Role
Impact
Overview
Numerade’s platform had successfully built a massive learning ecosystem around homework help and AI tutoring. However, the experience remained largely solo. Students could watch explanations, upload problems, or chat with AI, but the platform lacked a fun, social learning layer that encouraged collaborative studying.
Study Party was designed to introduce synchronous low pressure study sessions that made learning feel social without forcing participation.
The goal was to shift students from passive consumption to active, shared learning experiences.
What I owned
Led the end-to-end product design for Study Party, translating behavioral insights into a lightweight real time social study experience. Because Study Party functioned as a distinct product layer within Numerade, I designed both the interaction model and a dedicated visual system that differentiated the experience while still integrating with the broader platform.
• Defined the product experience and interaction strategy for real time study sessions
• Synthesized research insights and translated them into design principles for social learning
• Designed the full user journey from discovery to joining to participating & repeat engagement
• Built a distinct visual identity and component system for Study Party, separate from Numerade’s core product UI
• Created reusable UI components and states for rooms, reactions, study timers, leaderboards, and presence indicators
• Scoped the MVP with PM and engineering to balance engagement goals with engineering constraints
• Rapidly iterated on the experience based on behavioral data and user feedback after launch
Objectives → Design Framing
Increase participation in collaborative learning
How might we help students study together without creating social pressure or awkwardness?
Reduce friction at the point of entry
How might we make joining a study session feel as easy as clicking play on a video?
Encourage longer study sessions
How might we create an environment that motivates students to stay focused and engaged?
Support different study styles
How might we accommodate both social learners and students who simply want quiet accountability?
Key Constraints & Tradeoffs
Small Design team
We needed to move quickly and validate the concept early.
Limited engineering bandwidth
The solution needed to work within Numerade’s existing infrastructure.
Unproven feature category
Social learning was new for the platform, so the MVP had to demonstrate value quickly.
Risk of building a Discord clone
We needed to avoid creating a complex community platform that would slow development and moderation.
Research Inputs
• Drop off patterns during AI sessions
• Social feature engagement data
• Time of day study trends
• Exit surveys
• 1:1 student interviews
Insight
Design Implication
Students want community, but fear awkwardness.
Low Pressure participation and passive presence options
Students didn’t want rigid commitments.
Instant drop-in access
Empty rooms felt discouraging.
Visible activity and momentum
Many students wanted quiet accountability.
Reduced friction at entry
Key Observations & Strategy
Key Observations
Many existing platforms leaned heavily toward:
• feature depth
• public visibility
• structured participation
Live Sessions often felt
• performative
• scheduled
• socially demanding
Students frequently had to navigate complexity before they could actually start studying.
Strategic Design Direction
Rather than replicate community platforms, I focused on designing a low friction study environment.
Key priorities included
• instant access
• visible activity
• lightweight interaction
The goal was not to build a social network, but to make studying together feel effortless.
How Objectives translated to Features
Reducing Friction to Join
Why?
Interest was high, but many students dropped off before entering a room.
Design decisions
• Instant join rooms
• Auto generated topics
• Visible participant count
• Clear active status indicators
Tradeoff
We sacrificed deeper customization early on to prioritize speed to entry.
Lowering Social Anxiety
Why?
Students wanted accountability without feeling forced to interact.
Design decisions
• Quiet mode rooms
• Optional video and audio
• Lightweight emoji reactions
• Behavioral cues in UI copy
Tradeoff
We limited expressive social features like DMs or detailed profiles to reduce complexity and moderation overhead.
Increasing Engagement Time
Why?
Joining a room wasn’t enough, students needed reasons to stay.
Design decisions
• Study timers
• Visible streaks
• Micro interactions like reactions and prompts
Tradeoff
We intentionally avoided heavy gamification until core behaviors were validated.
Iteration & Learning
Video Felt intimidating
Students were hesitant to join video calls with strangers.
What changed?
• Full control over video and audio
• Participation became optional
• Introduced avatars, reactions, and chat
Impact
Lowered social pressure and increased comfort during entry.
High Drop off
Nearly 50% of users exited shortly after entering a room
What changed?
• Displayed a study question immediately
• Allowed users to shuffle between rooms
Impact
Improved join completion by 22%.
Not Everyone wanted to chat
Many students preferred quiet accountability rather than conversation.
What changed?
• Introduced asynchronous-first study flow
• Social interaction became optional
Impact
Average session duration increased 18%.
Solution
Main Screens
Home
Students can instantly join active study parties or sessions created by friends. The focus is speed and momentum and minimizing the steps between intent and participation.
Browse
Students can explore study parties by subject or activity. While Home prioritizes speed, Browse supports discovery.
Joining a party
Before Joining
Students see the topic, participants, format, and time in the current study block, so they know what they’re walking into. Multiple choice quiz mode creates an engaging, low-pressure way to test knowledge as a group.
Inside the party
The experience prioritizes presence without pressure. Students interact through avatars, chat, reactions and quiz participation. Shared topics keep everyone aligned while maintaining flexibility in how they participate.
Creating a party
Solo Party
A personal accountability session using timers and streaks.
Group Party
A collaborative session where friends or classmates can join.
Leaderboards
Leaderboards introduced friendly competition across three levels. There is global rankings, school rankings and a inter-school competition. These mechanics reinforced motivation while maintaining an academic focus.
Video Prototype
Outcome & Impact
Engagement
+35% increase in students joining at least one study party per week after introducing Quick Join.
Group sessions generated 2× more repeat participation compared to solo sessions.
Motivation
Leaderboard participants showed 45% higher streak retention.
3 out of 4 students reported that competition made studying more enjoyable.
Retention
60% of users who added their school details returned for another session within 3 days.
If I had more time…
Onboarding Experience
Introduce a lightweight setup flow where students choose subjects, study formats, and preferences.
Expanded Study Modes
Additional formats such as flashcards, pomodoro focus rooms, fill in the blank quizzes and collaborative whiteboards
Smarter Recommendations
Personalized suggestions based on study habits, subjects, and participation history.
What this project says about me
Study Party reflects how I approach product design, by starting with behavioral insights rather than features.
Instead of building a complex social platform, I focused on reducing psychological friction and designing interactions that support real study habits.
This project highlights my strengths in:
• behavior driven product design
• simplifying complex interaction spaces
• balancing social engagement with user comfort
• designing lightweight systems that scale
Conclusion
Study Party transformed studying from a solitary activity into a flexible, shared experience. By focusing on low friction entry, visible activity and optional interaction, the product created an environment where students could collaborate without social pressure.
The project reinforced an important principle: meaningful engagement often comes from removing barriers rather than adding features.
