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Quizlet · B2C · study flashcards app

Map the few user actions and loops that drive growth, then model them

Guest says it made growth more systematic; no numbers

Workedanalytics-attributionteam-process

What they did

Talk to customers and dig through analytics with the data team to find what really drives growth: at Quizlet, six key user actions and four core growth loops, with SEO the most important. Build the simplest model that captures them (a 'minimum viable model'): ~100 variables covering acquisition, retention and monetization assumptions, split by students vs teachers and a few other segments. Keep a one-image blueprint of the actions and loops for company-wide alignment. Start US-only, then replicate per market by passing a country code into a Python script to compare growth across regions.

What happened

Guest says it let Quizlet drive user and revenue growth more systematically and identify the biggest leverage points; no numbers.
Stage
Growth (growth stage (Series B/C))
5:43
“And it turned out that there were six key actions and four core growth loops, SEO being the most important one that was driving a lot of the growth. And so then based on that information, we built a quantitative growth model around it.”
Phil Carter
8:42
“so you could literally put a country code into a Python script and replicate the whole thing for a target market in Europe or South America or Asia.”
Phil Carter

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