Math Problem Statement

Assume that the readings at freezing on a batch of thermometers are normally distributed with a mean of 0°C and a standard deviation of 1.00°C. A single thermometer is randomly selected and tested. Find the probability of obtaining a reading between -1.244°C and -0.374°C.

Solution

We are given that the thermometer readings follow a normal distribution with:

  • Mean: μ=0\mu = 0°C
  • Standard deviation: σ=1.00\sigma = 1.00°C

We need to find the probability that a randomly selected thermometer gives a reading between -1.244°C and -0.374°C.

Step 1: Convert Raw Scores to Standard Scores (Z-Scores)

The standard normal variable ZZ is given by:

Z=XμσZ = \frac{X - \mu}{\sigma}

For X1=1.244X_1 = -1.244:

Z1=1.24401=1.244Z_1 = \frac{-1.244 - 0}{1} = -1.244

For X2=0.374X_2 = -0.374:

Z2=0.37401=0.374Z_2 = \frac{-0.374 - 0}{1} = -0.374

Step 2: Find the Corresponding Probabilities

Using the standard normal table (or a calculator):

P(Z1.244)0.1079P(Z \leq -1.244) \approx 0.1079

P(Z0.374)0.3544P(Z \leq -0.374) \approx 0.3544

Step 3: Compute the Probability Between the Two Z-Scores

P(1.244Z0.374)=P(Z0.374)P(Z1.244)P(-1.244 \leq Z \leq -0.374) = P(Z \leq -0.374) - P(Z \leq -1.244)

=0.35440.1079= 0.3544 - 0.1079

=0.2465= 0.2465

Final Answer:

The probability of obtaining a thermometer reading between -1.244°C and -0.374°C is 0.2465 (or 24.65%).


Would you like me to explain how to use the Z-table or check with a different method?

Related Questions:

  1. What is the probability of a reading above 1.5°C?
  2. How do you calculate probabilities for any normal distribution?
  3. What is the probability of getting a reading below -2°C?
  4. How does changing the standard deviation affect probabilities?
  5. What is the Z-score for a reading of 2.5°C?

Tip:

If you don't have a Z-table handy, you can use an online normal probability calculator or statistical functions in software like Excel (=NORM.DIST(x, mean, stdev, TRUE)).

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Math Problem Analysis

Mathematical Concepts

Normal Distribution
Z-Scores
Probability

Formulas

Z = (X - μ) / σ
P(Z ≤ z)

Theorems

Standard Normal Distribution Theorem

Suitable Grade Level

Grades 11-12