Subjects algebra

Tshirt Sales Prediction E40284

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Question: Use the linear regression function to predict the number of T-shirts Xavier sold during each given year. Then, compare the prediction to the actual number of T-shirts to determine whether the prediction is reasonable based on the problem situation. b. 2012 c. 2014 d. 2016 e. 2018 f. 2020 The linear regression function representing the data shown in the table is $y = 57.14x + 28.57$, where $x$ represents the number of years since 2010 and $y$ represents the number of T-shirts sold.
1. **State the problem:** We want to use the linear regression function $$y = 57.14x + 28.57$$ to predict the number of T-shirts sold in the years 2012, 2014, 2016, 2018, and 2020. 2. **Identify variables:** - $x$ is the number of years since 2010. - $y$ is the predicted number of T-shirts sold. 3. **Calculate $x$ for each year:** - For 2012: $x = 2012 - 2010 = 2$ - For 2014: $x = 2014 - 2010 = 4$ - For 2016: $x = 2016 - 2010 = 6$ - For 2018: $x = 2018 - 2010 = 8$ - For 2020: $x = 2020 - 2010 = 10$ 4. **Use the regression function to predict $y$:** - For 2012: $$y = 57.14(2) + 28.57 = 114.28 + 28.57 = 142.85$$ - For 2014: $$y = 57.14(4) + 28.57 = 228.56 + 28.57 = 257.13$$ - For 2016: $$y = 57.14(6) + 28.57 = 342.84 + 28.57 = 371.41$$ - For 2018: $$y = 57.14(8) + 28.57 = 457.12 + 28.57 = 485.69$$ - For 2020: $$y = 57.14(10) + 28.57 = 571.4 + 28.57 = 599.97$$ 5. **Compare predictions to actual data:** - Actual sales for 2012: 175 T-shirts; predicted: 142.85 (slightly low but reasonable) - Actual sales for 2014: 250 T-shirts; predicted: 257.13 (very close) - Actual sales for 2016: 375 T-shirts; predicted: 371.41 (very close) - Actual sales for 2018: no actual data given, prediction: 485.69 - Actual sales for 2020: no actual data given, prediction: 599.97 6. **Conclusion:** The linear regression function provides reasonable predictions for the years with actual data and can be used to estimate sales for future years like 2018 and 2020. **Final answers:** - 2012 prediction: approximately 143 T-shirts - 2014 prediction: approximately 257 T-shirts - 2016 prediction: approximately 371 T-shirts - 2018 prediction: approximately 486 T-shirts - 2020 prediction: approximately 600 T-shirts