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IntermediateProduct Managers

Data-Driven Product Management

Move beyond gut feelings and opinions. This path teaches you how to define the right metrics, run A/B tests, analyze funnels and retention, interpret NPS and CSAT, and tell stories with data that drive decisions.

4 modules24 steps~5 hours
0% complete0/24 steps
Path Progress: 0% (0/24 steps)
Module 1: Defining the Right Metrics0/6
Module 2: A/B Testing and Experimentation0/6
Module 3: Funnel Analysis and Retention0/7
Module 4: NPS, CSAT, and User Feedback0/6

After completing this path, you will be able to:

  • Define a metrics hierarchy from North Star to input metrics
  • Design and interpret A/B tests without a data science degree
  • Analyze user funnels and retention cohorts to find drop-off points
  • Present data-driven recommendations that move stakeholders to act

Learning Objectives

  • Build a metrics hierarchy: North Star, input metrics, and guardrails
  • Distinguish between leading and lagging indicators
  • Avoid the most common metric selection mistakes
📖
The Only Metrics That Matter
10m
📖
North Star Framework
5m
📖
Activation Rate
5m
📖
Product Analytics Handbook (Overview)
10m
✏️
15m
🏁
5m

Learning Objectives

  • Design a valid A/B test with proper sample size and duration
  • Interpret statistical significance without a statistics degree
  • Know when A/B testing is the wrong approach
📖
A/B Testing Fundamentals
5m
📖
A/B Testing Guide
10m
🧮
A/B Test Calculator
10m
📖
Feature Adoption 101
10m
✏️
15m
🏁
5m

Learning Objectives

  • Build and analyze a conversion funnel
  • Read cohort retention curves and spot problems early
  • Calculate and improve key retention and churn metrics
📖
Retention Rate
5m
📖
Customer Churn Rate
5m
📖
Retention by Cohort
8m
🧮
AARRR Pirate Metrics Calculator
10m
📖
Customer Satisfaction (CSAT)
5m
✏️
15m
🏁
5m

Learning Objectives

  • Design NPS and CSAT surveys that produce actionable results
  • Segment survey results to find patterns
  • Combine quantitative metrics with qualitative feedback
📖
Net Promoter Score (NPS)
5m
🧮
NPS Calculator
8m
📖
Customer Effort Score (CES)
5m
📖
Customer Interviews: Lessons from Mistakes
10m
✏️
15m
🏁
5m