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4,310 interview questions, answered.
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43 questions
- 25How do you determine sample size based off a certain power you want?MediumData
- 26What if you're on a tight on time and want to run your A/B test faster, or you don't have a large enough sample size for statistical significance?HardData
- 27Say you flip a coin 10 times and observe only one head. What would be your null hypothesis and p-value for testing whether the coin is fair or not?MediumData
- 28What's the difference between normalization and standardization?MediumData
- 29Difference between power and confidence level.MediumData
- 30How do concepts like R-squared, multicollinearity, and statistical tests (T-test vs. F-test) help evaluate linear regression models and interpret their results effectively?MediumData
- 31Why is the standard deviation more useful than the range in describing the variability of a dataset?MediumData
- 32Explain Type I and Type II errors and the trade-offs between them.MediumData
- 33Describe a situation where using an A/B test would be appropriate.MediumData
- 34How much incremental revenue can a food delivery company make if it expands to a new vertical?MediumData
- 35Explain the Central Limit Theorem (CLT) and why it is useful.MediumData
- 36In an A/B test, how can you check if assignment to the various buckets was truly random?MediumData
- 37You have two versions of email campaigns. How would you determine which campaigns will lead to higher sales?MediumData
- 38Which is greater: 'log(120)' or 'log(1) + log(2) + log(3) + log(4) + log(5)'?EasyData
- 39What is the expectation of the variance?MediumData
- 40How would you explain a confidence interval to a non-technical audience?MediumData
- 41What are outliers and how do you detect and handle them?MediumData
- 42When rolling two fair dice, what is the likelihood of the sum being less than 12?EasyData
- 43Say you are testing hundreds of hypotheses, each with a t-test. What considerations would you take into account when doing this?MediumData