Case managers and discharge planners lack real-time risk stratification tools that combine LACE score components with diagnosis cohort data and post-acute care utilization patterns to identify patients at high risk of 30-day readmission before discharge. CMS penalized over 2,500 hospitals in 2023 for excess readmissions under the Hospital Readmissions Reduction Program (HRRP), with penalties reaching 3% of base Medicare reimbursements. Retrospective quality reports surface readmission patterns weeks after the care gap was actionable.
Built For
Quality Director reducing CMS HRRP penalties by improving discharge planning and post-acute care coordination across heart failure, pneumonia, and COPD cohorts
Deploy a pre-trained specialist agent instantly instead of building one from scratch.
Quality Director
Stratifies inpatient census by 30-day readmission risk using LACE components and diagnosis cohort data.
Care Transitions Manager
Optimizes discharge disposition planning and post-acute care referral patterns to reduce readmission risk.
Compliance Analyst
Tracks HRRP performance and models CMS penalty exposure across readmission cohorts.
Analyze 30-day readmission patterns using LACE score components, diagnosis cohorts, and discharge disposition data. Identify care gaps and high-risk patient segments before discharge.
Drag and drop your CSVs and start analyzing right away, with the complex pipelines handled for you.
Ask questions in plain English, get instant answers.
The heart-failure cohort is running an 18.6% 30-day readmission rate against the 15.1% HRRP peer benchmark, and 22 current inpatients carry a LACE score of 11 or higher, driven mainly by short length of stay and prior 6-month ED utilization. Recommend a pharmacist-led discharge follow-up and 48-hour callback for that group; it targets the gap before the next CMS measurement period locks in penalty exposure near 0.8% of Medicare base.