Math Problem Statement

Solve the following z-score using the formula. Show your complete solutions. 1. X = 55, s = 5, μ = 60 2. X = 75, σ = 10, μ = 55 3. X = 100, σ = 4, μ = 135

Solution

To solve for the z-score, we will use the formula:

z=Xμσz = \frac{X - \mu}{\sigma}

where:

  • XX is the value,
  • μ\mu is the mean,
  • σ\sigma is the standard deviation.

Now, let's go step by step for each question:

1. Given X=55X = 55, s=5s = 5, and μ=60\mu = 60:

Using the formula: z=55605=55=1z = \frac{55 - 60}{5} = \frac{-5}{5} = -1 The z-score for this case is z=1z = -1.

2. Given X=75X = 75, σ=10\sigma = 10, and μ=55\mu = 55:

Using the formula: z=755510=2010=2z = \frac{75 - 55}{10} = \frac{20}{10} = 2 The z-score for this case is z=2z = 2.

3. Given X=100X = 100, σ=4\sigma = 4, and μ=135\mu = 135:

Using the formula: z=1001354=354=8.75z = \frac{100 - 135}{4} = \frac{-35}{4} = -8.75 The z-score for this case is z=8.75z = -8.75.

Let me know if you need any further clarification or detailed explanation! Also, here are some related questions for you:

  1. How do z-scores help in interpreting data?
  2. Can the z-score be negative or greater than 3? What does that indicate?
  3. How do you calculate the z-score when the standard deviation is given as a sample standard deviation instead of the population standard deviation?
  4. What is the interpretation of a z-score of 0?
  5. How do z-scores relate to probability in a normal distribution?

Tip: Z-scores are particularly useful in understanding how far away a particular data point is from the mean, which is important in various statistical analyses such as hypothesis testing.

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Math Problem Analysis

Mathematical Concepts

Statistics
Z-scores
Standard Deviation
Mean

Formulas

z = (X - μ) / σ

Theorems

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Suitable Grade Level

Grades 10-12