Deep Dive
Enterprise Retention Dashboard
ML-driven dashboard to reduce employee turnover
Step 1
The Challenge
High attrition rates were costing the client approx. $50k per departure in rehiring costs.
1
The Challenge
Step 2
The Approach
Trained Random Forest classifier (85% accuracy)
Built interactive React dashboard with Recharts
Integrated with secure HRIS API endpoints
2
The Approach
Step 3
The Impact
Projected $200k savings in first year
Improved manager-employee feedback loops
Data-driven culture transformation
3
The Impact
Results That Matter
85%
accuracy
$200k/yr
savings
+15%
retention
Featured Work
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Hybrid
Enterprise Retention Dashboard
Product Manager & Dev
ML-driven dashboard to reduce employee turnover
500+
Users
Active users
100/100
Performance
Lighthouse score
99.9%
Uptime
Availability
< 2.5s
Load Time
Page speed
Tech Stack:
React
Python
Scikit-Learn
FastAPI
TL;DR