Procurement Risk Dashboard

Decision-Focused Risk & Segmentation Dashboard

This project demonstrates how interactive dashboards can be used to analyze risk, prioritize decisions, and explore trade-offs across categories. Built around a segmentation framework, the dashboard allows users to evaluate items based on multiple dimensions and quickly identify where attention or action is needed.

Although the example focuses on procurement data, the underlying approach can be applied to many domains—such as customer segmentation, portfolio analysis, operational risk, or resource allocation—where decisions depend on balancing multiple factors.

Problem

Decision-making across categories often involves balancing multiple factors such as risk, impact, and constraints. Without clear structure or visualization, it can be difficult to prioritize effectively or identify where attention is most needed.

Approach

I built an interactive dashboard using a segmentation framework to map categories across key dimensions. The dashboard integrates filtering, KPI summaries, and visual comparisons to help users explore trade-offs and identify priority areas.

Outcome

The result is a flexible decision-support tool that makes complex relationships easier to interpret. While demonstrated with procurement data, the same design pattern can be applied to customer segmentation, portfolio analysis, operational risk, or resource allocation problems.

Key Capabilities

• Interactive Segmentation Framework: Visualizes categories across multiple dimensions to support prioritization.
• Dynamic Filtering: Enables users to explore subsets of data and isolate key drivers.
• KPI Summaries: Provides high-level metrics alongside detailed breakdowns.
• Comparative Analysis: Highlights differences across categories, regions, or attributes.
• Reusable Design Pattern: Applicable to any scenario requiring structured decision support and data exploration.