Cl All P-P 335 1196' pq n (Round to two decimal places as needed.) Evaluate the formula z = Z= when n=1196, p=0.30, and q=1 - p. www

MATLAB: An Introduction with Applications
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Chapter1: Starting With Matlab
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**Evaluating the Z-Scores in Hypothesis Testing**

In this section, we will explore how to evaluate the formula for the z-score, which is a measure of how many standard deviations an element is from the mean. The formula we will use is:

\[ z = \frac{\hat{p} - p}{\sqrt{\frac{pq}{n}}} \]

where:
- \(\hat{p}\) is the sample proportion.
- \(p\) is the population proportion.
- \(q\) is \(1 - p\).
- \(n\) is the sample size.

Let's evaluate this formula with the specific values provided:
- \(\hat{p} = \frac{335}{1196}\)
- \(n = 1196\)
- \(p = 0.30\)
- \(q = 1 - p\)

First, we compute \(\hat{p}\):
\[ \hat{p} = \frac{335}{1196} \approx 0.28 \]

Next, we plug in these values into the z-score formula:

\[ z = \frac{0.28 - 0.30}{\sqrt{\frac{0.30 \times 0.70}{1196}}} \]

This simplifies to:
\[ z = \frac{-0.02}{\sqrt{\frac{0.21}{1196}}} \]

Calculate the denominator:
\[ \sqrt{\frac{0.21}{1196}} \approx \sqrt{0.0001755} \approx 0.01324 \]

Now, simplify the z-score:
\[ z = \frac{-0.02}{0.01324} \approx -1.51 \]

So, using the z-score formula:
\[ z \approx -1.51 \]

**Conclusion:**

To find the z-score, substitute the given values, perform the arithmetic operations, and round the final z-score to two decimal places if necessary. In this example, the z-score is approximately \(-1.51\), rounded to two decimal places.
Transcribed Image Text:**Evaluating the Z-Scores in Hypothesis Testing** In this section, we will explore how to evaluate the formula for the z-score, which is a measure of how many standard deviations an element is from the mean. The formula we will use is: \[ z = \frac{\hat{p} - p}{\sqrt{\frac{pq}{n}}} \] where: - \(\hat{p}\) is the sample proportion. - \(p\) is the population proportion. - \(q\) is \(1 - p\). - \(n\) is the sample size. Let's evaluate this formula with the specific values provided: - \(\hat{p} = \frac{335}{1196}\) - \(n = 1196\) - \(p = 0.30\) - \(q = 1 - p\) First, we compute \(\hat{p}\): \[ \hat{p} = \frac{335}{1196} \approx 0.28 \] Next, we plug in these values into the z-score formula: \[ z = \frac{0.28 - 0.30}{\sqrt{\frac{0.30 \times 0.70}{1196}}} \] This simplifies to: \[ z = \frac{-0.02}{\sqrt{\frac{0.21}{1196}}} \] Calculate the denominator: \[ \sqrt{\frac{0.21}{1196}} \approx \sqrt{0.0001755} \approx 0.01324 \] Now, simplify the z-score: \[ z = \frac{-0.02}{0.01324} \approx -1.51 \] So, using the z-score formula: \[ z \approx -1.51 \] **Conclusion:** To find the z-score, substitute the given values, perform the arithmetic operations, and round the final z-score to two decimal places if necessary. In this example, the z-score is approximately \(-1.51\), rounded to two decimal places.
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