Hypothesis Test & Statistical Analysis

No need for hypothesis testing here…

When you put resources into developing a new website, you want to know that your time and money were well spent. A/B testing and statistical analysis allows us to definitively say with 95% confidence in this case, that there is a statistically significant gain in click rate and time spent engaging with the new site regardless of preferred language. Someone in the IT team’s getting a raise…

  1. EDA

  2. Hypothesis Testing

  3. Two-Sample Independent t-test to prove more time is spent on the new page

  4. Two sample proportions z-test to prove the new site had a higher conversion rate

  5. Chi-square test of independence to prove the click rate was not dependent on preferred language

  6. ANOVA to prove time spent on the page was the same across the different languages

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Linear Regression, Data Cleaning & EDA