Math Problem Statement

Find the indicated probability assuming that x is a random variable with a normal distribution with the given mean and standard deviation. (Round your answer to four decimal places.)

P(x ≤ 77), 𝜇 = 70, 𝜎 = 7

Solution

To find the probability P(x77)P(x \leq 77) when xx follows a normal distribution with mean μ=70\mu = 70 and standard deviation σ=7\sigma = 7, we can use the Z-score formula:

Z=xμσZ = \frac{x - \mu}{\sigma}

Step 1: Calculate the Z-score

Z=77707=77=1Z = \frac{77 - 70}{7} = \frac{7}{7} = 1

Step 2: Find the cumulative probability

Now that we have the Z-score, we can find the probability corresponding to Z=1Z = 1. Using standard normal distribution tables or a calculator, the cumulative probability for Z=1Z = 1 is approximately:

P(Z1)0.8413P(Z \leq 1) \approx 0.8413

Conclusion:

P(x77)0.8413P(x \leq 77) \approx 0.8413

Thus, the probability is approximately 0.8413.

Would you like further details on this calculation?

Related Questions:

  1. What is the probability P(x77)P(x \geq 77) for the same normal distribution?
  2. How would the probability change if x=65x = 65 instead of x=77x = 77?
  3. What is the probability P(70x77)P(70 \leq x \leq 77)?
  4. Can you find P(x=77)P(x = 77) for this continuous distribution?
  5. How would the result change if the standard deviation was 10 instead of 7?

Tip:

When using the normal distribution, the Z-score helps you standardize the data, making it easier to reference probabilities from the standard normal table.

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Math Problem Analysis

Mathematical Concepts

Statistics
Probability
Normal Distribution
Z-score

Formulas

Z = (x - μ) / σ

Theorems

Empirical Rule
Standard Normal Distribution

Suitable Grade Level

Grades 10-12