Prompt
How do I know which actions lead to activation?
Latest observation
To figure out which actions lead to activation, start by defining what “activation” means for your product. Then look for the actions users take before they become activated, and compare users who activated vs. those who didn’t.
1) Define activation clearly
Activation should be a specific milestone, like:
- created an account and completed onboarding
- uploaded first file
- invited a teammate
- sent first message
- completed a key workflow
If you don’t define it precisely, you can’t measure what leads to it.
2) Track user actions in sequence
You want to know:
- What actions happen most often before activation?
- Which actions happen early?
- Which actions are strongly associated with activation?
A common way to do this is:
- list the key events users can do
- identify which users activated
- compare their event paths to non-activated users
3) Look for “leading indicators”
Actions that often precede activation are usually:
- onboarding completion
- profile setup
- first core action
- inviting others
- returning within 24 hours
But correlation is not causation: just because an action appears before activation doesn’t mean it causes activation.
4) Compare cohorts
Break users into cohorts based on whether they performed a specific action.
Example:
- Users who completed setup: 45% activated
- Users who skipped setup: 12% activated
If the difference is large and consistent, that action may be important.
5) Check timing
Actions that happen before activation matter more than actions that happen after.
Ask:
- Did the action happen within the first session?
- Within the first day?
- Before the activation event?
6) Use funnel and path analysis
Helpful analyses:
- Funnel analysis: see where users drop off before activation
- Path analysis / journey analysis: see common sequences of actions
- Retention analysis: see whether actions predict returning and activating later
7) Validate with experiments
If possible, test whether encouraging the action increases activation:
- add onboarding nudges
- change UI to make the action easier
- run A/B tests
If activation rises, that action is likely causal or at least strongly influential.
8) A practical formula
A good candidate action is one that:
- happens before activation
- is common among activated users
- is rare among non-activated users
- increases activation when promoted or made easier
If you want, I can help you:
- define activation for your product
- design an analytics event plan
- identify the exact analysis to run in tools like Mixpanel, Amplitude, or SQL