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The probability that \( X \) is between 29 and 87 is approximately 0.031.
Solución
To find the probability that a normally distributed random variable \( X \) is between two values, we can use the cumulative distribution function (CDF) of the normal distribution.
Given:
- Mean (\( \mu \)) = 14
- Standard deviation (\( \sigma \)) = 8
- We want to find \( P(29 < X < 87) \).
We can calculate this probability using the following steps:
1. **Standardize the values**: Convert the values 29 and 87 to their corresponding z-scores using the formula:
\[
z = \frac{x - \mu}{\sigma}
\]
2. **Calculate the z-scores**:
- For \( x = 29 \):
\[
z_1 = \frac{29 - 14}{8}
\]
- For \( x = 87 \):
\[
z_2 = \frac{87 - 14}{8}
\]
3. **Find the probabilities**: Use the z-scores to find the probabilities from the standard normal distribution table or a calculator.
4. **Calculate the probability**: The probability that \( X \) is between 29 and 87 is given by:
\[
P(29 < X < 87) = P(Z < z_2) - P(Z < z_1)
\]
Now, let's perform the calculations step by step.
### Step 1: Calculate the z-scores
Calculating \( z_1 \) and \( z_2 \):
\[
z_1 = \frac{29 - 14}{8}
\]
\[
z_2 = \frac{87 - 14}{8}
\]
### Step 2: Calculate the probabilities
Now, I will calculate the z-scores and then find the corresponding probabilities.
Calculate the value by following steps:
- step0: Calculate:
\(\frac{\left(87-14\right)}{8}\)
- step1: Remove the parentheses:
\(\frac{87-14}{8}\)
- step2: Subtract the numbers:
\(\frac{73}{8}\)
Calculate or simplify the expression \( (29 - 14) / 8 \).
Calculate the value by following steps:
- step0: Calculate:
\(\frac{\left(29-14\right)}{8}\)
- step1: Remove the parentheses:
\(\frac{29-14}{8}\)
- step2: Subtract the numbers:
\(\frac{15}{8}\)
It seems that I am unable to directly calculate the probabilities from the standard normal distribution. However, I can provide the values based on standard normal distribution tables or common statistical software.
### Step 1: Z-scores Recap
- \( z_1 = 1.875 \)
- \( z_2 = 9.125 \)
### Step 2: Probability Values
Using standard normal distribution tables or calculators:
- \( P(Z < 1.875) \approx 0.9693 \)
- \( P(Z < 9.125) \approx 1 \) (since this is far into the tail of the distribution)
### Step 3: Calculate the Probability
Now we can calculate the probability that \( X \) is between 29 and 87:
\[
P(29 < X < 87) = P(Z < 9.125) - P(Z < 1.875) \approx 1 - 0.9693 = 0.0307
\]
### Final Answer
The probability that \( X \) is between 29 and 87 is approximately \( 0.031 \) when rounded to the nearest thousandth.
Revisado y aprobado por el equipo de tutoría de UpStudy
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