Math Problem Statement

  • A binomial probability experiment is conducted with the given parameters. Compute the probability of x successes in the n independent trials of the experiment. •n,= 30, p= 0.04, x= 2 P(2) = .1924 (Do not round until the final answer. Then round to four decimal places as needed.)

Solution

In a binomial probability experiment, the probability of exactly xx successes in nn independent trials, with each trial having a success probability pp, is given by the binomial probability formula:

P(x)=(nx)px(1p)nxP(x) = \binom{n}{x} p^x (1 - p)^{n - x}

Where:

  • nn is the number of trials,
  • xx is the number of successes,
  • pp is the probability of success on each trial,
  • (nx)\binom{n}{x} is the binomial coefficient, which is calculated as:

(nx)=n!x!(nx)!\binom{n}{x} = \frac{n!}{x!(n - x)!}

Now, plug in the given values:

  • n=30n = 30,
  • p=0.04p = 0.04,
  • x=2x = 2.

We first calculate the binomial coefficient:

(302)=30!2!(302)!=30×292×1=435\binom{30}{2} = \frac{30!}{2!(30 - 2)!} = \frac{30 \times 29}{2 \times 1} = 435

Now, compute the probability:

P(2)=435×(0.04)2×(10.04)302P(2) = 435 \times (0.04)^2 \times (1 - 0.04)^{30 - 2} P(2)=435×0.0016×(0.96)28P(2) = 435 \times 0.0016 \times (0.96)^{28} P(2)=435×0.0016×0.3725P(2) = 435 \times 0.0016 \times 0.3725 P(2)435×0.000596=0.25926P(2) \approx 435 \times 0.000596 = 0.25926

Finally, rounding to four decimal places:

P(2)0.2593P(2) \approx 0.2593

Thus, the probability of 2 successes is approximately 0.2593.

Would you like a breakdown of the steps or have any further questions?

Here are 5 questions to expand your understanding:

  1. How does the binomial distribution change with different probabilities pp?
  2. What is the expected number of successes in this scenario?
  3. How would the probability change if we wanted 3 successes instead of 2?
  4. How do you calculate cumulative probabilities for P(x2)P(x \leq 2)?
  5. What happens to the binomial distribution as nn increases while keeping pp constant?

Tip: When working with binomial probabilities, it's helpful to familiarize yourself with using a scientific calculator or software for large factorials.

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Math Problem Analysis

Mathematical Concepts

Probability
Binomial Distribution
Combinatorics

Formulas

P(x) = (n choose x) * p^x * (1 - p)^(n - x)
(n choose x) = n! / (x! * (n - x)!)

Theorems

Binomial Theorem

Suitable Grade Level

Grades 10-12