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BiasHigh

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

Occurred
Apr 21, 2021
Published
Apr 1, 2024
Source
AI Incident Database

Summary

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.

Developers

  • Brookdale Senior Living

Deployers

  • Brookdale Senior Living

Harmed parties

  • Staff members of Brookdale facilities
  • Residents of Brookdale facilities
  • Louise Walker
  • Families of residents of Brookdale facilities

Classification

Category confidence: 70%
Severity confidence: 90%

Rationale: Algorithmic staffing failures caused resident deaths and injuries, indicating discriminatory or unfair outcomes in care allocation.

Classifier: Qwen/Qwen3.5-35B-A3B-FP8

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