Slop University researchers link campus coffee queues to the University's ranking trajectory

4 July 2026

Researchers at the School of Continuous Improvement have released new findings suggesting that everyday queue telemetry from campus coffee carts anticipates movements in the University’s international ranking position. The work reflects the University’s ongoing commitment to measuring what matters, wherever it can be measured.

Over a two-year observation window, the team paired de-identified queue-length telemetry with the University’s ranking trajectory, surfacing a consistent anticipatory relationship between the two. The approach positions routine campus activity as an early, low-cost signal within the University’s broader research-performance ecosystem.

“This work opens important conversations about the signals an institution already holds but has not yet learned to read,” said Associate Professor Casimir Beng, who leads the Adaptive Metrics Lab.

The team notes that the relationship is anticipatory rather than causal, and frames the result as a starting point for further work on how the University senses and stewards its own performance.

“We look forward to seeing how the community takes these findings forward,” said Dr Anneke Tolan, a Senior Research Fellow in the School of Emergent Priorities.

The full poster is available from the University’s research repository under an open licence, doi:10.5555/slop.sn9kzr.

Read the output: The Queue as Leading Indicator: Coffee-Cart Waiting Times and Global-Ranking Trajectory (doi:10.5555/slop.sn9kzr)