PBJ Wizards
Metrics-driven collation and analysis of CMS Payroll-Based Journal (PBJ) Daily Nurse Staffing data for skilled and intermediate nursing facilities integrated with ownership context and inspection history.
Payroll-Based Journal (PBJ) Daily Nurse Staffing is the CMS-required staffing data submission system used by nursing facilities to report daily staffing hours by role (RN, LPN, CNA, and total nursing).
Staffing levels are a primary driver of continuity and quality of resident care, and PBJ data provides the most detailed public view of nursing home staffing conditions. We translate PBJ submissions into defensible operational metrics using HPPD (hours-per-patient-day), and other long-term care staffing standards of measurement. This includes regulatory compliance and comparisons, staffing trends, variability, and peer comparisons.
Metrics-first, reproducible processing with conservative interpretation. Designed for oversight and operational insight — not expert testimony.
Services
- Role-specific HPPD (hours-per-patient-day) — RN, LPN, CNA, total nursing
- Daily, quarterly, and multi-year trends
- Weekend vs weekday staffing patterns
- Peer benchmarking (facility, city, county, state)
Data sources
- CMS PBJ public release (nursing homes)
- Nursing home ownership and operator context
- Inspection and survey history
Disclaimers
Analyses are based on public CMS datasets and other publicly available sources. You are responsible for independently confirming the accuracy, completeness, timeliness, applicability of any datasets, and any conclusions derived from them. PBJ Wizards does not and will not provide expert testimony, regulatory determinations, legal opinions, case opinions, or advocacy services. You must retain a qualified expert witness in order to express staffing opinions. Our services are strictly limited to objective data collection, processing, analysis, interpretation of publicly available facility information, and report generation. We retain all intellectual property rights to our systems, methods, and analyses, which is not subject to disclosure due to our expert verification policy.
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