small, representative cohort. Compare against a baseline or holdout where practical, review conversations and exceptions, correct the system, then scale in measured waves.