CASE STUDY · CAREERREACTOR · UX RESEARCH

A course people loved,

behind a funnel they couldn’t cross

Client

Role

Researcher · Synthesis & Reporting

Timeline

Dec 2023 – Mar 2024 · ~1 month fieldwork

Methods

Analytics · Usability · Survey (mixed-method)

Team

4 researchers · I owned final synthesis

Scale

9 moderated sessions · 191 responses

As lead researcher on a four-person team, I owned synthesis and final reporting for a mixed-method study of CareerReactor’s free UX course. The throughline was separating two problems that looked like one: a course people genuinely valued, sitting behind a funnel almost nobody finished.

CareerReactor UX Research
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UX Research
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(02)

REFLECTION

What I would carry forward

01

Separate friction from failure

Analytics pointed to a weak course. User research showed the real issue was the enrollment journey. Solving the right problem changed our priorities.

02

Prioritize by impact

A long list of findings doesn't create action. Ranking issues by severity made the roadmap clear and executable.

03

Look for contradictions

The best insights came from conflicting data. Analytics, interviews, and surveys together revealed the real story.

The result

Fix the bottleneck, not the symptom.

The research shifted the team's focus from improving content to repairing the enrollment experience first, giving the team a clear direction for future work.

// the honest limits

What I would validate next.

The findings were directional, but I would validate them further with live A/B tests and post-launch analytics before scaling the solution.

Method

9 moderated sessions
191 survey responses
GA + Inspectlet

What I would add

A/B test the funnel
Track post-launch retention
Mobile session recordings

“The numbers looked like a content problem. The people proved it was an enrolment problem. The real work was telling those two apart, so the team could fix the way in before touching a course that was already working.”

“The numbers looked like a content problem. The people proved it was an enrolment problem. The real work was telling those two apart, so the team could fix the way in before touching a course that was already working.”

Satadal Mazumdar · UX Research Lead · CareerReactor · 2024

Satadal Mazumdar · UX Research Lead · CareerReactor · 2024

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Open to Work

LET’S WORK TOGETHER

I'm currently open to Senior Product Design opportunities where I can work across product strategy, design systems, and design engineering.