Root-Causing a Fall in Instagram's Monthly User Retention
Company: PayPal
Role: Product Manager
Category: Analytics & Experimentation
Difficulty: medium
Interview Round: Other
You are a product manager for Instagram, and month-over-month retention has dropped by 20%. Walk through what might be causing the drop and how you would narrow down the cause.
```hint Pin down the metric, then localize
Settle what the 20% measures and whether the data can be trusted, then find which users and which time window carry the drop before naming causes.
```
### Clarifying Questions
- Is the 20% a relative decline (for example, retention moving from 50% to 40%) or a fall of 20 percentage points?
- Which retention is this: users active last month who came back this month, or new sign-ups returning in their second month? Does "active" mean opening the app or a meaningful action such as viewing or posting?
- Did the drop appear within one month or build over several, and is it visible on every platform and in every region?
### What a Strong Answer Covers
- Clarifying the metric definition, the size and the timing of the drop before diagnosing
- Ruling out tracking, definition and calendar artifacts first
- Segmenting by cohort, platform, region, user type and surface to localize the decline
- Separating internal from external causes and ordering hypotheses with the evidence that would confirm each
- A response plan once the cause is found
### Follow-up Questions
- If the drop turns out to sit entirely in new users' second month, which hypotheses move to the top, and what would you check next?
- How would you test whether a competitor's launch caused the drop when you cannot see the competitor's data?
- Once you know the cause, what recovery target and guardrail metrics would you set?
Overview: A metric diagnosis prompt for an Instagram product manager whose month-over-month retention has fallen by 20 percent. It tests clarifying the retention definition, ruling out data issues, segmenting users and cohorts, and separating internal from external causes before proposing next steps.