CPM Metrics and Analytics 2

Question 1

What is cohort analysis primarily used for in product management?

Accepted Answer

Tracking the behavior of groups of users who share a common characteristic over time

Answer

Cohort analysis groups users by a shared characteristic (e.g., signup date) and tracks their behavior over time, enabling PMs to identify trends in retention, engagement, or revenue.

Question 2

What is the key difference between leading and lagging indicators in product metrics?

Accepted Answer

Leading indicators predict future outcomes; lagging indicators measure past results

Answer

Leading indicators (e.g., feature adoption, engagement) predict future performance, while lagging indicators (e.g., revenue, churn) confirm outcomes that have already occurred.

Question 3

What does the AARRR (Pirate Metrics) framework stand for?

Accepted Answer

Acquisition, Activation, Retention, Revenue, Referral

Answer

AARRR stands for Acquisition, Activation, Retention, Revenue, and Referral — a funnel framework developed by Dave McClure to track the full user lifecycle.

Question 4

What does Customer Lifetime Value (CLV or LTV) represent?

Accepted Answer

The predicted total net revenue a business expects from a customer over the entire relationship

Answer

CLV represents the total revenue a business can reasonably expect from a single customer account throughout their entire relationship, guiding acquisition spend and retention investment.

Question 5

What is the primary purpose of A/B testing in product management?

Accepted Answer

To test two variants of a feature or design with real users to determine which performs better

Answer

A/B testing (split testing) exposes different user groups to two variants simultaneously and uses statistical analysis to determine which version produces better outcomes.

CPM - Certified Product Manager Practice Test

CPM - Certified Product Manager Practice Test

CPM Metrics and Analytics 2