Questions: 5 points
Binomial Distributions:
The National Institute of Mental Health reports that there is a 20% chance of an adult American suffering from a psychiatric disorders.
Seven randomly selected adult Americans are examined for psychiatric disorders.
A success is defined as an adult American having a psychiatric disorder.
The random variable X, is the number of adult Americans, out of 7 adult Americans, who have a psychiatric disorder.
Using the binomial table provided to you, what is the probability that exactly 1 out of 7 adult Americans will have a psychiatric disorder? Do not round.
0.3670
Transcript text: 14 5 points $\square$
Binomial Distributions:
The National Institute of Mental Health reports that there is a 20\% chance of an adult American suffering from a psychiatric disorders.
Seven randomly selected adult Americans are examined for psychiatric disorders.
A success is defined as an adult American having a psychiatric disorder.
The random variable $X$, is the number of adult Americans, out of 7 adult Americans, who have a psychiatric disorder.
Using the binomial table provided to you, what is the probability that exactly 1 out of 7 adult Americans will have a psychiatric disorder? Do not round.
\[
0.3670
\]
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Solution
Solution Steps
To solve this problem, we need to use the binomial probability formula. The binomial distribution is appropriate here because we have a fixed number of trials (7 adult Americans), two possible outcomes (having or not having a psychiatric disorder), and a constant probability of success (20% or 0.2). We want to find the probability of exactly 1 success (psychiatric disorder) out of 7 trials.
The binomial probability formula is given by:
\[ P(X = k) = \binom{n}{k} p^k (1-p)^{n-k} \]
where:
\( n \) is the number of trials (7),
\( k \) is the number of successes (1),
\( p \) is the probability of success (0.2).
Step 1: Identify the Parameters
We are given a binomial distribution problem where:
The number of trials, \( n = 7 \).
The number of successes, \( k = 1 \).
The probability of success, \( p = 0.2 \).
Step 2: Apply the Binomial Probability Formula
The probability of exactly \( k \) successes in \( n \) trials is given by the binomial probability formula:
\[
P(X = k) = \binom{n}{k} p^k (1-p)^{n-k}
\]
Substituting the given values:
\[
P(X = 1) = \binom{7}{1} (0.2)^1 (1-0.2)^{7-1}
\]
Step 3: Calculate the Binomial Coefficient
The binomial coefficient \(\binom{7}{1}\) is calculated as:
\[
\binom{7}{1} = 7
\]
Step 4: Calculate the Probability
Substitute the values into the formula:
\[
P(X = 1) = 7 \times 0.2 \times (0.8)^6
\]
Calculate \((0.8)^6\):
\[
(0.8)^6 = 0.262144
\]
Thus, the probability is:
\[
P(X = 1) = 7 \times 0.2 \times 0.262144 = 0.3670016
\]
Final Answer
The probability that exactly 1 out of 7 adult Americans will have a psychiatric disorder is \(\boxed{0.3670}\).