Spotify Metrics Plan for a Tenfold Increase in Listening
Company: Coinbase
Role: Product Manager
Category: Analytics & Experimentation
Difficulty: medium
Interview Round: Other
Suppose Spotify sets a goal of growing content consumption on its platform tenfold. As the product manager, which metrics would you track to steer that effort and to tell whether it is working? Explain how the metrics relate to one another and how you would use them to decide where the growth should come from.
```hint Make ten times add up
A tenfold change rarely comes from a single lever. Think about the separate factors that multiply together into total consumption, then ask which measures would show which factor is moving and whether the growth is healthy.
```
### Clarifying Questions
- How should consumption be measured: listening time, number of plays, or completed tracks and episodes? Does it cover podcasts and audiobooks as well as music?
- Over what period should the tenfold growth happen, and from which baseline?
- Is consumption the end goal, or a means to subscription and ad revenue whose economics we should watch alongside it?
- Are free and Premium listeners, every market and every device in scope?
### What a Strong Answer Covers
- A precise definition of consumption and one north-star metric that matches it.
- A driver tree that splits consumption into reach, frequency and depth, with input metrics for each branch.
- Cuts by content type, tier, market, device and cohort that reveal where growth comes from.
- Guardrails on listener satisfaction, retention, content costs and margin, artist and creator health, and inflated numbers.
- How the metrics guide which levers to pursue and how experiments would read them.
### Follow-up Questions
- Listening hours climb, but much of the growth is playlists left running overnight. Does that count, and how would you adjust the metric?
- Podcast listening rises while music listening falls by a similar amount. How do you read that against the goal?
- Free-tier listening grows much faster than Premium listening. Is that good news?
Overview: A product metrics question about Spotify: which metrics would you track if the goal were a tenfold increase in content consumption? It tests defining consumption precisely, choosing a north-star metric, breaking it into drivers, segmenting the data and setting guardrails on quality, cost and inflated numbers.