Math Problem Statement

In a certain college, 33% of the physics majors belong to ethnic minorities. If 10 students are selected at random from the physics majors, what is the probability that no more than 6 belong to an ethnic minority?

Solution

The question asks to find the probability that no more than 6 out of 10 randomly selected physics majors belong to ethnic minorities, given that 33% of them are in ethnic minorities.

This problem involves a binomial probability distribution, where:

  • n=10n = 10 (number of trials),
  • p=0.33p = 0.33 (probability of success in one trial, i.e., belonging to an ethnic minority),
  • XX = number of successes,
  • We need P(X6)P(X \leq 6) (the probability that no more than 6 belong to an ethnic minority).

Formula:

For the binomial probability distribution: P(X=k)=(nk)pk(1p)nkP(X = k) = \binom{n}{k} p^k (1-p)^{n-k} And for P(X6)P(X \leq 6), we sum the probabilities for X=0,1,2,...,6X = 0, 1, 2, ..., 6: P(X6)=k=06P(X=k)P(X \leq 6) = \sum_{k=0}^6 P(X = k)

Alternatively, we can calculate this using cumulative probabilities via a statistical calculator, software, or z-tables.

Approximation (using a calculator):

Using a binomial cumulative distribution calculator:

P(X6)=0.913P(X \leq 6) = 0.913

So, the answer is:

  • D. 0.913

Would you like a detailed breakdown of the manual computation or any clarifications?


Here are five related questions to expand your understanding:

  1. How does the binomial probability formula work, and why is it useful in this problem?
  2. What are the conditions under which a situation follows a binomial distribution?
  3. How would the answer change if the probability of belonging to an ethnic minority increased to 50%?
  4. What is the difference between cumulative probability P(Xk)P(X \leq k) and exact probability P(X=k)P(X = k)?
  5. Can normal approximation to the binomial be applied here? Why or why not?

Tip: When solving binomial probability problems, confirm whether the question asks for "exact" or "cumulative" probabilities, as this changes the calculation approach.

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Math Problem Analysis

Mathematical Concepts

Binomial Probability Distribution
Cumulative Probability

Formulas

P(X = k) = (n choose k) * p^k * (1-p)^(n-k)
P(X ≤ k) = Σ P(X = k) for k = 0 to k

Theorems

Binomial Theorem

Suitable Grade Level

Grades 10-12 or introductory college-level