› Forums › Statistics › Sampling With vs. Without Replacement: The Key to Choosing the Right Denominator
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December 7, 2025 at 4:33 am #5856
đź§© Q1. Why was the denominator 4^7 in the birthday/season problem?
Question (from a student):
In the birthday-type problem, you used a denominator of 4^7 when calculating the probability that 7 people have birthdays in different seasons. But in the class-selection problem, you did not use 6^7. Why is the treatment different?Answer:
Great question! The difference comes from the type of selection happening in each scenario.
âś” Birthday/Season Problem
When 7 people each “choose a season” for their birthday, the choices behave like independent rolls of a 4-sided die:
- Each person chooses 1 of 4 seasons
- Selections can repeat
- Order matters
- Choices are independent
This is sampling with replacement.
So the number of total possible outcomes is:
4^7
That is why the denominator in that probability calculation is 4^7.
🧩 Q2. Why is the class-selection problem different? Why can’t we use 6^7?
Question (from the same student):
In the class problem, Alice picks 7 classes from 30 (6 per weekday). Why is the denominator C(30,7) instead of 6^7? Isn’t this similar to the birthday case?Answer:
It may look similar on the surface, but the underlying experiment is completely different.
âś” Class-Selection Problem
Alice is registering for 7 distinct classes out of 30. This means:
- She cannot register for the same class twice
- Order does not matter (the set of 7 classes is what matters)
- These are not 7 independent choices
- This is sampling without replacement, and order does not matter
Therefore, the correct total number of possible outcomes is:
C(30,7)
(read as “30 choose 7”)Using 6^7 would incorrectly assume:
- she can pick the same class more than once
- order matters
- choices are independent
These assumptions do not match the real situation.
So the denominator must be:
C(30,7)
đź§ Summary: Why the denominators differ
Scenario Replacement Allowed? Order Matters? Correct Denominator Birthday/Seasons Yes Yes 4^7 (or 365^n for actual birthdays) Class Selection No No C(30,7) Even though both problems involve “categories” like days or seasons, the probability model is completely different — and therefore the denominators must be different.
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