Utilization analytics is only as good as the first month of data. Start by deactivating desks that are not genuinely available, because the active-desk count is your denominator. Next, decide whether check-in will be optional, QR-required, or QR-required with a proximity check, and print the QR codes for each floor in one batch before launch day.
Then agree the minimum duration that should count as an office day. Left at zero, a ten-minute visit counts the same as a full day; set at a full working day, it under-counts people who leave early. Most teams settle in between and write the reason down.
Finally, give owners clear roles. Workplace operations reads the No-Show Report weekly, HR looks at office-day patterns monthly, and IT owns sign-in and device rollout. Where Microsoft Entra ID single sign-on is configured, accounts are created on first sign-in, which keeps the people list, and therefore the reports, aligned with the directory.