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Algorithmic Staffing Failures Linked to Resident Deaths at Leading Assisted-Living Chain Brookdale

AI Incident Database · article · Apr 1, 2024 · UTC

Brookdale Senior Living's algorithm-based staffing system, "Service Alignment," reportedly left facilities understaffed, leading to critical incidents. For example, on April 21, 2021, Louise Walker, a resident at Brookdale's Jacksonville facility, died after falling and being left unattended for over two hours. State investigators cited Brookdale for medical neglect. The algorithm has been linked to multiple incidents of neglect, injuries, and deaths, prompting lawsuits.

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recordType
incident-report
evidenceStatus
reported
region
Global

Reported occurrence date: 2021-04-21T00:00:00.000Z

Evidence & attribution

AI Incident Database, Responsible AI Collaborative; McGregor (2021), Preventing Repeated Real World AI Failures by Cataloging Incidents. Incident-specific contributor credits are available at each citation link. Metadata adapted; article text excluded.

License: CC BY-SA 4.0

First collected: 2026-09-19T22:50:59.123Z. This is not the publication date.

Observed changes

AIIC observation times, not verified publisher revision times. Up to eight recent revisions.

2026-09-20T23:22:28.549Z

  • publishedAt: Not provided2024-04-01T00:00:00.000Z