Regression analysis was applied between sales (in $1000s) and advertising (in $100s), and the following regression function was obtained. ỹ = 500+ 4x Based on the above estimated regression line, if advertising is $10,000, then the point estimate for sales (in dollars) is $900 $900,000 $40,500 $505,000

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**Regression Analysis Example**

A regression analysis was conducted to examine the relationship between sales (measured in $1,000s) and advertising (measured in $100s). The resulting regression function is as follows:

\[
\hat{y} = 500 + 4x
\]

**Estimation Problem**

Using the estimated regression line above, calculate the expected sales (in dollars) when advertising expenditure is $10,000. Select the correct estimate from the options below:

- $900
- $900,000
- $40,500
- $505,000

**Solution Explanation**

To find the point estimate for sales when advertising is $10,000:
- Convert the advertising amount into units of $100s: \(10,000 \div 100 = 100\).
- Use the regression equation: \(\hat{y} = 500 + 4 \times 100\).
- Calculate: \(\hat{y} = 500 + 400 = 900\).

Therefore, the point estimate for sales is $900,000. This suggests that for an advertising spend of $10,000, the expected sales amount is $900,000.
Transcribed Image Text:**Regression Analysis Example** A regression analysis was conducted to examine the relationship between sales (measured in $1,000s) and advertising (measured in $100s). The resulting regression function is as follows: \[ \hat{y} = 500 + 4x \] **Estimation Problem** Using the estimated regression line above, calculate the expected sales (in dollars) when advertising expenditure is $10,000. Select the correct estimate from the options below: - $900 - $900,000 - $40,500 - $505,000 **Solution Explanation** To find the point estimate for sales when advertising is $10,000: - Convert the advertising amount into units of $100s: \(10,000 \div 100 = 100\). - Use the regression equation: \(\hat{y} = 500 + 4 \times 100\). - Calculate: \(\hat{y} = 500 + 400 = 900\). Therefore, the point estimate for sales is $900,000. This suggests that for an advertising spend of $10,000, the expected sales amount is $900,000.
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