Making UX measurable through operational metrics

Turning design from a service into a system tied to delivery outcomes.

Work Delivered:

Metrics Architecture
DesignOps
UX Strategy
System Design
Cross-functional Alignment
Delivery Predictability

Making UX measurable through operational metrics

Turning design from a service into a system tied to delivery outcomes.

Work Delivered:

Metrics Architecture
DesignOps
UX Strategy
System Design
Cross-functional Alignment
Delivery Predictability

Making UX measurable through operational metrics

Turning design from a service into a system tied to delivery outcomes.

Work Delivered:

Metrics Architecture
DesignOps
UX Strategy
System Design
Cross-functional Alignment
Delivery Predictability

Industry

Industry

EdTech, K–12 SaaS

EdTech, K–12 SaaS

Headquarters

Headquarters

Atlanta, GA

Atlanta, GA

Founded

Founded

2018

2012

Company Size

Company Size

250+ employees

101-250

Key Markets

Key Markets

U.S. K–12 Districts

U.S. K–12 Districts

Growth Stage

Growth Stage

Series B Growth Investment

Series B Growth Investment

Use case

IT, asset, facilities, and HR workflows

IT, asset, facilities, and HR workflows

Highlights

  • +31% improvement in workflow speed

  • −35% reduction in rework

  • +20% increase in component reuse

  • UX tied directly to delivery metrics and leadership reporting

Overview

The UX team was producing strong work, but it was invisible at the system level.

Leadership could not see how design impacted delivery. Product and engineering could not quantify where design was saving time or reducing friction.

Without visibility, UX was treated as a service.

The goal was to make it measurable.

Understanding the Problem

The issue was not output. It was the lack of a shared model.

  • UX impact was not quantified

  • No visibility into workflow efficiency

  • Design system adoption was not tracked

  • Rework patterns were not visible

  • No connection between UX and delivery outcomes

Design existed. Measurement did not.

Strategic approach

The approach was to build a metrics system, not a dashboard.

Connecting UX to delivery

I introduced a UX performance framework that translated design activity into operational signals.

Workflow speed, component reuse, and rework became measurable inputs.

Data was normalized by time and capacity, allowing trends to be tracked instead of snapshots.

These metrics were brought into product and engineering discussions, aligning UX with how delivery was already evaluated.

The system created a shared language.

Principle: When UX is measurable, it becomes part of how products are built.

Key Initiatives

UX performance framework

There was no consistent way to evaluate design impact.

What I did

  • Defined key metrics tied to delivery outcomes

  • Tracked workflow speed across projects

  • Established a structure for measuring UX performance over time

What changed

  • UX work became visible in operational terms

  • Leadership could evaluate design alongside engineering

  • Decisions became grounded in data

Design system adoption and reuse tracking

Component reuse was not measured, leading to duplication.

What I did

  • Tracked design system usage across teams

  • Measured reuse rates and identified gaps

  • Connected reuse to efficiency and time saved

What changed

  • Component reuse increased

  • Design and engineering worked more consistently

  • Less time spent rebuilding existing patterns

Rework and workflow analysis

Rework existed but was not quantified.

What I did

  • Identified patterns in design-related rework

  • Mapped inefficiencies across workflows

  • Brought those insights into planning discussions

What changed

  • Rework decreased

  • Teams addressed issues earlier in the process

  • Delivery became more stable

Additional improvements

  • Unified UX, product, and engineering around shared metrics

  • Improved prioritization through visibility into inefficiencies

  • Created repeatable reporting for leadership

  • Strengthened DesignOps infrastructure

Cross-Functional Collaboration

Partnered closely with product and engineering leadership.

Integrated UX metrics into existing delivery conversations.

Aligned design evaluation with how teams already measured success.

Financial Impact & Business Enablement

UX moved from invisible to essential.

The system made it clear where design improved speed, reduced waste, and strengthened delivery.

Design was no longer a support function. It became part of how the product operated.

  • 31% faster workflow speed

  • 35% reduction in rework

  • 20% increase in component reuse

  • Improved delivery efficiency without additional headcount

Takeaway

Visibility changes value. When teams can see the impact of design, they build around it.

Role

Director of UX

Designed and implemented the UX metrics architecture. Connected design work to delivery outcomes, introduced measurable performance signals, and aligned UX with product and engineering operations.

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A better system makes everyone’s day less stupid. Clarity pays for itself.