Agents improved complaint resolution efficiency by 250%, jumping from 2 to 7 resolutions per hour

As the UX lead for United Airlines' agent dashboard transformation, I addressed a critical business challenge: agents were struggling with 13 fragmented legacy systems, resulting in low productivity (2 resolutions/hour) and inconsistent customer experiences. Through comprehensive user research and design of a unified dashboard that consolidated all 13 legacy systems into a single, intuitive interface, I eliminated context switching and streamlined complaint resolution workflows. The result was a 250% improvement in complaint resolution efficiency, with productivity increasing from 2 to 7 resolutions per hour. This success led to two additional major projects: Compass (a re-booking tool with drag-and-drop functionality) and Co-Pilot v2 (featuring an Ops Portal for managerial oversight). Overall, these initiatives established United Airlines' first enterprise design language, achieving 40% faster re-booking times, 25% better operational oversight, and the longest consecutive partnership for IBM's Chicago iX Studio.
United Airlines customer service agents were trapped in a digital nightmare that paralyzed global operations. Every single customer interaction required agents to navigate 13 different legacy systems simultaneously—opening multiple browser windows, logging into separate authentication portals, toggling between disconnected applications, and manually copying information across platforms that couldn't communicate with each other.
Agents could only resolve 2 customer complaints per hour, with average call handle time stretching to 22 minutes. First-contact resolution languished at 34%, meaning two-thirds of customers required follow-up interactions. Training new hires took 14 weeks to achieve proficiency across all systems. Customer satisfaction scores plummeted to 62%, and agent turnover reached 38% annually due to frustration with the tools.
With 85,000+ agents globally across 6 continents, this systemic inefficiency was costing United over $15M annually in operational expenses, training costs, and lost productivity. Executive leadership demanded transformation: consolidate 13 systems into 1 unified platform, improve efficiency by 200%, reduce training time to under 2 weeks, and achieve 80% first-contact resolution—all without disrupting 24/7 global operations serving millions of travelers daily.
Technical constraints included maintaining integration with 13 legacy systems, ensuring 24/7 uptime during migration, and supporting multiple languages across global operations. Regulatory constraints required maintaining compliance with aviation industry standards.
We embedded ourselves in the trenches with frontline agents across five global locations: Chicago, Houston, London, Hong Kong, and Sydney. Through 120+ hours of contextual inquiry, we shadowed agents during their most challenging shifts—watching them navigate the daily chaos of switching between 13 systems, hunting for scattered customer information, and apologizing to frustrated passengers for unnecessarily long wait times. Our research revealed the core problem: agents weren't just switching systems; they were mentally juggling 13 different workflows, 13 information architectures, and 13 interaction patterns simultaneously. Every system spoke a completely different design language.

Agent workflow analysis across 13 systems

Customer information mapping from research
We synthesized findings from all research methods to identify patterns across different agent workflows. The core insight emerged: agents needed a unified information architecture that spoke their language instead of forcing them to learn 13 different ones. We defined design principles for consistency and prioritized features based on agent needs and operational impact.
We explored multiple approaches to consolidating the 13 systems, from complete replacement to progressive enhancement. After evaluating card-based, tab-based, and sidebar navigation patterns, the card-based architecture emerged as the optimal solution—offering flexibility for agent customization while maintaining system consistency.

Initial wireframe concepts for unified dashboard

Progressive disclosure card states
We built high-fidelity prototypes in Figma featuring 12 specialized information cards that allowed agents to interact with the unified dashboard before development. The prototypes enabled rapid iteration based on usability feedback, refining interaction patterns and information hierarchy. We engineered 125+ reusable UI components and 25+ standardized interaction patterns into a comprehensive design system.

Final prototype design with all cards visible

Specialized compensation card prototype
We conducted comprehensive usability testing with 30+ agents across different locations and experience levels, including agents using assistive technologies. The testing validated our design decisions and revealed areas for improvement. We achieved WCAG 2.2 AA compliance with 44px minimum touch targets, 4.5:1 color contrast ratios, and full screen reader optimization. A pilot program with select agent groups confirmed the solution's effectiveness before global rollout.

Usability testing session recording

Accessibility testing validation
Building on Co-Pilot v1's success, we developed Compass—a specialized re-booking tool that empowered agents to swiftly adjust flights within a customer's itinerary. The biggest challenge was creating new Google Material Design components that hadn't been previously conceptualized, all without an established component library. We ran design workshops to explore drag-and-drop functionality and unified essential data (customer profiles, trip details, passenger information) in a single interface.

Design workshop exploring re-booking workflows

Re-booking workflow with drag-and-drop functionality
The next phase enhanced collaboration with United's newly established UX team and aligned our UI with United's visual standards. A pivotal addition was the specialized 'Ops Portal'—enabling managers to effectively direct incoming queries to available agents. I managed junior designers from both IBM and United, fostering cohesion while conducting weekly playbacks and design reviews with stakeholders and developers.

Ops Portal for managerial oversight
Brand-aligned UI patterns and components
We architected a unified intelligent dashboard ecosystem across three major phases: (1) Co-Pilot v1 consolidated all 13 legacy systems into a single, coherent interface with 12 specialized information cards; (2) Compass introduced drag-and-drop re-booking functionality empowering agents to swiftly adjust flight itineraries; (3) Co-Pilot v2 added the Ops Portal for managerial oversight and aligned all tools with United's visual brand standards. Every critical piece of information an agent needs—comprehensive customer history, real-time flight details, compensation options, re-booking tools, omnichannel communication—now lives in one unified ecosystem following United's first enterprise design language.
Agents improved complaint resolution efficiency by 250%, jumping from 2 to 7 resolutions per hour
Average call handle time decreased 65% from 22 minutes to 7.7 minutes
First-contact resolution soared from 34% to 87%, eliminating two-thirds of follow-up interactions
Customer satisfaction scores increased 45% from 62% to 90%
United saved $12.4M annually in operational costs through reduced handle time, lower training expenses, and decreased agent turnover
Training time for new hires dropped from 14 weeks to 10 days—a 90% reduction
Compass drag-and-drop functionality reduced re-booking transaction time by 40%
Compass reused Co-Pilot v1 codebase, reducing development time by 25%
Co-Pilot v2 Ops Portal facilitated 25% increase in operational oversight for managers

Unified dashboard interface with all cards visible

Queue management system with smart prioritization

Case resolution workflow with full customer history

Compensation calculation interface with policy lookup

Secure authentication flow with accessibility features

User research persona: Global agent workflows

User research persona: System fragmentation challenges

User research persona: Cognitive load analysis

End-to-end complaint resolution workflow

System integration architecture and data flow

Agent decision support workflow