Waitlist Management Tool
The situation
This leading private members’ club was experiencing sustained high demand. The leadership team wanted a way to admit new members without compromising the premium atmosphere existing members expect.
The opportunity
Members do not all use a club in the same way. Those differences were already visible in the data. The challenge was turning that insight into a practical admissions strategy that balanced growth with experience.
How we made it happen
We analysed historical usage patterns from existing members and compared them with behavioural signals from the waitlist. This allowed us to predict when prospective members were most likely to visit across the week.
From there, we built a forecasting model that let the team test different admission scenarios before making decisions. By adjusting the mix of new members, they could see the likely impact on capacity, crowding, and utilisation in advance.
What changed
- Identified waitlist candidates most likely to visit during off-peak periods
- Reduced pressure at peak times while improving use of quieter slots
- Admissions decisions aligned with real operational capacity
- Clear, visual tools to support leadership decision-making
- A more consistent, uncrowded experience for members
Why it matters
Growth came from admitting the right members at the right times. Demand became something the business could plan for and control.
