mindis/ultimate-product-ds

The Ultimate Product Data Science & Analytics Resource

🚀 The Ultimate Product Data Science Resources

The Ultimate Product Data Science & Analytics Resource

👉 Looking to break into Product Data Science or want to make your next move? Sign up to the The Product Data Science Newsletter to find out more.

Product Data Science Interviews

Facebook Product Data Science

Overview

• iGotAnOffer: Facebook data scientist interview: the only post you'll need to read
• JayFeng: The Facebook Data Scientist Interview
• PrepFully: Facebook Data Scientist

Product Sense

• The Ultimate Guide to Cracking Business Case Interviews for Data Scientists (Part 1)
• The Ultimate Guide to Cracking Business Case Interviews for Data Scientists (Part 2)

Video Series

• Product Case Interviews Dos And Don'ts | Produce Sense | Data Science Interviews

SQL Round

• Facebook SQL Questions

Probability & Quant Rounds

• 40 Probability & Statistics Data Science Questions
• Cracking the Facebook Data Scientist Interview - Quantitative Round

Defining Metrics

• How to crack product metric questions in PM interviews
• Neil Patel: How to Calculate LTV
• The Net Promoter Score
• Sequoia Series: Data-Informed Product Building

Evaluating Recommender Systems

• ML Metrics for Recommendation Systems
• Evaluating Recommendation Systems

Root Cause Analysis

• ProductManagerHQ: Metric Change

Tradeoffs

• iGotAnOfferTradeOffs
• Kano & RICE Frameworks

A/B Testing

• Emma Ding: 7 A/B Testing Questions and Answers in Data Science Interviews
• Candor: A/B Test Interview Questions Asked at FANG

Udacity A/B Testing Course by Google

• Udacity
• Study Notes - Udacity A/B Testing

Practicalities of A/B Testing

• Guidelines for stopping an A/B Test
• AaronDeFazio: How to do A/B testing with early stopping correctly
• Early stopping in A/B testing
• The pitfalls of A/B testing in social networks

Funnel Analysis

• Funnel Analysis Examples and Case Studies in 5 Industries

Cohort Analysis

• Cohort Analysis Using Python For Beginners- A Hands-On Tutorial

SQL for Product Analysis

• StrataScratch
• Leetcode Databases

Company Specific Questions

• Google SQL Questions
• Amazon SQL Questions

Question Banks

• 42 Data Science Product Interview Questions
• Facebook’s Data Science Interview Practice Problems

Product Design & Improvment

• iGotAnOffer Product Improvement Questions
• iGotAnOffer Product Design Questions
• How to answer Product Improvement Questions