Math Problem Statement

Assume that when human resource managers are randomly​ selected, 51​% say job applicants should follow up within two weeks. If 8 human resource managers are randomly​ selected, find the probability that at least 2 of them say job applicants should follow up within two weeks. Question content area bottom Part 1 The probability is    enter your response here. ​(Round to four decimal places as​ needed.)

Solution

This problem involves a binomial probability distribution because we are dealing with a fixed number of trials (n=8n = 8), two possible outcomes (success or failure), and a constant probability of success (p=0.51p = 0.51).

We are tasked with finding the probability that at least 2 of the 8 randomly selected human resource managers say job applicants should follow up within two weeks. To calculate this, we need to sum the probabilities for x=2,3,,8x = 2, 3, \dots, 8.

Complementary Rule

Instead of calculating P(X2)P(X \geq 2) directly, we use the complement rule: P(X2)=1P(X<2)P(X \geq 2) = 1 - P(X < 2) Where P(X<2)=P(X=0)+P(X=1)P(X < 2) = P(X = 0) + P(X = 1).

Binomial Probability Formula

The probability of exactly xx successes in nn trials is given by: P(X=x)=(nx)px(1p)nxP(X = x) = \binom{n}{x} p^x (1-p)^{n-x} Where:

  • (nx)=n!x!(nx)!\binom{n}{x} = \frac{n!}{x!(n-x)!} is the number of combinations,
  • p=0.51p = 0.51 is the probability of success,
  • 1p=0.491-p = 0.49 is the probability of failure.

Step-by-Step Calculation

  1. Calculate P(X=0)P(X = 0): P(X=0)=(80)(0.51)0(0.49)8=1(1)(0.49)80.00192P(X = 0) = \binom{8}{0} (0.51)^0 (0.49)^8 = 1 \cdot (1) \cdot (0.49)^8 \approx 0.00192

  2. Calculate P(X=1)P(X = 1): P(X=1)=(81)(0.51)1(0.49)7=8(0.51)(0.49)70.01528P(X = 1) = \binom{8}{1} (0.51)^1 (0.49)^7 = 8 \cdot (0.51) \cdot (0.49)^7 \approx 0.01528

  3. Sum P(X=0)P(X = 0) and P(X=1)P(X = 1): P(X<2)=P(X=0)+P(X=1)0.00192+0.01528=0.0172P(X < 2) = P(X = 0) + P(X = 1) \approx 0.00192 + 0.01528 = 0.0172

  4. Find P(X2)P(X \geq 2): P(X2)=1P(X<2)=10.0172=0.9828P(X \geq 2) = 1 - P(X < 2) = 1 - 0.0172 = 0.9828

Final Answer:

The probability that at least 2 of the 8 human resource managers say job applicants should follow up within two weeks is approximately: 0.9828\boxed{0.9828}

Would you like further explanation or assistance with related problems? Here are 5 related questions:

  1. How do we calculate probabilities for exactly 3 successes in a binomial distribution?
  2. What changes if we increase the sample size from 8 to 10 human resource managers?
  3. How would this problem change if the probability of success were different, e.g., p=0.6p = 0.6?
  4. Can we approximate this binomial problem using a normal distribution?
  5. What are some real-world applications of binomial distributions in HR?

Tip: When dealing with "at least" probabilities, using the complement rule often simplifies the calculation!

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Math Problem Analysis

Mathematical Concepts

Probability
Binomial Distribution
Complement Rule

Formulas

P(X = x) = (n choose x) * p^x * (1-p)^(n-x)
P(X ≥ 2) = 1 - P(X < 2)
(n choose x) = n! / (x!(n-x)!)

Theorems

Binomial Theorem

Suitable Grade Level

Grades 10-12