Math Problem Statement

In the exercise, X is a binomial variable with n = 7 and p = 0.3. Compute the given probability. Check your answer using technology. (Round your answer to five decimal places.) P(1 ≤ X ≤ 3)

Solution

To solve this problem, let's calculate P(1X3)P(1 \leq X \leq 3) for a binomial random variable XX with parameters n=7n = 7 and p=0.3p = 0.3.

  1. Identify the Probability Expression
    The probability P(1X3)P(1 \leq X \leq 3) represents the sum of probabilities for X=1X = 1, X=2X = 2, and X=3X = 3: P(1X3)=P(X=1)+P(X=2)+P(X=3)P(1 \leq X \leq 3) = P(X = 1) + P(X = 2) + P(X = 3)

  2. Use the Binomial Probability Formula
    The probability of observing kk successes in a binomial distribution is: P(X=k)=(nk)pk(1p)nkP(X = k) = \binom{n}{k} p^k (1 - p)^{n - k} where (nk)\binom{n}{k} is the binomial coefficient, which can be calculated as: (nk)=n!k!(nk)!\binom{n}{k} = \frac{n!}{k!(n - k)!}

  3. Calculate Each Probability
    Given n=7n = 7 and p=0.3p = 0.3, we calculate P(X=1)P(X = 1), P(X=2)P(X = 2), and P(X=3)P(X = 3) individually.

    • For P(X=1)P(X = 1): P(X=1)=(71)(0.3)1(0.7)6P(X = 1) = \binom{7}{1} (0.3)^1 (0.7)^6

    • For P(X=2)P(X = 2): P(X=2)=(72)(0.3)2(0.7)5P(X = 2) = \binom{7}{2} (0.3)^2 (0.7)^5

    • For P(X=3)P(X = 3): P(X=3)=(73)(0.3)3(0.7)4P(X = 3) = \binom{7}{3} (0.3)^3 (0.7)^4

  4. Sum the Probabilities
    After calculating each term, sum them to find P(1X3)P(1 \leq X \leq 3).

Let’s calculate this.The probability P(1X3)P(1 \leq X \leq 3) for a binomial variable with n=7n = 7 and p=0.3p = 0.3 is approximately 0.79161.

Would you like more details on the steps or have any questions?


Here are 5 related questions for practice:

  1. What is the probability P(X=4)P(X = 4) for the same binomial distribution?
  2. How would you calculate P(X3)P(X \leq 3) for this distribution?
  3. What is the probability P(X=0)P(X = 0) in this case?
  4. How would the probability change if pp were 0.5 instead of 0.3?
  5. How do you interpret the expected value of a binomial distribution with these parameters?

Tip: When calculating binomial probabilities by hand, double-check binomial coefficients and powers to ensure precision.

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Math Problem Analysis

Mathematical Concepts

Probability
Binomial Distribution

Formulas

Binomial probability formula: P(X = k) = (n choose k) * p^k * (1 - p)^(n - k)
Binomial coefficient: (n choose k) = n! / (k!(n - k)!)

Theorems

Binomial Theorem

Suitable Grade Level

Grades 10-12