Math Problem Statement
. Assume that the readings at freezing on a bundle 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 less than -0.859°C.
Solution
To solve this problem, we need to find the probability that a normally distributed thermometer reading is less than . We are given that the distribution has a mean and a standard deviation .
The formula for calculating the probability in a normal distribution is based on finding the corresponding z-score, which tells us how many standard deviations the value is away from the mean.
The z-score is calculated by the formula:
Where:
- is the value for which we want to find the probability (in this case, ),
- is the mean (0°C),
- is the standard deviation (1°C).
Step 1: Calculate the z-score
Substitute the values into the formula:
Step 2: Find the probability
Now, we need to find the probability that a standard normal variable is less than . This is denoted as:
Using a standard normal distribution table (or a calculator), we find the cumulative probability corresponding to .
From the table, .
Final Answer:
The probability of obtaining a reading less than is approximately 0.1956 or 19.56%.
Would you like more details on how to read the z-score table or further clarification on this topic?
Here are five related questions you might explore:
- What is the probability of obtaining a reading greater than 1.5°C?
- How would the result change if the standard deviation was 0.5°C instead of 1°C?
- What is the probability of a reading being between -1°C and 1°C?
- How do we find the z-score if we know the probability and need the value?
- What does a z-score of 0 represent in this context?
Tip: For faster calculations, a cumulative distribution function (CDF) calculator can be used to find probabilities for z-scores directly.
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Math Problem Analysis
Mathematical Concepts
Statistics
Normal Distribution
Z-Scores
Probability
Formulas
z = (x - μ) / σ
Theorems
Empirical Rule
Standard Normal Distribution Theorem
Suitable Grade Level
Grades 11-12 or Introductory College Statistics
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