Metrics: What is the behavior you want to change?

When thinking about success metrics, it ultimately boils down to a simple question: What are the user behaviors you hope to change?

In this article, I walk you through thinking about desired changes, desired behaviors, proxy metrics, common pitfalls and some examples of good metrics.

Desired Changes

This could also be seen as:

  • What are the behaviors you hope a user will begin to adopt?

    • Meditating daily

    • Sitting still once a week for 5 minutes

  • What is the desired final outcome?

    • Reduced stress

    • Reduced heart rate (as proxy for stress reduction)

Proxy Metrics

A proxy metric measures actions that are known to be pre-cursers for the desired action. For example, % of new user who message at least one person per session.

  • Percentage of (members/new customers/returning customers) who do at least (the minimum threshold for user action) by (X period in time).

Core Desired Behavior

We start with a goal but can only measure success if the user take a core action that moves the user to the end goal state. To measure product success, we need to determine what the core desired behavior is that:

  • moves them towards the end goal

  • is the actual end goal

  • is a proxy for the end goal

Avoid Pitfalls

  • Identify Key User Actions always, don’t say just Action

  • Churn is hard to move quick, don’t rely on it for case questions

    • you can mention but also add you know it is hard to move quickly

  • General statements with measures Non-Metrics (or bad metrics). For example:

    • People use the feature

    • 30-day active users of Netflix will increase

    • Users watch at least half of the content they download

    • Users watch at least one movie offline or 2 episodes of a TV show

Good Samples

  • # of users commenting on at least 2 posts per visit

  • Time or % increase to monthly total viewing hours contributed by offline hours.

  • # or % of monthly active users watch at least Y hours of offline content per month.

  • # of new videos posted per creator per week

Resources:

The Google PM Analytical Interview —The Most Common Mistakes

Product Metrics for 2022

Gibson Biddle on Proxy Metrics

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