A business analyst needs to analyze customer orders. The dat…

A business analyst needs to analyze customer orders. The data includes order_id, customer_id, order_date, product_category, and order_amount. Explain how you would use Pandas to: (1) find the total spending per customer, (2) identify the most popular product category, and (3) filter orders from the last 30 days. What Pandas methods would you use for each task?

A company conducted an A/B test comparing two email subject…

A company conducted an A/B test comparing two email subject lines. Version A (n=5000) had a 4.2% open rate, Version B (n=5000) had a 4.8% open rate. Explain how you would determine if this difference is statistically significant. What would you conclude if the p-value is 0.12 versus if it is 0.02? Why is statistical significance important for business decisions?