Digital Mindset Prediction Tool & Transformation Assessment
AI-driven organizational readiness tool using Lasso Regression to evaluate behavioral, organizational, and demographic metrics for digital transformation.
Problem and Solution Breakdown
🎯 The Engineering Problem
Enterprises struggle to quantify employee and organizational readiness when planning large-scale technology transformations and digital adoptions.
💡 Architecture Solution
Implemented an L1-regularized Lasso Regression assessment model analyzing 30 behavioral and demographic variables with automatic feature selection.
Key Features & Measured Impact
- ✦L1-regularized Lasso Regression model trained on 30 behavioral & demographic features.
- ✦Categorizes digital transformation readiness (Digital Laggard to Digital Innovator).
- ✦Interactive Plotly gauge charts, score breakdown analytics, and custom weighted scoring fallback.
📊 Measured Outcome:
Delivered instant readiness categorization across four tiers (Digital Laggard to Digital Innovator) with interactive Plotly gauge visualization.
🛠️Technologies & Frameworks
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