Coleap: What I did to achieve a 70% completion rate
Coleap2022Cohort Learning
A cohort-based learning platform for professionals found out that course takers were not participating fully and needed a way to improve activity.
Role
Product Designer. Collaborated with PM, Engr, and Learner Experience. Success metric: increase completion rates (measured by % participation in activities).
Context
Coleap wants to make lifelong learning effective and more engaging. 85% of jobs that today’s workers will have by 2030 have not been invented. This is a massive continuous reskilling challenge, and traditional learning methods are either too slow to adapt or ineffective.
Problem
“We are not effective enough: learners do not participate in activities as they should.”
Research insights
- On-demand learning platforms: low completion rates; 5–15%.
- “I need a simple way to know and connect with relevant people.” (Coleap learner)
- Slack channels: in existence but disconnected from the learning platform. I used this to study conversation patterns.
- Relevance → Networking, Accountability, Fun.
- How can we leverage learners’ wants to drive completion?
Challenge 1: Defining relevance
- Question:
- How do we judge relevance? What parameters do we use to match peers?
- What I did:
- Monitored conversations and carried out surveys.
- Insight:
- “I like my peers”, “I am inspired by my peers”, “I have something in common with my peers”.
- Solution:
- Distill into a couple of parameters: similar availability, hourly commitment, goals and needs, job/company, projects/deliverables, and experience, with a ‘forced’ balance of diversity.
Challenge 2: Profile completion
The more information we can get into the user profile, the more effective for matching. How do we get learners to have close-to-complete profiles?
- Option 1:
- Stay with simple forms but explain why they are needed.
- Option 2:
- Make forms more interactive and engaging.
- Solution:
- Option 2 is chosen after an A/B test.
Challenge 3: Onboarding
“Although interesting, the profile completion makes the onboarding too long.”
- What I did:
- Track the most critical parameter: similar available times. Prioritise that and nudge users to complete their profiles later.
Challenge 4: Who does the matching?
- Constraints:
- < 3 months to ship, too short to build an effective matching algorithm.
- Solution:
- Rough matching + review & approval by admin.

