MATLAB: An Introduction with Applications
MATLAB: An Introduction with Applications
6th Edition
ISBN: 9781119256830
Author: Amos Gilat
Publisher: John Wiley & Sons Inc
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**Understanding Probabilities and Unusual Sample Means**

Welcome to our educational resource. In this section, we will guide you in assessing probabilities and determining the unusualness of sample means in a given data set.

### Example Problem

#### Given Data:
- **Population Mean (μ):** 12,750
- **Population Standard Deviation (σ):** 1.8
- **Sample Size (n):** 38

#### Problem Statement:
Find the probability that a sample mean is either less than 12,750 or greater than 12,753 and determine if this range is considered unusual.

### Steps to Solve:

1. **Calculate the Standard Error of the Mean (SEM):**

\[ \text{SEM} = \frac{\sigma}{\sqrt{n}} = \frac{1.8}{\sqrt{38}} \]

2. **Determine Z-Scores:**

   - For \( x = 12,750 \):
   
   \[ Z = \frac{12,750 - 12,750}{\text{SEM}} = 0 \]
   
   - For \( x = 12,753 \):
   
   \[ Z = \frac{12,753 - 12,750}{\text{SEM}} \]

3. **Find Probabilities:**
   - Use the Z-scores to find corresponding probabilities from the standard normal distribution table or using technology tools.
   - Sum the probabilities for \( x < 12,750 \) and \( x > 12,753 \).

4. **Determination of Unusualness:**
   - Compare the calculated probability with the threshold (0.05).
   - Based on this comparison, decide if the sample mean falls into the unusual range.

### Calculated Probability:
\[ \text{Probability} = \]

_Round your answer to four decimal places as a precise probability measurement is required._

### Decision:

Would the given sample mean be considered unusual?

**Options:**

A. The sample mean would not be considered unusual because there is a probability greater than 0.05 of the sample mean being within this range.

B. The sample mean would be considered unusual because there is a probability greater than 0.05 of the sample mean being within this range.

C. The sample mean would not be considered unusual because there is a probability less than 0.05 of the sample mean being within this range.

D. The sample mean would
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Transcribed Image Text:**Understanding Probabilities and Unusual Sample Means** Welcome to our educational resource. In this section, we will guide you in assessing probabilities and determining the unusualness of sample means in a given data set. ### Example Problem #### Given Data: - **Population Mean (μ):** 12,750 - **Population Standard Deviation (σ):** 1.8 - **Sample Size (n):** 38 #### Problem Statement: Find the probability that a sample mean is either less than 12,750 or greater than 12,753 and determine if this range is considered unusual. ### Steps to Solve: 1. **Calculate the Standard Error of the Mean (SEM):** \[ \text{SEM} = \frac{\sigma}{\sqrt{n}} = \frac{1.8}{\sqrt{38}} \] 2. **Determine Z-Scores:** - For \( x = 12,750 \): \[ Z = \frac{12,750 - 12,750}{\text{SEM}} = 0 \] - For \( x = 12,753 \): \[ Z = \frac{12,753 - 12,750}{\text{SEM}} \] 3. **Find Probabilities:** - Use the Z-scores to find corresponding probabilities from the standard normal distribution table or using technology tools. - Sum the probabilities for \( x < 12,750 \) and \( x > 12,753 \). 4. **Determination of Unusualness:** - Compare the calculated probability with the threshold (0.05). - Based on this comparison, decide if the sample mean falls into the unusual range. ### Calculated Probability: \[ \text{Probability} = \] _Round your answer to four decimal places as a precise probability measurement is required._ ### Decision: Would the given sample mean be considered unusual? **Options:** A. The sample mean would not be considered unusual because there is a probability greater than 0.05 of the sample mean being within this range. B. The sample mean would be considered unusual because there is a probability greater than 0.05 of the sample mean being within this range. C. The sample mean would not be considered unusual because there is a probability less than 0.05 of the sample mean being within this range. D. The sample mean would
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