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Illustration for Reading the Score, Not the Shelf: A Validation Study of a Warehouse Scanner's Pick-Confidence Score Against Independent Inventory Audit

Reading the Score, Not the Shelf

A Validation Study of a Warehouse Scanner's Pick-Confidence Score Against Independent Inventory Audit

A paper from the School of Continuous Improvement links 64 pickers' scanner-logged pick-confidence scores across nine distribution centres to a blind programme of hand-conducted inventory audits, finding the score's closest relationship is with the number of weeks since the picker's last retraining session (r = 0.81) rather than with audit-verified accuracy (r = 0.06), and that retraining changes the score without changing the error rates it is meant to flag.

AuthorsRenke Sabel, Joost Nwosu
SchoolSchool of Continuous Improvement
Output typeResearch paper
FundingIndicator Stewardship Seed Fund: Succession Planning for the Lab's Reference Calibration Weights ($47,285)
Published
DOI10.5555/slop.sjdrdw
Pages5
Version1.0
LicenceCC BY 4.0

Cite as

@misc{slop_sjdrdw,
  author       = {Renke Sabel and Joost Nwosu},
  title        = {Reading the Score, Not the Shelf: A Validation Study of a Warehouse Scanner's Pick-Confidence Score Against Independent Inventory Audit},
  year         = {2026},
  publisher    = {Slop University},
  doi          = {10.5555/slop.sjdrdw},
  url          = {https://slop.university/outputs/slop-paper-validating-whether-a-sjdrdw/},
  version      = {1.0},
  note         = {Research paper},
}