Challenge
The client, a multi-facility healthcare provider, was managing thousands of surgical inventory SKUs across departments with limited visibility into utilization patterns, vendor performance, and stock availability. Manual tracking processes led to frequent stockouts of critical “never-out” surgical items and costly overstocking of high-value implants. Additionally, variations in surgeon preference cards and pricing inconsistencies across vendors created significant cost inefficiencies and operational risks.
Industry
Healthcare – Surgical Supply Chain & Hospital Operations
Objective
AffinityCore partnered with the client to design and implement an interactive analytics platform that:
- Consolidated multi-year procurement and inventory data into a unified system
- Provided transparency into surgical spend across vendors, specialties, and facilities
- Enabled real-time monitoring of inventory levels for critical surgical supplies
- Identified cost-per-case variations across surgeons and procedures
- Automated reporting to support faster procurement decisions and audit readiness
The goal was to reduce manual effort, improve transparency, and enable faster risk identification.
Approach
• Integrated 500k+ procurement records representing over $250M in annual surgical spend
• Modeled relationships across vendors, SKUs, surgical specialties, and practitioners
• Analyzed cost-per-case utilization patterns to identify high-expense procedures
• Detected pricing variance across vendors for identical products
• Developed dashboards to monitor inventory turnover, vendor reliability, and stock risks
• Implemented alerts for low stock levels and upcoming product expirations
Implementation:
Data Preparation:
Standardized disparate vendor catalogs and consolidated 100% of internal procurement datasets into a unified data model.
Analytics & Visualization:
Developed interactive dashboards with heatmaps, trend analysis, and utilization metrics to provide actionable insights for supply chain teams.
Automation & Alerts:
Implemented threshold-based alerts for inventory shortages and expiring high-value items, along with automated reporting pipelines for surgical leadership.
Operational Integration:
Enabled supply chain managers to generate on-demand vendor performance and procurement reports aligned with existing workflows.
Expertise Provided by AffinityCore
Front-End: Tableau / Power BI for interactive dashboards and visualization
Back-End: Snowflake / Cloud Data Warehouse for scalable data processing
Healthcare Supply Chain Analytics
Spend Analytics & Cost Optimization
Inventory Management Optimization
Vendor Performance Analytics
Healthcare Data Integration & Compliance
Automation & Reporting Pipelines
Results
Data Coverage:
Analyzed over 500,000 procurement records representing $250M+ in annual spend
Risk Detection:
Flagged 1,800+ physicians with annual payments above $50K; detected 580+ high risk drug-related payments
Regional Supply Bottleneck Detection:
Highlighted regional supply bottlenecks across facilities representing 60% of volume
Expiry Risk & Waste Prevention:
Prevented approximately $150K in potential waste by flagging 1,200+ expiring high-value items
Cross-Vendor Pricing Variance:
Detected 340+ pricing variance instances across vendors for identical SKUs
Inventory Audit Efficiency Gains:
Reduced inventory audit time from 30+ hours per week to under 3 hours per month (92% reduction)
Automated Reporting & Performance Dashboards:
Delivered 100% automated reporting pipelines with 10× faster vendor performance reporting
