Course curriculum

  • 1

    Basic Statistics

    • [General - Easy] Mean, Median, Percentile

    • [General - Easy] Estimate Global Mean and Variance

    • [Google - Medium] Unbiased Estimation of Variance

    • [Google - Medium] Confidence Interval of Median

    • [Google - Medium] Confidence Interval of Coin Toss

  • 2

    Statistical Bias

    • [LinkedIn - Easy] Simpson's Paradox

    • [General - Medium] Customer Satisfaction Survey

    • [General - Medium] Health Monitoring Device

    • [General - Medium] Training Program

    • [General - Medium] Feature Preference Survey

  • 3

    Probability

    • [General - Easy] Birthday Problem

    • [General - Easy] Chance of Heads Flipping a Biased Coin

    • [Meta - Easy] Suits and Ranks

    • [Meta - Easy] Probability of Biased Coin

    • [Meta - Easy] Two Kings

    • [Meta - Easy] Facebook Rater

    • [Meta - Easy] Rains in Seattle

    • [Amazon - Easy] Detecting Disease

    • [Google - Medium] Median of Uniform Distribution

    • [Meta - Medium] Average Waiting Days

    • [Meta - Medium] Maximum Payout in Die Roll

    • [Goldman Sachs - Medium] Correlation of X+3 and Y

    • [Google - Medium] Maximum Likelihood Estimation

    • [General - Hard] Number of Trials to Detect Biased Coin

    • [Google - Hard] Estimate d in Uniform(0, d)

  • 4

    Hypothesis Testing

    • [Google - Easy] Pretest-Posttest

    • [Capital One - Easy] Explain P-Value to a Non-Technical Stakeholder

    • [General - Easy] Central Limit Theorem on T-Test

    • [General - Easy] Tests with Zero-Inflated, Skewed Distributions

    • [Google - Medium] Testing Variances

    • [General - Easy] Central Limit Theorem

    • [General - Easy] P-Value Meaning

    • [Google - Easy] CI from One-Sided Test

    • [Pinterest - Easy] Reduce Type 1 Error Rate

    • [Google - Easy] Difference between T-Test and Z-Test?

    • [Pinterest - Easy] Multiple Testing

    • [General - Easy] Explain the Confidence Interval

    • [Airbnb - Easy] CLT and Z-Test

    • [Google - Medium] Biased Coin Hypothesis Testing

    • [Uncountable - Hard] Factorial Design

  • 5

    Regression Analysis

    • [General - Easy] OLS Model Assumptions

    • [General - Easy] The Least Squares Method

    • [General - Easy] Collinearity in Regression Modeling

    • [General - Easy] Outliers in Regression Modeling

    • [General - Easy] Confidence Interval in Logistic Regression Model

    • [General - Easy] Inflated R-Squared

    • [Apple - Easy] Ad Campaign Conversion

    • [YouTube - Easy] YouTube Video Consumption - Part 1

    • [YouTube - Easy] YouTube Video Consumption - Part 2

    • [Apple - Medium] Call Center Analysis