6. If a one-person household spends an average of $40 per week on groceries, find the maximum and minimum dollar amount spent per week for the middle 50% of one-person households. Assume that the standard deviation is $5 and the variable is normally distributed.

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**Question 6: Grocery Spending in a One-Person Household**

**Problem Statement:**
If a one-person household spends an average of $40 per week on groceries, find the maximum and minimum dollar amount spent per week for the middle 50% of one-person households. Assume that the standard deviation is $5 and the variable is normally distributed.

**Explanation of Terms:**
1. **Average**: The mean or central value of the dataset.
2. **Standard Deviation**: A measure of the amount of variation or dispersion in a set of values.
3. **Normal Distribution**: A probability distribution that is symmetric about the mean, showing that data near the mean are more frequent in occurrence.

**Solution Approach:**
1. Given data: 
   - Mean (\(\mu\)) = $40
   - Standard deviation (\(\sigma\)) = $5

2. **Find the Z-scores for the middle 50%**:
   - The middle 50% means we are interested in the 25th percentile (\(P_{25}\)) and the 75th percentile (\(P_{75}\)).
   - Looking up the Z-scores for these percentiles:
     - \(P_{25}\): Z=-0.6745
     - \(P_{75}\): Z=0.6745

3. **Calculate the minimum and maximum spending amounts**:
   - Minimum spending amount = \(\mu + (Z_{25} \times \sigma)\)
   - Maximum spending amount = \(\mu + (Z_{75} \times \sigma)\)

   Minimum: \(40 + (-0.6745 \times 5) = 40 - 3.3725 = \$36.63\)
   Maximum: \(40 + (0.6745 \times 5) = 40 + 3.3725 = \$43.37\)

**Answer:** 
For the middle 50% of one-person households, the minimum amount spent per week on groceries is approximately $36.63, and the maximum amount is approximately $43.37.
Transcribed Image Text:**Question 6: Grocery Spending in a One-Person Household** **Problem Statement:** If a one-person household spends an average of $40 per week on groceries, find the maximum and minimum dollar amount spent per week for the middle 50% of one-person households. Assume that the standard deviation is $5 and the variable is normally distributed. **Explanation of Terms:** 1. **Average**: The mean or central value of the dataset. 2. **Standard Deviation**: A measure of the amount of variation or dispersion in a set of values. 3. **Normal Distribution**: A probability distribution that is symmetric about the mean, showing that data near the mean are more frequent in occurrence. **Solution Approach:** 1. Given data: - Mean (\(\mu\)) = $40 - Standard deviation (\(\sigma\)) = $5 2. **Find the Z-scores for the middle 50%**: - The middle 50% means we are interested in the 25th percentile (\(P_{25}\)) and the 75th percentile (\(P_{75}\)). - Looking up the Z-scores for these percentiles: - \(P_{25}\): Z=-0.6745 - \(P_{75}\): Z=0.6745 3. **Calculate the minimum and maximum spending amounts**: - Minimum spending amount = \(\mu + (Z_{25} \times \sigma)\) - Maximum spending amount = \(\mu + (Z_{75} \times \sigma)\) Minimum: \(40 + (-0.6745 \times 5) = 40 - 3.3725 = \$36.63\) Maximum: \(40 + (0.6745 \times 5) = 40 + 3.3725 = \$43.37\) **Answer:** For the middle 50% of one-person households, the minimum amount spent per week on groceries is approximately $36.63, and the maximum amount is approximately $43.37.
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