Section 1 - Instruction

Last time you learned how the mean helps summarize data. But here's a crucial question: how confident should you be in that average?

When your coffee shop averages $817 daily, does that mean every future day will be exactly $817? Of course not!

Engagement Message

What might cause daily sales to vary?

Section 2 - Instruction

Here's the key insight: your data is just a sample of all possible days. You've seen some days, but not all future days.

Think of it like tasting soup - you taste one spoonful to judge the whole pot. But what if that spoonful wasn't perfectly representative?

Engagement Message

How confident can you be about the whole pot?

Section 3 - Instruction

This is where statistical uncertainty becomes crucial for business decisions. Your $817 average might really represent anywhere from $780 to $854 in true daily performance.

This range matters when making decisions about staffing, inventory, or expansion plans.

Engagement Message

Why would this uncertainty range be important for planning?

Section 4 - Instruction

We measure this uncertainty with something called a confidence interval. Instead of saying "average is $817," we say "we're 95% confident the true average is between $780-$854."

This gives stakeholders a realistic picture of what to expect.

Engagement Message

Which statement would you find more helpful for planning?

Section 5 - Instruction

The size of your uncertainty depends on two key factors. First, how much your data varies - if daily sales range from $200 to $1,400, you'll have more uncertainty than if they range from $800 to $834.

Second, how much data you have - more days of data means more confidence.

Engagement Message

Which would give you more confidence: 7 days or 70 days of data?

Section 6 - Instruction
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