Sayer Bin

Healthcare Analysis – Case Study | Sayer Bin Shafi
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Power BI · Case Study

Healthcare Analysis

A patient analytics dashboard for a healthcare network tracking admissions, length of stay, readmission rates, and department-level performance across multiple facilities.

ToolPower BI
IndustryHealthcare
Duration3 Weeks
RoleData Analyst
Healthcare Analysis
📋 Project Overview

Built a HIPAA-conscious operational dashboard for a regional hospital network. The dashboard supports clinical operations managers in monitoring patient flow, bed utilization, and readmission risk — replacing paper-based weekly reports.

🎯 Objectives
  • Track daily admissions, discharges, and bed occupancy in near real-time
  • Calculate 30-day readmission rate by department and diagnosis group
  • Identify departments with longest average length of stay (ALOS)
  • Build department head scorecards with drill-through capability
📊 Key Findings
🏥
87%
Peak Bed Utilization
ICU consistently above 85% — flagged for capacity planning.
🔄
14.2%
Readmission Rate
Cardiology dept 4% above network average.
⏱️
4.8 Days
Avg Length of Stay
Surgical ward 1.2 days above clinical benchmark.
📋
14
Clinical KPIs
Tracked across 6 departments and 3 facilities.
⚙️ My Process
1
Data Governance
Worked with IT to de-identify patient data per HIPAA guidelines before ingestion.
2
SQL Extraction
Wrote SQL queries to extract admission, diagnosis, and discharge records from hospital EHR.
3
Power Query Transform
Joined admission and discharge tables, calculated LOS, flagged readmissions within 30 days.
4
KPI Development
Built 14 clinical KPIs: ALOS, Readmission Rate, Bed Utilization, Discharge Efficiency.
5
Department Scorecards
Created drill-through pages per department with monthly trend and benchmark comparison.
💻 DAX Highlights
-- 30-Day Readmission Rate
Readmission Rate =
DIVIDE(
    COUNTROWS(FILTER('Admissions',
        'Admissions'[Is30DayReadmit] = TRUE())),
    [Total Admissions], 0
)

-- Average Length of Stay
ALOS =
AVERAGE('Admissions'[Length Of Stay Days])
🏆 Outcomes & Impact
Results Delivered
14
Clinical KPIs
6
Departments
3
Facilities
  • Cardiology identified readmission drivers — follow-up protocol updated
  • ICU capacity planning initiated based on utilization data
  • Dashboard used in weekly operations review by all 6 department heads
Interested in Similar Work?

Open to data analyst and dashboard roles. Let's build something impactful together.

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