AMAZON · TIMEKEEPING SOFTWARE · COURT RECORD

Amazon fired Rahim Caldwell after its timekeeping software incorrectly classified paid time off as unexcused breaks. Amazon later discovered the error and reinstated him.

Software classification error → termination → error discovered → reinstatement and back pay

A 2026 Third Circuit opinion describes Amazon terminating Rahim Caldwell in September 2022 after its timekeeping software incorrectly recorded paid time off as unexcused shift breaks. Amazon later identified what the court called a systemic error in the software, reinstated Caldwell and agreed to provide back pay.

Caldwell was later terminated again after a separate workplace incident. That later termination should not be conflated with the earlier software-driven termination and reinstatement.

Why it matters: Employment systems do not merely collect information. Their classifications can become inputs to decisions about someone's livelihood. An erroneous record can become an employment consequence before the error is discovered.

Primary source: Caldwell v. Amazon.com Services LLC — U.S. Court of Appeals for the Third Circuit, 2026

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This page preserves the anecdote and its caveats separately from the shorter Why Privacy Matters explainer. The goal is to keep the argument readable without hiding the receipts.