LCIFS — Labor Cost Intelligence & Forecasting System
LCIFS is designed to forecast labor cost by community, shift, and acuity bracket — surfacing overtime, agency exposure, and PPD drift from operator-approved scheduling, payroll, and census evidence.
Key points
- LCIFS pulls from scheduling, time & attendance, payroll, census/occupancy, acuity assessments, and agency invoicing — building a unified labor cost model updated in real-time.
- Machine learning models forecast labor costs by department, shift, role, and care level. Models account for seasonal census patterns, holiday scheduling, overtime probability, and credential-based pay differentials.
- LCIFS continuously surfaces anomalies: overtime clustering in specific units, agency utilization above threshold, unfilled shifts driving cost spikes, and credential-gap-driven premium pay.
- Recommends optimal staffing ratios (PPD) by care level and census, balancing regulatory minimums, quality thresholds, and cost targets. Adjusts dynamically as census fluctuates.
- Generates a 13-week rolling labor cost forecast with confidence intervals, enabling proactive budget adjustments and early identification of variance trends.
- Portfolio-level dashboards compare labor cost per resident day, agency dependency, overtime ratios, and PPD compliance across facilities — with drill-down to department and individual level.
- LCIFS supports integration with major payroll providers including ADP, Paychex, Paylocity, and custom payroll systems via API. It ingests pay rate structures, shift differentials, benefit allocations, and tax withholding data to build accurate cost models.
- LCIFS tracks agency utilization at the shift level, compares agency costs against internal staff costs (including overtime), and identifies scenarios where strategic overtime may be more cost-effective than agency placement. It surfaces agency dependency trends and forecasts agency spend based on vacancy and call-off patterns.
Frequently asked questions
- What payroll systems does LCIFS integrate with?
- LCIFS supports integration with major payroll providers including ADP, Paychex, Paylocity, and custom payroll systems via API. It ingests pay rate structures, shift differentials, benefit allocations, and tax withholding data to build accurate cost models.
- How does LCIFS handle agency staffing costs?
- LCIFS tracks agency utilization at the shift level, compares agency costs against internal staff costs (including overtime), and identifies scenarios where strategic overtime may be more cost-effective than agency placement. It surfaces agency dependency trends and forecasts agency spend based on vacancy and call-off patterns.
- Do you publish a forecast-accuracy figure?
- No. We report forecast-versus-actual variance to the operator each pay period across base pay, overtime, agency, differentials, benefits, and on-call, but we do not publish a headline accuracy figure until it has been validated in paid pilots.
- Can LCIFS model different staffing scenarios?
- Yes. LCIFS includes a scenario modeling engine that lets operators evaluate the cost impact of staffing ratio changes, wage increases, benefit modifications, census fluctuations, and agency utilization strategies before committing to operational changes.
https://seniorcre.com/ai-systems/lcifs