Math Problem Statement

Suppose Z follows the standard normal distribution. Round your responses to at least three decimal places.

Solution

Let's solve each part of the problem using the standard normal distribution.

(a) P(Z>1.04)P(Z > 1.04)

  1. Find the cumulative probability P(Z1.04)P(Z \leq 1.04) using the standard normal distribution table or calculator.
  2. Subtract this value from 1 to get P(Z>1.04)P(Z > 1.04).

From the standard normal table:

  • P(Z1.04)0.8508P(Z \leq 1.04) \approx 0.8508

Therefore:

  • P(Z>1.04)=10.8508=0.1492P(Z > 1.04) = 1 - 0.8508 = 0.1492

(b) P(Z0.86)P(Z \leq -0.86)

  1. Find the cumulative probability P(Z0.86)P(Z \leq -0.86).

From the standard normal table:

  • P(Z0.86)0.1949P(Z \leq -0.86) \approx 0.1949

(c) P(1.04<Z<2.16)P(1.04 < Z < 2.16)

  1. Find the cumulative probabilities P(Z2.16)P(Z \leq 2.16) and P(Z1.04)P(Z \leq 1.04).
  2. Subtract the smaller cumulative probability from the larger one.

From the standard normal table:

  • P(Z2.16)0.9846P(Z \leq 2.16) \approx 0.9846
  • P(Z1.04)0.8508P(Z \leq 1.04) \approx 0.8508

Thus:

  • P(1.04<Z<2.16)=0.98460.8508=0.1338P(1.04 < Z < 2.16) = 0.9846 - 0.8508 = 0.1338

Final Answers:

  • (a) P(Z>1.04)=0.149P(Z > 1.04) = 0.149
  • (b) P(Z0.86)=0.195P(Z \leq -0.86) = 0.195
  • (c) P(1.04<Z<2.16)=0.134P(1.04 < Z < 2.16) = 0.134

Would you like any further explanations or have additional questions?


Relative Questions:

  1. What are the steps to calculate P(Z>a)P(Z > a) for any value aa?
  2. How can you determine P(Z<a)P(Z < a) directly using a calculator?
  3. Why is the subtraction method used for calculating P(1.04<Z<2.16)P(1.04 < Z < 2.16)?
  4. What do the values of ZZ signify in real-world applications?
  5. How does symmetry of the standard normal distribution help in finding probabilities?
  6. Can you explain the importance of the standard deviation in these calculations?
  7. How would these probabilities change if the mean were not zero?
  8. What might cause a shift in the standard normal distribution curve?

Tip: When dealing with two-tailed probabilities (like in part c), it's essential to calculate the cumulative probabilities separately and subtract the lower from the higher to ensure accuracy.

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Math Problem Analysis

Mathematical Concepts

Normal Distribution
Cumulative Probability

Formulas

Standard Normal Distribution Table
Cumulative Probability Calculation

Theorems

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Suitable Grade Level

Advanced High School