A study conducted by Pugh Research found 68.7% of Americans do not want President Biden to seek re-election. In a random sample of 750 Americans, what is the likelihood at least 70% do not want President Biden to seek re-election?

MATLAB: An Introduction with Applications
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ISBN:9781119256830
Author:Amos Gilat
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Question 10 - Bayes’ Theorem Please solve the problem with simple probability rules
**Example Problem: Probability Scenario**

A study conducted by Pugh Research found 68.7% of Americans do not want President Biden to seek re-election. In a random sample of 750 Americans, what is the likelihood that at least 70% do not want President Biden to seek re-election?

### Key Points to Consider:

**Proportion of Interest (p):** 68.7% or 0.687 

**Sample Size (n):** 750 

**Target Proportion (p0):** 70% or 0.700 

**Objective:**
Determine the likelihood that at least 70% of the sample of 750 Americans do not want President Biden to seek re-election. This calculation involves determining the sampling distribution and applying it to the given scenario.

### Steps to Approach:

1. **Calculate the Mean (μ) of the Sampling Distribution:**

   ```
   μ = p = 0.687
   ```

2. **Calculate the Standard Deviation (σ) of the Sampling Distribution:**
   
   ```
   σ = sqrt( (p * (1 - p)) / n )
   ```

   Substituting the values:
   
   ```
   σ = sqrt( (0.687 * (1 - 0.687)) / 750 )
   ```

3. **Convert the Target Proportion to the Z-Score:**

   The z-score formula is:

   ```
   Z = (p0 - μ) / σ
   ```

4. **Find the Corresponding Probability:**

   Using statistical tables or software to find the probability corresponding to the calculated z-score.

### Educational Objective:

Through this example, students can learn about the use of sampling distributions, hypothesis testing, and how to perform statistical calculations related to population proportions. This scenario integrates real-world data to emphasize the practical application of statistical concepts.
Transcribed Image Text:**Example Problem: Probability Scenario** A study conducted by Pugh Research found 68.7% of Americans do not want President Biden to seek re-election. In a random sample of 750 Americans, what is the likelihood that at least 70% do not want President Biden to seek re-election? ### Key Points to Consider: **Proportion of Interest (p):** 68.7% or 0.687 **Sample Size (n):** 750 **Target Proportion (p0):** 70% or 0.700 **Objective:** Determine the likelihood that at least 70% of the sample of 750 Americans do not want President Biden to seek re-election. This calculation involves determining the sampling distribution and applying it to the given scenario. ### Steps to Approach: 1. **Calculate the Mean (μ) of the Sampling Distribution:** ``` μ = p = 0.687 ``` 2. **Calculate the Standard Deviation (σ) of the Sampling Distribution:** ``` σ = sqrt( (p * (1 - p)) / n ) ``` Substituting the values: ``` σ = sqrt( (0.687 * (1 - 0.687)) / 750 ) ``` 3. **Convert the Target Proportion to the Z-Score:** The z-score formula is: ``` Z = (p0 - μ) / σ ``` 4. **Find the Corresponding Probability:** Using statistical tables or software to find the probability corresponding to the calculated z-score. ### Educational Objective: Through this example, students can learn about the use of sampling distributions, hypothesis testing, and how to perform statistical calculations related to population proportions. This scenario integrates real-world data to emphasize the practical application of statistical concepts.
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