Math Problem Statement

. In a certain normal distribution, 1.25% of the area lies to the left of 42, and 1.25% of the area lies to the right of 48. Find μ and σ

Solution

To find the mean (μ\mu) and standard deviation (σ\sigma) of the normal distribution, we can use the information given:

  1. 1.25% of the area lies to the left of 42: This implies that 42 is at the 1.25th percentile of the distribution.
  2. 1.25% of the area lies to the right of 48: This implies that 48 is at the 98.75th percentile of the distribution.

Steps to Solve

  1. Determine the Z-scores: Since 1.25% lies in the left tail and 1.25% in the right tail, we can find the Z-scores corresponding to these percentiles in a standard normal distribution.

    • For the 1.25th percentile (left tail), the Z-score is approximately Z=2.24Z = -2.24.
    • For the 98.75th percentile (right tail), the Z-score is approximately Z=+2.24Z = +2.24.
  2. Set up equations using the Z-score formula: The Z-score formula is: Z=XμσZ = \frac{X - \mu}{\sigma} where:

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

    Since we have two values, 42 and 48, we set up two equations:

    • For X=42X = 42 (1.25th percentile): 2.24=42μσ-2.24 = \frac{42 - \mu}{\sigma}

    • For X=48X = 48 (98.75th percentile): 2.24=48μσ2.24 = \frac{48 - \mu}{\sigma}

  3. Solve for μ\mu and σ\sigma: We have a system of equations: 2.24σ=42μ-2.24 \sigma = 42 - \mu 2.24σ=48μ2.24 \sigma = 48 - \mu

    Adding these two equations to eliminate μ\mu: 2.24σ+2.24σ=42+482μ-2.24 \sigma + 2.24 \sigma = 42 + 48 - 2\mu Simpl

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Math Problem Analysis

Mathematical Concepts

Normal Distribution
Percentiles
Z-scores

Formulas

Z-score formula: Z = (X - μ) / σ

Theorems

Properties of the normal distribution

Suitable Grade Level

Grades 11-12