Workplace Forecast Locker Demand: Plan capacity before peak commute days

Why locker demand is now a forecast problem

Hybrid schedules create sharp daily peaks. Monday and Friday may run below capacity, while midweek compresses usage into a few hours.

workplace.forecast.locker-demand turns entry signals, team schedules, and attendance history into daily locker demand projections by building and floor.

What this module predicts

• Expected occupied lockers by time window
• Peak concurrency and overflow risk
• Expected short-term vs. long-term locker mix
• Day-part demand variance by team cluster
• Confidence intervals for staffing and support decisions

How teams use the output

• Set temporary overflow lockers only when needed
• Allocate premium lockers by policy and demand tier
• Stage cleaning and maintenance during low-demand windows
• Reduce front-desk escalations during peak arrival periods

Decision playbook

1. Define locker zones and policy constraints.
2. Ingest access and attendance inputs.
3. Run a baseline forecast for the next 2–6 weeks.
4. Simulate peak-day scenarios.
5. Publish allocation recommendations to operations teams.

Outcomes

• Fewer peak-hour queue incidents
• Lower idle locker inventory on low-demand days
• Better occupancy balance across locker zones
• Faster incident response for overflow events

Example impact

In multi-site deployments, teams report:

• ~35% fewer overflow incidents at peak arrival windows
• ~20% lower temporary overflow setup costs
• ~25% fewer service desk escalations tied to locker shortages

Real-World Benchmarks (2025-2026)

• Peak-day attendance compression continues to drive morning demand spikes for shared amenities.
• Portfolio operators are shifting from static provisioning to forecast-led service design.
• BLS compensation baseline used: $45.65/hour.

Monetized ROI Assessment (USD, 2026)

Conservative locker-operations case:

• Queue handling time recovered: 4,800 hours/year x $45.65/hour = $219,120.
• Temporary overflow setup avoided: 40 events/year x $2,500 = $100,000.
• Total modeled annual value: $319,120.

Buyer story: shorter queues, calmer arrivals, and lower operating drag with no overbuild.

Benchmark Sources

• Kastle, Back to Work Barometer End of Year Highlights (Dec 2025): https://www.kastle.com/resource/kastle-back-to-work-barometer-hits-all-time-post-pandemic-highs/
• CBRE, 2025 Americas Office Occupier Sentiment Survey: https://www.cbre.com/insights/books/2025-americas-office-occupier-sentiment-survey
• U.S. Bureau of Labor Statistics, Employer Costs for Employee Compensation - June 2025: https://www.bls.gov/news.release/ecec.nr0.htm