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Of the first 44 presidents of the United States (George Washington through Barack Obama), two had the same birthday (Polk and Harding). Is this highly coincidental? Answer by finding the probability of at least one birthday match among 44 people.

Short Answer

Expert verified
The probability of at least one birthday match among the 44 presidents is approximately 0.927, indicating it's not highly coincidental.

Step by step solution

01

Understanding the Problem

We need to find the probability that at least one pair of presidents out of 44 share the same birthday. This involves calculating the complement probability that all 44 presidents have different birthdays first.
02

Calculate Total Birthday Combinations

Assuming there are 365 possible birthdays (ignoring leap years for simplicity), the total possible ways to assign different birthdays to each of the 44 presidents is \( 365^{44} \).
03

Calculate Different Birthdays Combination

To have all 44 presidents with different birthdays, the first president has 365 choices, the second one 364 (as one date is taken), the third 363, and so on down to 322 for the 44th president. Hence, there are \( 365 \times 364 \times \, ... \, \times 322 \) ways for this.
04

Compute Probability of All Different Birthdays

The probability that all 44 presidents have different birthdays is given by \( \frac{365}{365} \times \frac{364}{365} \times ... \times \frac{322}{365} \).
05

Calculate At Least One Match Probability

The probability of at least one birthday match is the complement of all different birthdays, so it's \( 1 - \left( \frac{365!}{(365-44)! \times 365^{44}} \right) \).
06

Simplify the Expression

Simplifying this expression using approximation methods or technology (as exact calculations are complex) gives us a probability of approximately 0.927.

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Key Concepts

These are the key concepts you need to understand to accurately answer the question.

Birthday Paradox
The Birthday Paradox is a counter-intuitive concept in probability that showcases how surprisingly few people are needed in a group for a higher likelihood that at least two people share a birthday. Even with 23 people, there's already about a 50% chance of a shared birthday. When you consider 44 people, such as in the United States president scenario, this probability increases significantly. The paradox highlights the difference between intuitive thinking and actual mathematical probabilities. In this problem, the two presidents sharing a birthday among 44 presidents is a great demonstration of how our intuitions can underestimate these probabilities. Despite seeming improbable, the Birthday Paradox makes it clear that birthday matches in a group are not as coincidental as they seem.
Complement Rule
The Complement Rule is a core concept in probability used to find the chance of an event by calculating the likelihood that the event does not occur, and then subtracting from one. This rule is especially handy when the direct calculation of an event is complex. For our presidential scenario, instead of trying to directly compute the probability of at least one birthday match among the 44 presidents, it’s easier to calculate the probability that no one shares a birthday. This involves:
  • Finding the probability that all presidents have different birthdays.
  • Subtracting this probability from 1 to find the chance of at least one match.
By using the complement rule, we efficiently determine the probability of shared birthdays, showcasing how powerful this mathematical tool is.
Permutation and Combination
Understanding permutations and combinations is crucial when dealing with any probability involving arrangements or selections. In the context of the Birthday Paradox, permutations are key since we are interested in the arrangement of birthdays. A permutation takes into account the order, which is why calculating different birthdays involves permutations. We started by assigning a birthday to one president and continued sequentially, reducing the available birthdays by one each time, reflecting the ordered assignment of birthdays. Using permutations in this way reveals how we can systematically approach probability problems. Though permutations might sound complex, they are just a way to think about the different ways to arrange items, such as birthdays, while considering the importance of order.
Probability Calculation
Calculating probability involves more than plugging numbers into formulas—it requires understanding the problem's aspects and applying the right concepts. In the presidents' birthday problem, the calculation steps are crucial:
  • Firstly, calculate all possible birthday arrangements using powers (i.e., 365 raised to the power of number of people).
  • Then, calculate the arrangements where everyone has different birthdays using the permutation approach.
  • Determine the probability that all individuals have different birthdays by dividing these permutations by total arrangements.
  • Finally, apply the complement rule to find the probability of at least one match.
Overall, this approach simplifies what can initially seem overwhelming, offering a structured method to tackle probability with confidence.

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