Helpful defaults can become harmful when product language shifts.
Teams need fast setup, while inaccurate guidance quietly changes the data they trust.
Who you’d be doing this for
“I can’t spend launch week explaining why the same action has three names.”
Chiamaka Frimpong · Mobile Product Manager
Owns onboarding instrumentation for a product-led company launching a revised mobile app.
What is at stake
Correct top-three suggestions fell from 95% to 78% after the mobile naming update. You have to improve relevance without adding friction or delaying setup.
Why it isn’t already fixed
Every obvious fix costs something else. That’s the part you’d have to decide.
- suggestion speed vs. ranking accuracy
- mobile naming change vs. schema consistency
- automation convenience vs. event validity
Why Amplitude
Event definitions determine whether behavioral analysis in Amplitude reflects real customer journeys.
Written with these in mind
Not your kind of problem? 6 more at Amplitude, or browse every organization.
This is the setup. The work is inside.
Running it puts you in the room: the full situation and its constraints, stakeholders who push back in their own words, and the decisions that are yours to make. What you produce becomes a Day One Plan — work you can show someone instead of describing.