Skills Matrix

Explore content organized by specific skills and topics. Click on any skill to see all related materials, from beginner introductions to advanced techniques.

Total Skills Tagged

Content Modules

Difficulty Levels

Skills Cloud

A/B Testing 4 AARRR 1 AI Orchestration 1 Advanced 1 Analytical Engineering 2 Analytical Execution 1 Analytics 1 App 1 Architecture 1 Beginner 1 Behavioral 1 Business Alignment 1 Career Advice 1 Career Level 1 Case Study 1 Challenge 1 Cheat Sheet 2 Checklist 1 Cohort Learning 1 Communication 1 Company Specific 1 Conclusion 1 Data Analysis 1 Data Architecture 1 Data Engineering 3 Data Lake 1 Data Manipulation 1 Data Mesh 1 Data Modeling 2 Data Science 1 Data Warehouse 1 Distributions 2 E6 1 ETL 1 Exercises 4 Experimentation 1 Foundations 1 Frameworks 1 Gamification 1 Glossary 1 HEART 1 Hands-On 1 Hypothesis Testing 2 Incremental 1 Incremental Loads 1 Interactive 1 Intermediate 1 Interview 9 Interview Prep 1 Interview Tips 2 Introduction 1 Lakehouse 1 Learning 2 Learning Path 1 Learning Paths 1 Meta 4 Metrics 1 Modeling 1 Navigation 1 Next Steps 1 NumPy 1 Overview 3 Pandas 1 Personalized 1 Planning 2 Portfolio 1 Postgres 2 Practice 6 Probability 3 Problem Solving 1 Product Analytics 3 Product Sense 1 Projects 1 Python 2 Quality 2 Query Optimization 1 Reference 4 Resources 1 Role Level 1 SQL 7 Senior 1 Skill Building 1 Skills 1 Staff 1 Staff Engineer 1 Statistics 7 Step-by-Step 4 Strategy 3 Streamlit 1 Study Plan 1 System Design 1 Technical Skills 1 Terms 1 Tools 2 Tracks 1 Visualization 1 Warehousing 2 dbt 1

A/B Testing (4 modules)

A/B Testing & Experimentation

60 mins

Foundational Knowledge

Analytical Execution Interview

45 mins

Interview Preparation

Real-World Data Distributions

35 mins

Product Analytics Mastery

A/B Test Sample Size Calculator

10 mins

Interview Prep

AARRR (1 modules)

Product Analytics Agent Framework

40 mins

Interview Preparation

AI Orchestration (1 modules)

Product Analytics Agent Framework

40 mins

Interview Preparation

Advanced (1 modules)

Advanced Exercises

4-6 hours

Advanced Analytics & ML Prep

Analytical Engineering (2 modules)

Analytical Engineering

45 mins

Analytical Engineering

Advanced SQL (Postgres) for Analytical Engineering

90 mins

Analytical Engineering

Analytical Execution (1 modules)

Analytical Execution Interview

45 mins

Interview Preparation

Analytics (1 modules)

2026 Analytical Skills Challenge (Year-Round)

60 mins

Getting Started

App (1 modules)

Architecture (1 modules)

Strategy & Architecture

60 mins

Data Engineering Deep Dive

Beginner (1 modules)

Beginner Exercises

2-3 hours

Data Science Foundations

Behavioral (1 modules)

Behavioral Interview

35 mins

Interview Preparation

Business Alignment (1 modules)

Strategy & Architecture

60 mins

Data Engineering Deep Dive

Career Advice (1 modules)

Conclusion

20 mins

Getting Started

Career Level (1 modules)

Role-Level Learning Path

5 mins

Reference

Case Study (1 modules)

Analytical Execution Interview

45 mins

Interview Preparation

Challenge (1 modules)

2026 Analytical Skills Challenge (Year-Round)

60 mins

Getting Started

Cheat Sheet (2 modules)

SQL Cheat Sheet

25 mins

Reference

Statistics Cheat Sheet

25 mins

Reference

Checklist (1 modules)

Interview Day Checklist

15 mins

Interview Preparation

Cohort Learning (1 modules)

2026 Analytical Skills Challenge (Year-Round)

60 mins

Getting Started

Communication (1 modules)

Behavioral Interview

35 mins

Interview Preparation

Company Specific (1 modules)

Meta Specificity

20 mins

Interview Preparation

Conclusion (1 modules)

Conclusion

20 mins

Getting Started

Data Analysis (1 modules)

Programming (Python/R) for Data Analysis

45 mins

Foundational Knowledge

Data Architecture (1 modules)

Data Architecture

75 mins

Data Engineering Deep Dive

Data Engineering (3 modules)

Strategy & Architecture

60 mins

Data Engineering Deep Dive

Advanced SQL (Moved to Analytical Engineering)

75 mins

Foundational Knowledge

Meta Staff Data Engineer (E6) Interview Prep

90 mins

Interview Preparation

Data Lake (1 modules)

Data Architecture

75 mins

Data Engineering Deep Dive

Data Manipulation (1 modules)

SQL & Data Manipulation

60 mins

Foundational Knowledge

Data Mesh (1 modules)

Data Architecture

75 mins

Data Engineering Deep Dive

Data Modeling (2 modules)

Analytical Engineering

45 mins

Analytical Engineering

Meta Staff Data Engineer (E6) Interview Prep

90 mins

Interview Preparation

Data Science (1 modules)

2026 Analytical Skills Challenge (Year-Round)

60 mins

Getting Started

Data Warehouse (1 modules)

Data Architecture

75 mins

Data Engineering Deep Dive

Distributions (2 modules)

Interactive Distribution Visualizations

15 mins

Foundational Knowledge

Real-World Data Distributions

35 mins

Product Analytics Mastery

E6 (1 modules)

Meta Staff Data Engineer (E6) Interview Prep

90 mins

Interview Preparation

ETL (1 modules)

Advanced SQL (Moved to Analytical Engineering)

75 mins

Foundational Knowledge

Exercises (4 modules)

Beginner Exercises

2-3 hours

Data Science Foundations

Intermediate Exercises

3-4 hours

Interview Success Blueprint

Advanced Exercises

4-6 hours

Advanced Analytics & ML Prep

Experimentation (1 modules)

A/B Testing & Experimentation

60 mins

Foundational Knowledge

Foundations (1 modules)

Foundational Knowledge Overview

10 mins

Foundational Knowledge

Frameworks (1 modules)

Product Analytics Agent Framework

40 mins

Interview Preparation

Gamification (1 modules)

2026 Analytical Skills Challenge (Year-Round)

60 mins

Getting Started

Glossary (1 modules)

Appendix

30 mins

Reference

HEART (1 modules)

Product Analytics Agent Framework

40 mins

Interview Preparation

Hands-On (1 modules)

Hypothesis Testing (2 modules)

Statistics & Probability

45 mins

Foundational Knowledge

A/B Testing & Experimentation

60 mins

Foundational Knowledge

Incremental (1 modules)

Advanced SQL (Postgres) for Analytical Engineering

90 mins

Analytical Engineering

Incremental Loads (1 modules)

Advanced SQL (Moved to Analytical Engineering)

75 mins

Foundational Knowledge

Interactive (1 modules)

Intermediate (1 modules)

Intermediate Exercises

3-4 hours

Interview Success Blueprint

Interview (9 modules)

Behavioral Interview

35 mins

Interview Preparation

Interview Preparation Overview

10 mins

Interview Preparation

Interview Day Checklist

15 mins

Interview Preparation

Analytical Execution Interview

45 mins

Interview Preparation

Analytical Reasoning / Product Sense

45 mins

Interview Preparation

Product Analytics Agent Framework

40 mins

Interview Preparation

Meta Staff Data Engineer (E6) Interview Prep

90 mins

Interview Preparation

Technical Skills Interview

60 mins

Interview Preparation

Interview Prep (1 modules)

21-Day Preparation Guide

45 mins

Getting Started

Interview Tips (2 modules)

Key Insights & Tips for Meta

20 mins

Interview Preparation

Meta Specificity

20 mins

Interview Preparation

Introduction (1 modules)

Introduction

15 mins

Getting Started

Lakehouse (1 modules)

Data Architecture

75 mins

Data Engineering Deep Dive

Learning (2 modules)

Resources and Practice

30 mins

Reference

Learning Path (1 modules)

Role-Level Learning Path

5 mins

Reference

Learning Paths (1 modules)

Learning Tracks

10 mins

Reference

Meta (4 modules)

Key Insights & Tips for Meta

20 mins

Interview Preparation

Meta Specificity

20 mins

Interview Preparation

Product Analytics Agent Framework

40 mins

Interview Preparation

Meta Staff Data Engineer (E6) Interview Prep

90 mins

Interview Preparation

Metrics (1 modules)

Analytical Reasoning / Product Sense

45 mins

Interview Preparation

Modeling (1 modules)

Advanced SQL (Postgres) for Analytical Engineering

90 mins

Analytical Engineering

Navigation (1 modules)

Skills Matrix

10 mins

Reference

Next Steps (1 modules)

Conclusion

20 mins

Getting Started

NumPy (1 modules)

Programming (Python/R) for Data Analysis

45 mins

Foundational Knowledge

Overview (3 modules)

Foundational Knowledge Overview

10 mins

Foundational Knowledge

Interview Preparation Overview

10 mins

Interview Preparation

Introduction

15 mins

Getting Started

Pandas (1 modules)

Programming (Python/R) for Data Analysis

45 mins

Foundational Knowledge

Personalized (1 modules)

Role-Level Learning Path

5 mins

Reference

Planning (2 modules)

Learning Tracks

10 mins

Reference

Role-Level Learning Path

5 mins

Reference

Portfolio (1 modules)

Postgres (2 modules)

Advanced SQL (Postgres) for Analytical Engineering

90 mins

Analytical Engineering

Practice (6 modules)

Beginner Exercises

2-3 hours

Data Science Foundations

Resources and Practice

30 mins

Reference

Intermediate Exercises

3-4 hours

Interview Success Blueprint

Advanced Exercises

4-6 hours

Advanced Analytics & ML Prep

Probability (3 modules)

Statistics & Probability

45 mins

Foundational Knowledge

Statistics Cheat Sheet

25 mins

Reference

Interactive Distribution Visualizations

15 mins

Foundational Knowledge

Problem Solving (1 modules)

Technical Skills Interview

60 mins

Interview Preparation

Product Analytics (3 modules)

Product Analytics Agent Framework

40 mins

Interview Preparation

Real-World Data Distributions

35 mins

Product Analytics Mastery

Product Sense (1 modules)

Analytical Reasoning / Product Sense

45 mins

Interview Preparation

Projects (1 modules)

Python (2 modules)

Programming (Python/R) for Data Analysis

45 mins

Foundational Knowledge

Meta Staff Data Engineer (E6) Interview Prep

90 mins

Interview Preparation

Quality (2 modules)

Analytical Engineering

45 mins

Analytical Engineering

Advanced SQL (Postgres) for Analytical Engineering

90 mins

Analytical Engineering

Query Optimization (1 modules)

SQL & Data Manipulation

60 mins

Foundational Knowledge

Reference (4 modules)

Appendix

30 mins

Reference

Skills Matrix

10 mins

Reference

SQL Cheat Sheet

25 mins

Reference

Statistics Cheat Sheet

25 mins

Reference

Resources (1 modules)

Resources and Practice

30 mins

Reference

Role Level (1 modules)

Role-Level Learning Path

5 mins

Reference

SQL (7 modules)

SQL Cheat Sheet

25 mins

Reference

SQL & Data Manipulation

60 mins

Foundational Knowledge

21-Day Preparation Guide

45 mins

Getting Started

Advanced SQL (Moved to Analytical Engineering)

75 mins

Foundational Knowledge

Advanced SQL (Postgres) for Analytical Engineering

90 mins

Analytical Engineering

Meta Staff Data Engineer (E6) Interview Prep

90 mins

Interview Preparation

Senior (1 modules)

Advanced Exercises

4-6 hours

Advanced Analytics & ML Prep

Skill Building (1 modules)

2026 Analytical Skills Challenge (Year-Round)

60 mins

Getting Started

Skills (1 modules)

Skills Matrix

10 mins

Reference

Staff (1 modules)

Advanced Exercises

4-6 hours

Advanced Analytics & ML Prep

Staff Engineer (1 modules)

Meta Staff Data Engineer (E6) Interview Prep

90 mins

Interview Preparation

Statistics (7 modules)

Statistics & Probability

45 mins

Foundational Knowledge

Statistics Cheat Sheet

25 mins

Reference

21-Day Preparation Guide

45 mins

Getting Started

A/B Testing & Experimentation

60 mins

Foundational Knowledge

Interactive Distribution Visualizations

15 mins

Foundational Knowledge

Real-World Data Distributions

35 mins

Product Analytics Mastery

A/B Test Sample Size Calculator

10 mins

Interview Prep

Step-by-Step (4 modules)

Beginner Exercises

2-3 hours

Data Science Foundations

Intermediate Exercises

3-4 hours

Interview Success Blueprint

Advanced Exercises

4-6 hours

Advanced Analytics & ML Prep

Strategy (3 modules)

Analytical Reasoning / Product Sense

45 mins

Interview Preparation

Key Insights & Tips for Meta

20 mins

Interview Preparation

Strategy & Architecture

60 mins

Data Engineering Deep Dive

Streamlit (1 modules)

Study Plan (1 modules)

21-Day Preparation Guide

45 mins

Getting Started

System Design (1 modules)

Meta Staff Data Engineer (E6) Interview Prep

90 mins

Interview Preparation

Technical Skills (1 modules)

Technical Skills Interview

60 mins

Interview Preparation

Terms (1 modules)

Appendix

30 mins

Reference

Tools (2 modules)

A/B Test Sample Size Calculator

10 mins

Interview Prep

Tracks (1 modules)

Learning Tracks

10 mins

Reference

Visualization (1 modules)

Interactive Distribution Visualizations

15 mins

Foundational Knowledge

Warehousing (2 modules)

Analytical Engineering

45 mins

Analytical Engineering

Advanced SQL (Moved to Analytical Engineering)

75 mins

Foundational Knowledge

dbt (1 modules)

Analytical Engineering

45 mins

Analytical Engineering