Product Analytics for Prioritization & Data-Driven Decisions
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Product Analytics for Prioritization & Data-Driven Decisions
This course is part of Product Analytics Unlocked: Metrics to Meaningful Insight Specialization
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What you'll learn
Design tracking systems by translating product features into event schemas and diagnose funnel regressions to pinpoint user drop-off causes.
Apply RICE prioritization framework to evaluate features and create decision memos linking data trends to strategic roadmap recommendations.
Analyze churn logs to identify attrition root causes and establish success criteria with counter-metrics for new product features.
Build predictive models using decision trees and logistic regression, then present insights using structured data storytelling frameworks.
Skills you'll gain
- Analytics
- Data Presentation
- Business Analytics
- User Flows
- Customer Retention
- Web Analytics
- Root Cause Analysis
- Conversion Funnel Analysis
- Product Roadmaps
- Data Storytelling
- Customer Analysis
- Forecasting
- Performance Metric
- Performance Analysis
- Predictive Modeling
- Resource Allocation
- Strategic Prioritization
- Data Capture
- Prioritization
- Statistical Methods
Details to know
March 2026
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There are 13 modules in this course
You'll develop expertise in transforming user behavior data into strategic product decisions through comprehensive analytics and prioritization frameworks. By completing this course, you'll gain the ability to design tracking systems, diagnose conversion funnel issues, and apply structured prioritization methods like RICE scoring to guide product roadmaps. You'll learn to analyze churn patterns, create success criteria for new features, and build predictive models to forecast product impact.
This hands-on course uniquely combines technical analytics skills with strategic business thinking, teaching you to communicate insights through compelling data stories using the Situation-Complication-Resolution framework. You'll work with real-world scenarios involving user journey mapping, hypothesis-driven analysis, and model selection trade-offs between decision trees and logistic regression. Upon completion, you'll possess the comprehensive analytical toolkit needed for product management, growth analytics, and data-driven strategy roles where technical proficiency meets business impact.
You will systematically analyze user interfaces to establish comprehensive tracking frameworks that capture meaningful behavioral data.
What's included
4 videos2 readings2 assignments
4 videos•Total 28 minutes
- Why Product Surface Analysis Drives Analytics Success•4 minutes
- Fundamentals of Product Surface Analysis and Event Taxonomy•9 minutes
- Real-World Product Interface Analysis Walkthrough•11 minutes
- Building Event Specifications from Interface Elements•4 minutes
2 readings•Total 12 minutes
- Event Taxonomy Standards and Implementation Guidelines•5 minutes
- Implementation Planning and Development Collaboration•7 minutes
2 assignments•Total 23 minutes
- Create Comprehensive Tracking Framework for Product Interface•15 minutes
- Product Surface Analysis and Event Design Validation•8 minutes
You will systematically investigate conversion funnel performance drops through segmentation analysis and root cause methodology to identify specific optimization opportunities.
What's included
2 videos2 readings3 assignments
2 videos•Total 17 minutes
- Understanding Conversion Funnels and Performance Regression Analysis•10 minutes
- Step-by-Step Funnel Analysis for Regression Diagnosis•7 minutes
2 readings•Total 15 minutes
- Statistical Techniques for Funnel Performance Diagnosis•7 minutes
- Advanced Root Cause Analysis Methodology for Metric Regressions•8 minutes
3 assignments•Total 26 minutes
- Comprehensive Funnel Performance Analysis and Optimization Strategy•8 minutes
- Conduct Comprehensive Funnel Regression Analysis and Root Cause Investigation•15 minutes
- Funnel Analysis and Root Cause Investigation Validation•3 minutes
You will learn the RICE prioritization framework to systematically evaluate competing product features, eliminating subjective bias through structured impact, confidence, and effort assessments.
What's included
2 videos1 reading2 assignments
2 videos•Total 14 minutes
- RICE Framework Fundamentals•6 minutes
- Building Your First RICE Scorecard•8 minutes
1 reading•Total 8 minutes
- Advanced RICE Implementation Strategies•8 minutes
2 assignments•Total 20 minutes
- Feature Prioritization Challenge•15 minutes
- Feature Prioritization Mastery Check•5 minutes
You will learn the creation of executive-level decision memos that transform analytical insights into actionable strategic recommendations with comprehensive risk assessment.
What's included
3 videos1 reading2 assignments
3 videos•Total 21 minutes
- When Analysis Becomes Action•4 minutes
- Crafting Compelling Executive Recommendations•9 minutes
- Building Professional Decision Memos•8 minutes
1 reading•Total 10 minutes
- Decision Memo Architecture and Components•10 minutes
2 assignments•Total 15 minutes
- Strategic Product Decision Analysis•10 minutes
- Decision Memo Mastery Assessment•5 minutes
You will systematically examine customer churn data using Pareto analysis and cohort segmentation to identify underlying behavioral patterns and system-level friction points that drive user attrition.
What's included
2 videos2 readings2 assignments
2 videos•Total 12 minutes
- Churn Analysis Transforms Product Decisions•4 minutes
- Building Pareto Charts from Customer Support Logs•8 minutes
2 readings•Total 22 minutes
- Fundamentals of Systematic Churn Analysis•10 minutes
- Systematic Cohort Segmentation for Churn Pattern Discovery: A How-To Guide•12 minutes
2 assignments•Total 18 minutes
- Hands-On Churn Log Analysis Using Pareto Methods•15 minutes
- Churn Analysis Fundamentals Knowledge Check•3 minutes
You will develop comprehensive success criteria frameworks with specific KPIs, counter-metrics, and target thresholds for onboarding features that prevent unintended consequences and ensure holistic performance measurement.
What's included
1 video2 readings3 assignments
1 video•Total 8 minutes
- Building KPIs and Counter-Metrics for Onboarding Success•8 minutes
2 readings•Total 22 minutes
- Framework for Comprehensive Feature Success Measurement•10 minutes
- Implementing Measurable KPIs in Project Management Systems: A How-To Guide•12 minutes
3 assignments•Total 30 minutes
- Comprehensive Success Criteria Development and Application•12 minutes
- Developing Complete Success Criteria Framework for Onboarding Features•15 minutes
- Success Criteria Framework Knowledge Check•3 minutes
You will learn the systematic application of industry funnel benchmarks to create predictive forecasting models that estimate Monthly Active User growth from referral initiatives.
What's included
3 videos1 reading2 assignments
3 videos•Total 18 minutes
- Why Funnel-Based Forecasting Transforms Product Decisions•3 minutes
- Understanding Funnel Benchmarks and Conversion Metrics•7 minutes
- Building Referral Impact Forecasting Models Step-by-Step•8 minutes
1 reading•Total 8 minutes
- Industry Benchmark Data and Forecasting Methodologies•8 minutes
2 assignments•Total 18 minutes
- Build Your Own Referral Program Forecasting Model•15 minutes
- Funnel Benchmark Application Knowledge Check•3 minutes
You will learn the systematic creation of prioritization matrices using collaborative frameworks to guide strategic resource allocation decisions across competing product initiatives.
What's included
2 videos1 reading3 assignments
2 videos•Total 13 minutes
- Impact-Effort Matrix Design and Scoring Methods•8 minutes
- Creating Collaborative Prioritization Matrices in MURAL•5 minutes
1 reading•Total 10 minutes
- Prioritization Matrix Frameworks and Implementation Methods•10 minutes
3 assignments•Total 38 minutes
- Comprehensive Prioritization Matrix Mastery Assessment•15 minutes
- Facilitate a Cross-Functional Prioritization Workshop•20 minutes
- Prioritization Matrix Implementation Knowledge Check•3 minutes
You will learn the systematic six-step framework that transforms ad-hoc product investigations into rigorous, reproducible analyses that stakeholders can trust and validate.
What's included
2 videos2 readings1 assignment
2 videos•Total 8 minutes
- Why Hypothesis-Driven Analysis Matters in Product Analytics•3 minutes
- The Six-Step Hypothesis-Driven Analysis Framework•5 minutes
2 readings•Total 16 minutes
- Framework Components and Implementation Best Practices•8 minutes
- Systematic Product Analytics Investigation: A How-To Guide •8 minutes
1 assignment•Total 3 minutes
- Framework Knowledge Check•3 minutes
You will learn the critical evaluation skills needed to select optimal classification models for product analytics scenarios by systematically comparing decision trees and logistic regression based on interpretability, data characteristics, and preprocessing requirements.
What's included
2 videos2 readings3 assignments
2 videos•Total 12 minutes
- Why Model Selection Strategy Drives Product Success•4 minutes
- Understanding Model Trade-offs and Selection Criteria•9 minutes
2 readings•Total 19 minutes
- Decision Trees vs Logistic Regression: Core Characteristics•10 minutes
- How to Set Up a Systematic Model Evaluation Framework •9 minutes
3 assignments•Total 38 minutes
- Comprehensive Model Selection Evaluation•15 minutes
- Model Selection Analysis and Justification•20 minutes
- Model Trade-offs Knowledge Check•3 minutes
You will learn the fundamentals of transforming technical analytics into compelling business narratives using proven storytelling structures.
What's included
3 videos1 reading1 assignment
3 videos•Total 20 minutes
- Data Storytelling Transforms Analytics Careers•3 minutes
- The Situation-Complication-Resolution Framework for Analytic•8 minutes
- Building S-C-R Analytics Presentations Step-by-Step•9 minutes
1 reading•Total 10 minutes
- Building Narrative Tension: Advanced Techniques for Analytics Presentations•10 minutes
1 assignment•Total 5 minutes
- Data Storytelling Framework Mastery Check•5 minutes
You will develop advanced skills in connecting quantitative user segmentation data to qualitative personas for strategic decision-making and stakeholder communication.
What's included
3 videos1 reading3 assignments
3 videos•Total 27 minutes
- Connecting User Cohorts to Strategic Personas•9 minutes
- Communicating Persona-Linked Insights to Stakeholders•7 minutes
- Analyzing User Cohorts and Persona Connections in Practice•11 minutes
1 reading•Total 10 minutes
- Strategic Prioritization Through Persona-Data Integration•10 minutes
3 assignments•Total 27 minutes
- Product Analytics Strategic Integration Assessment•10 minutes
- Creating Persona-Linked Prioritization Strategy•12 minutes
- Persona-Linked Analytics Application Check•5 minutes
You will create a comprehensive product analytics report that combines user funnel analysis, churn investigation, and strategic prioritization recommendations. This integrated project demonstrates proficiency in translating raw data into actionable business insights that drive product decisions.
What's included
3 readings1 assignment
3 readings•Total 80 minutes
- Why This Project Matters•10 minutes
- Project Requirements•10 minutes
- Graded Assignment: Product Analytics Strategic Assessment•60 minutes
1 assignment•Total 15 minutes
- Graded Quiz: Product Analytics Strategic Assessment •15 minutes
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