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The Queue as Leading Indicator: Coffee-Cart Waiting Times and Global-Ranking Trajectory

A two-year study pairing de-identified coffee-cart queue-length telemetry with the University's international ranking position. The queue-length index leads ranking movements by a stable two quarters (peak cross-correlation r = 0.78), and the authors propose a closed-loop pilot that steers a fixed share of discretionary grant strategy from the live index.

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Cite as

@misc{slop_sn9kzr,
  author       = {Casimir Beng and Osei Vandermeer and Anneke Tolan},
  title        = {The Queue as Leading Indicator: Coffee-Cart Waiting Times and Global-Ranking Trajectory},
  year         = {2026},
  publisher    = {Slop University},
  doi          = {10.5555/slop.sn9kzr},
  url          = {https://slop.university/outputs/slop-poster-coffee-cart-queue-lengths-sn9kzr/},
  version      = {1.0},
  note         = {Research poster},
}
First page of The Queue as Leading Indicator: Coffee-Cart Waiting Times and Global-Ranking Trajectory