Case study · SudoStudy

Protecting students’ cognitive energy

How I turned a cluttered EdTech platform into one that respects how students actually think, and grew monthly active learners by 66%.

RoleSole product designer
ScopeResearch → final UI
ShippedMarch 2025
Team1 PM · 2 engineers · me
SudoStudy practice screen: Practice physical quantities and units, with difficulty levels and topic progress
Overview

A product full of value that was too tiring to use

SudoStudy helps 50,000+ students practise for exams. They showed up motivated and left drained: the platform offered everything at once, with nothing telling them where to begin.

As the only designer, working with a PM and two engineers, I owned the redesign end to end, from interviews and analytics through wireframes, testing and final UI. One rule guided every call: each decision had to protect a student’s mental energy, not spend it.

+66%

monthly active learners in the 12 weeks after launch.

−27%

screens needed to reach a task across core workflows.

−31%

first-session drop-off in the 30-day cohort.

Initial observations

Students were leaving before their first question

Almost a third of new users (31%) left without attempting a single practice question. They didn’t lack interest, and the product didn’t lack value. Getting to that value simply cost too much effort.

A learning labyrinth

The dashboard laid every option out side by side: subjects, filters, reports and notifications. With no clear first step, students hit decision paralysis before any learning began, and many drifted around the dashboard and logged out.

The original SudoStudy dashboard: a long grid of subjects grouped by A Level, IGCSE and GCSE, with no clear starting point
I’d log in, scroll around, and log out. I didn’t even know where to start.SudoStudy student, research interview
Research

Mapping where the energy went

I ran 12 interviews across three learning stages and 5 moderated usability tests, mapped 450+ drop-off points in PostHog over six weeks, and benchmarked three competing EdTech platforms. Three friction patterns kept coming back.

Decision paralysis

Every option appeared at once, so students overloaded before starting. 31% wandered the dashboard and left without opening a lesson.

The forgetting loop

Nothing showed progress, so every return felt like starting over. Without an unfinished task pulling them back, students finished modules and never came back.

Interface as bottleneck

Irrelevant buttons and alerts carried a hidden cost to ignore. In 34 of 48 sessions, students hesitated before touching the material at all.

Every time I came back, it felt like I was starting from scratch.SudoStudy student, research interview
Discovery

We assumed students couldn’t find content. They found it fine. How might we stop draining them before they ever start?

Design decisions

Five overhauls, ordered by impact

Each change followed the same idea: take a decision away from the student wherever the product could make it for them.

01

One path into the product

Sign-up used a two-path modal with competing buttons. I replaced it with a single linear flow: headline, email, password, start. The issue wasn’t how the choice was designed, but that there was a choice at all. In five tests, no one hesitated on the first screen, and first-session drop-off fell by 31%.

Old flow: Landing splits into Start for Free and Try without sign up, leading to a Get Started modal and the dashboard
Before: two competing calls to action
New flow: Landing to Sign In, then select student or teacher, subjects and schools, ending at a smart dashboard
After: one clear next step
02

Route by intent, not content

43% of users clicked through three or more irrelevant screens before their first task. A single question, “What are you here to do today?”, now sends them straight to the right place. My first version routed by content type, but testing showed students think in goals. First-session task completion rose 40%.

03

From a long list to a GPS

The dashboard became three answers side by side: what’s due, how am I doing, and am I keeping it up (assigned quizzes, colour-coded subject health and a streak). Each subject card has one action, “Start studying”. Students now reach a task in under two taps instead of four, and find tasks 27% faster.

Earlier dashboard: every subject listed by exam level, A Level, IGCSE and GCSE, with no next step
Before: organised by subject
Redesigned dashboard: assigned quizzes, subject health scores and a weekly streak, above subject cards with Start studying buttons
After: organised around what to do next
04

Start practice from your weakest area

Practice used to start with manual setup: difficulty, year range, exam board and a stack of topics. Now it starts from your weakest area. The filter sidebar became a progress map with Health and Coverage scores, multi-select became single-select, and questions run in a numbered sequence with Back and Next. Sessions longer than 20 minutes rose 22%. Multi-topic practice is parked as a future advanced mode.

Earlier entry point: a long grid of every subject by exam level, before any practice could start
Before: set everything up before practising
Redesigned practice screen: difficulty level, topics with Health and Coverage scores, one question at a time with numbered Back and Next navigation
After: start from your weakest topic
05

Five progress screens become one

Students used to piece their progress together from five screens. One view now shows an overall score, Health and Coverage scores, and recommended topics you can practise in one tap. A difficulty filter I tried first was ignored, because students wanted relevance, not ranking. Cutting 30% of the UI made the remaining 70% work twice as hard. Detailed topic stats now sit in a scrollable table.

Old Physics pages: separate Practise, Topical, CIE Yearly, Assigned and Reports tabs, with red-green bars per topic
Before: progress split across tabs and reports
New Physics dashboard: overall score, Health and Coverage scores, recommended topics and a topic insights table with Practice links
After: one view with a clear next step
Final delivery

Small cuts that added up

The redesign shipped in March 2025 and still underpins the product. Fewer drop-offs, faster navigation and more return visits compounded into a 66% lift in engagement, as the platform grew from 50,000+ to 55,000+ students.

+40%

first-session task completion with intent-based routing.

+22%

practice sessions running longer than 20 minutes.

55k+

students on the platform after launch, up from 50k+.

Final SudoStudy practice experience
Reflection

What I’d carry forward

Test before you polish

I spent three weeks refining dashboard layouts before showing students anything. Both versions looked cleaner and neither mattered, because students wanted direction, not better organisation. Fast feedback beats high fidelity.

Protect attention, don’t compete for it

Most products fight for attention, but learning products have to guard it. Every feature costs some focus, and the best work on this project was what I took away.

More work

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