Logged More, Lightened Less

Five Years of Pairing the University's AI-Assistant Session Counts Against an Independently Audited Workload

The School of Continuous Improvement's third quinquennial Impact Report pairs five years of logged AI-assistant adoption across University systems against an independently audited measure of the same units' workload, finding the two move together in only one of four impact areas examined and diverge sharply in the report's forecasting work for professional-services assurance hours.

@misc{slop_iqrcc0,
  author       = {Casimir Beng and Mirela Hanke},
  title        = {Logged More, Lightened Less: Five Years of Pairing the University's AI-Assistant Session Counts Against an Independently Audited Workload},
  year         = {2026},
  publisher    = {Slop University},
  doi          = {10.5555/slop.iqrcc0},
  url          = {https://slop.university/outputs/slop-impact-measuring-whether-the-iqrcc0/},
  version      = {1.0},
  note         = {Impact report},
}