This is AI generated Response.
Asked by: Manoj Kumar Nishad
Created at: 2025-05-31 11:47:17
Final Answer:
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Let's answer the questions one by one using the regression output provided:
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**b. Is this a useful model? Interpret the p-value based on a one-tailed test. (2 points)**
- **Answer:**
Yes, this is a useful model. The p-value for the regression (seen in the "Regression" row, under "P", as well as for the "Miles" variable) is **0.0000** (rounded). This is far less than common significance levels like 0.05 or 0.01, so we reject the null hypothesis that the coefficient for "Miles" is zero. In a one-tailed test, this means there is very strong evidence that miles are significantly related to price, and the model is useful for predicting price based on miles.
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**c. What is the y-intercept of the model? (2 points)**
- **Answer:**
The y-intercept (constant) of the model is **41,940.6** (rounded to one decimal place, as shown under "Constant" in the coefficient table).
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**d. Can the y-intercept be *practically* interpreted in this case (yes or no)? (2 points)**
- **Answer:**
**No.** The y-intercept represents the predicted price when the number of miles is zero. Practically, this means the price of a car with zero miles, which rarely happens in real life (except possibly for a brand new car, but often this regression is for used cars). Therefore, while mathematically it makes sense, it may not have a practical real-world interpretation.
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**Summary of Answers:**
**b.** Yes, the p-value is 0.0000, so the model is useful; there is strong evidence that miles predict price.
**c.** The y-intercept is 41,940.6.
**d.** No, the y-intercept cannot be practically interpreted in this case.
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