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UX Research Case Study · 2026

Making the Invisible Understandable

Improving clarity in a connected automotive profile experience by evaluating how users understand profiles, account connection, and synchronization behaviors.

Profile
Account
Connection
Sync
Settings
System
Clarity

A functional system still needed clearer communication.

An existing profile experience allowed users to manage preferences, connect an account, and synchronize selected settings. My role was to evaluate an early prototype, identify usability risks, and recommend improvements before product decisions were finalized.

Role UX Researcher / User Testing Lead
Methods Expert Evaluation, Think-Aloud, Heuristic Review
Participants 5 UX / HMI Experts
Focus Profiles, Account Connection, Synchronization, Feedback

The UI was visible. The system logic was not.

Participants could complete many tasks, but opportunities emerged to make the system behavior easier to understand. The experience needed to better communicate what information belonged to a profile, what changed after account connection, and which settings were synchronized.

Hidden System Logic Profile, connection, sync rules
Unclear Mental Models Users infer what happens
Increased Cognitive Effort More interpretation required
Opportunity for Clarity Better labels, grouping, feedback

Participants completed tasks, but the experience could better explain itself.

I evaluated task-based scenarios including switching profiles, connecting accounts, managing synchronization, setting privacy controls, interpreting feedback, and navigating profile-related workflows.

Profile ownership needed distinction

Participants needed clearer cues to understand which settings were personal, shared, or eligible for synchronization.

Connection needed more context

The action was understandable, but the benefit and outcome of connecting an account could be communicated more clearly.

Sync expectations varied

Some participants assumed all settings would synchronize, revealing a need to clarify scope and behavior.

System status could be more visible

Persistent indicators could help users understand connection state, synchronization state, and completion of recent actions.

Navigation introduced extra effort

Redundant actions, additional steps, and unexpected back behavior created opportunities for flow simplification.

Clarity improved product quality

Expert feedback helped identify refinements that could make the final experience more intuitive for end customers.

The goal was not to add more features. It was to communicate existing behavior clearly.

The evaluation reframed the opportunity from interface fixes to mental model alignment. Profiles, account connection, and synchronization needed to be separated, explained, and supported with clearer system feedback.

Before: Ambiguous System Behavior

Profile, connect, and sync felt closely tied together, requiring users to infer outcomes.

Profile Settings
Connect
Sync
Current State

After: Clearer Mental Model

Connection and synchronization are treated as separate concepts with clearer choices and feedback.

Personal Profile
Connect Account
Choose What Syncs
Persistent System Status

Make system behavior visible

Clarify what is personal, shared, and synchronized.

Separate connection and sync

Treat account linking and data movement as distinct decisions.

Show system status

Communicate the current state of connection, sync, and recent actions.

Clarify value

Explain what users gain after taking each action.

Concept screens — anonymized for portfolio use.

These screens use generic labels and neutral styling to illustrate design direction. All proprietary details, branding, and platform specifics have been removed in line with NDA requirements.

● Connected

Profile Overview

Surface ownership and current state before users make changes.

Personal Preferences Saved to this profile
Shared Settings Available across users or contexts
Sync Settings 3 selected items eligible for sync

Connect Account

Explain the value of connecting before asking users to continue.

What happens when you connect? Access selected preferences across supported experiences.
What stays separate? Synchronization is managed in the next step.
Continue
● Sync available

Choose What Syncs

Turn synchronization into an explicit and understandable choice.

Display Preferences Sync across supported experiences
Audio Settings Sync across supported experiences
Privacy PIN Keep local only Local

Expert feedback helped refine the experience before broader product decisions.

The evaluation identified opportunities to improve information architecture, system feedback, navigation efficiency, and communication of profile-related behaviors.

Identified Gaps in system understanding
Reframed Usability issues into mental model opportunities
Recommended Clearer grouping, labels, and persistent feedback
Supported A more intuitive end-customer experience
Complex systems become easier to use when their behavior is clearly communicated.

This project reinforced that a successful experience is not defined only by whether users can complete a task. It also depends on whether users understand what the system does, why it matters, and what happens next.

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