Growth experiments for edtech
Edtech growth lives and dies on engagement. Getting someone to sign up for a learning platform is easy - getting them to actually learn is hard. Course completion rates average 5-15% across the industry. The best edtech companies build habit loops, gamification, and social accountability to keep learners coming back.
Key metrics for edtech
course completion rate
daily active learners
lesson completion rate
learner retention
Common growth problems for edtech
Users try once and never come back
Users have a good first experience but don't form a habit. They liked it, they just forgot about you. There's no hook bringing them back.
retentionUsers drift away and forget you exist
Users were active, then gradually stopped. They didn't churn dramatically - they just faded away. You're invisible to them now.
retentionUsers stop exploring features after onboarding
Users learn the basics but never go deeper. They use one or two features and ignore the rest. Pendo research shows the average SaaS product has 80% of features used by less than 20% of users. This isn't just wasted development effort - it's a retention time bomb. Shallow users are 3-4x more likely to churn because they can easily replace you with a simpler tool. Slack found that teams using 3+ integrations retained at 90%+ while single-feature users churned at 2x the rate. Your product has more value to offer, but if users never discover it, it doesn't exist.
retentionYour notifications annoy users into leaving
You send notifications to drive engagement but users mute them, unsubscribe, or outright churn. What was meant to retain is actually pushing people away. Research by Localytics shows that apps sending 2-5 push notifications per week see the highest retention, while those sending 6+ see opt-out rates spike by 3x. Slack nearly killed its own engagement early on by notifying users about every single message until they added smart notification batching. The irony is painful - your re-engagement strategy is your biggest churn driver. Every irrelevant ping trains users to ignore you, and once they've muted your notifications, you've lost your most effective retention channel permanently.
retentionUsers churn the moment your free trial ends
Trial users seem engaged, but when the billing kicks in they vanish. They got value during the trial but not enough to justify paying. The average SaaS converts only 3-5% of free trials to paid, but top performers like Slack hit 30%+ by ensuring users hit their "aha moment" before the clock runs out. The gap is almost always about time-to-value, not price. If users haven't built a workflow around your product by day 10, no discount email will save them. Your trial-to-paid conversion is broken, and every day you don't fix it, you're paying to acquire users who will never pay you back.
retentionGrowth tips for edtech
Add streaks and daily goals. Duolingo's streak mechanic is the single most effective retention tool in edtech - users fear losing their streak more than they love learning.
Break content into 5-minute micro-lessons. Long courses feel overwhelming. Short lessons feel achievable.
Add social accountability - study groups, leaderboards, or accountability partners. Learning alone is easy to quit.
Send progress reports to learners weekly. Showing how far they've come motivates more than showing how far they have to go.
Offer certificates or credentials that learners can share on LinkedIn. External motivation complements internal motivation.
Companies to learn from
These companies have published growth experiments and strategies that edtech can learn from. Our playbook library includes experiments inspired by their approaches.
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