Brilliant · STEM E-learning · 2025
Reducing the cognitive friction that makes learners quit halfway.
Overview
Leading research on a live B2C product.
I led UX research on a strategic redesign of Brilliant, a B2C SaaS platform for interactive STEM learning. The work added adaptive AI-assisted review and a real-time scaffolding system to cut the cognitive friction that loses non-technical learners.
- Timeline
- 1 month
- Roles
- UX Research
Visual Design
Prototyping - Team
- Qiling Chen
Minwei Wu
Heer Patel
Noa Heilveil - Tools
- Figma
Adobe XD
Google Form
After Effects
01
Calendar Goal
02
Overview
03
Ask Koji
04
In Review
Research & Insights
Where the current product loses people.
Forum discussions and user feedback gave us two problems to test.
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Planning our approach
Step 01
Competitive audit
I split the field into direct and indirect competitors, then scored every platform against the same criteria.
Step 02
Interview
12 university students, 218 data points. 15–30 minutes each. We performed thematic coding on the transcripts, tagging every sentence of individual user needs.
Step 03
Persona & Emotional Journey Map
Ideation
Sorting users’ needs.
How might we?
Brainstorming
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Prototype
Four features, answering the three questions.
New features’ user flow
Sketch to mid-fidelity


High-fi demonstration
Each of the four features, running in the working prototype.
Feature 01
Calendar Goal & Reminder
Set a goal time in the calendar and get reminded, so study becomes a routine.
Feature 02
Overview & Pre-test
A knowledge pre-test and a clearly structured curriculum, so learners spend time on what is actually right for them.
Feature 03
Ask Koji, the in-course chatbot
A Q&A button and note-taking built into the lesson, so no question has to be left for later.
Feature 04
In Review: goals and mistake correction
Set goals for each day and week to establish a routine and earn rewards; collect and review mistakes at any time, so the effort of reviewing stops outweighing the benefit.
Test
Six users against four prompts.
- Scale
- 6 Users pilot tested our digital features against different information architecture.
- Goal
- To understand pain points of university students while using Brilliant and other e-learning platforms.
The redesign tested well on comprehension and less well on completion. Learners understood what each feature was asking of them and still stalled partway through. So the structure holds: the calendar, the pre-test, the chatbot and the review log each landed as intended. What the next round owes them is fewer steps between intent and done.
Reflection
What I learned, and what could be better.
This was my first opportunity to apply a structured research framework in a real design context. It strengthened my ability to translate qualitative insight into clear design direction, and working on an existing product taught me to identify gaps and prioritise within real constraints.
A compressed timeline limited cross-team coordination during prototyping, so the visual language was not fully standardised. Next time I would protect the final production stage and establish clearer design ownership earlier.

