Role
Impact
Overview
Numerade's platform thrives on providing students with valuable academic resources, yet engagement and content contributions have remained a challenge. To address this, the team proposed the feature Study Groups. This initiative was designed to offer students a collaborative environment where they could discuss academic topics, share resources, and seek support, ultimately increasing user engagement and content uploads.
What I owned
Led end-to-end design for Study Groups, translating high level business and learning goals into a scalable student collaboration experience.
Owned research synthesis, experience strategy, feature prioritization, and interaction design.
Partnered closely with PM and engineering to balance learning outcomes, safety, and speed to market constraints.
Objectives → Design Framing
Foster collaboration among students
How might we help students ask for help and learn together without creating chaos, spam, or off topic noise?
Increase active user engagement
How might we move students from passive consumption (watching answer videos) to active participation (asking, responding, sharing)?
Encourage content sharing
How might we enable sharing valuable academic materials while maintaining quality, trust, and moderation at scale?
KPIs & Measurement Strategy
Engagment KPIs
Why this mattered
Study Groups aimed to shift students from passive consumption to active learning. Without participation, the feature wouldn’t succeed.
What was measured
Daily participation in collaborative actions (messages, replies, uploads)
Average time spent in Study Groups
Why was engagement chosen?
These metrics would validate whether the design lowered the barrier to contribution and encouraged active behaviors, serving as early indicators of value before long term retention data.
Retention KPIs
Why this mattered
Study Groups needed to increase platform stickiness beyond just homework help.
What was measured
Return rate of users who joined a Study Group
Frequency of repeat participation
Why was retention chosen?
Retention would show whether collaborative learning became part of users’ regular study routines rather than a novelty.
Adoption KPIs
Why this mattered
Broad adoption was required for Study Groups to meaningfully impact Numerade’s ecosystem.
What was measured
Percentage of active users engaging with Study Groups
Feature discovery and first time interaction rates
Why was adoption chosen?
Adoption would confirm the experience was intuitive, discoverable, and valuable beyond a small power user group.
Research Inputs
Qualitative insights from student interviews and usability testing
Behavioral data showing dropoffs after content consumption
Existing Numerade usage patterns (solo study, transactional Q&A)
Competitive patterns from Discord, Slack, Reddit study communities
Insight
Design Implication
Students want help now, not later →
Prioritize real time chat over async forums
Large, open groups quickly become noisy →
Start with smaller, topic based groups
Fear of asking “dumb” questions is real →
Design low friction, informal chat experiences
Trust matters when sharing notes/exams →
Strong moderation & clear group ownership needed
Competitive Patterns
Behavioral Data
Student Interviews
How Objectives translated to Features
Key Constraints & Tradeoffs
Engineering Bandwidth →
Scoped MVP features to validate behavior before expanding
Moderation Scalability →
Reused existing design system components to move faster
Existing Numerade Architecture →
Designed extensible interaction patterns that could evolve
Risk of launching an unproven feature →
Prioritized features that changed behavior, not just UI
User Flow Mapping
Component Library & System Thinking
Study Groups required a scalable component system to support real-time collaboration. I designed reusable components for chat, reactions, threads, uploads, content previews, moderation, and system states, all built to integrate seamlessly with Numerade’s existing design system.
Rather than designing one-off screens, I focused on composable components that could scale across different group types, reduce future design and engineering overhead, and enable faster iteration without sacrificing consistency.
Tradeoffs & Constraints
To ship quickly and responsibly, I prioritized a focused set of interactions over feature completeness, accepted higher moderation complexity to enable real-time engagement, and optimized for extensibility rather than visual novelty. These decisions allowed us to validate core collaboration behaviors early while leaving room to evolve the system based on real usage.
Solution
Explore Study Groups
Search Bar
Users can search for any study group by entering keywords related to subjects, topics, or group names.
Group Previews
Each result includes key details such as the group name, description and number of active members.
Join & Request Access
Daily participation in collaborative actions (messages, replies, uploads)
Average time spent in Study Groups
My Groups
Joined Groups
Displays all the groups a student has actively joined, sorted by recent activity to highlight ongoing discussions.
Recommended Groups
Curated suggestions based on the student’s academic interests, past participation, and trending topics within Numerade’s platform.
Messages
Message Types
Users can send text messages, images, links, and file attachments to share valuable resources and information efficiently.
Reactions
Users can react to a message with an emoji.
Reporting
Users can react to a report inappropriate content or flag/spam for moderator review.
Threaded Conversations
To keep discussions organized, threaded replies allow students to respond directly to specific messages, ensuring key points are easily traceable.
Pinned Messages
Important messages, such as exam tips, group schedules, or key files, can be pinned for easy reference.
Creating a Study Group
Start New Group
Users can initiate group creation from the "My Groups" section or directly from the Study Groups homepage.
Invite Members
Users can invite peers by sharing a direct invite link or selecting from their network within Numerade.
Video Prototype
Outcome & Impact
Engagement Impact
Results
Average session time increased by 27%
Daily collaborative actions increased by 61%
The share of users who took at least one collaborative action grew from 22% to 40%
Reactions and threaded replies accounted for 40% of first time interactions, lowering the barrier to participation
Impact
These metrics validated that interaction-first design successfully reduced friction to contribution and encouraged sustained participation.
Retention Impact
Results
58% of users who engaged once returned to participate again
Study Group participants showed a 20% higher 7 day return rate compared to non-participants
Engaged users averaged 1.8 Study Group sessions per week, indicating emerging habitual behavior
Impact
Retention data showed collaborative learning became part of students’ regular study routines rather than a novelty feature.
Adoption Impact
Results
Discovery to first interaction conversion reached 38%, supported by visible peer activity and low friction entry points
31% of weekly active users engaged with Study Groups within the first release window
First time users were 1.6 times more likely to participate when groups showed recent activity
Impact
Adoption metrics confirmed the experience was intuitive, discoverable, and valuable beyond a small power user group.
If I had more time…
Ace Integration
Embed Ace into Study Groups to summarize discussions, suggest next steps, and surface relevant content at key moments of confusion.
Shared Content Repository
Evolve uploads into a searchable group library so high quality notes and resources persist beyond real time chat.
Poll, Surveys & Gamification
Introduce low friction ways to prioritize topics, encourage participation, and reinforce helpful behaviors without incentivizing noise.
Conclusion
This project reinforced how I approach product design, to start with behavior, not features. By designing interaction first systems within real constraints, I helped shift Study Groups from passive content consumption to active collaboration, driving meaningful engagement and repeat use for Numerade.
