Design Portfolio

- User Research
- Facilitation
- Design Strategy
- Data Visualization
LiveRamp Data Collaboration and AdTech


Identity Engine - Product Overview
A platform for enterprise data unification utilizing mixed methods of identity resolution to create a consolidated view of customers. Users were enabled to produce their own 1st party identity graph in hours with as many as 1 billion records.
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Design Sprint
User Research
Service Design
Design Strategy
Identity Engine - Graph Metric Dashboards
A suite of dashboards developed for in-application review of key metrics for each graph build and across time. Provides insights into data preparation, resolution, and export phases to enable iterative graph improvement.
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Cognitive Walkthrough
User Research
Data Visualization

Identity Engine - Resolution Rules + Machine Learning
The core of the Identity Engine product, the logic that unifies disparate data into entities. This includes deterministic, probabilistic, and machine learning resolution methods. Several iterative improvements are shown across development cycles.
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Entity Resolution
Usability Testing
Machine Learning
Iterative Design



EMBER - Intelligent Diagnostics
Cross-platform product for fired heater management in industrial facilities. Provides expert guidance on best practices utilizing first principle and machine learning algorithms performed on real-time data.
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Machine Learning
Contextual Inquiry
Mobile + Desktop

Hydraulic Modeler + Tuner
A desktop application that provides the ability for industrial process engineers to model air duct networks that supply fired heater burners. Users are able to run computational fluid dynamic (CFD) data to tune the model. This tool is used in the onboarding process of EMBER.
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Combustion Engineering
Internal Tools
Iterative Design
