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The owner of a restaurant in LA, has recorded sales data for the past several years. He has also recorded data on potentially relevant variables.
The owner of a restaurant in LA, has recorded sales data for the past several years. He has also recorded data on potentially relevant variables. The data tab has the necessary data. | |||
1. Estimate a simple linear regression equation involving annual sales (the dependent variable) and the size of the population (the explanatory variable). Interpret the R square and p values - 5 points (3 points for linnear regression/equation work and 2 points for interpreting the values) | |||
2. Estimate a simple linear regression equation involving annual sales (the dependent variable) and advertising expenditure (the explanatory variable). Interpret the R square and p values. Is this model better than the first model in question 1? - 5 points (3 points for linnear regression/equation work and 2 points for interpreting the values) | |||
3. Estimate a multiple linear regression equation involving annual sales (the dependent variable) and the size of the population, advertising expenditure (the explanatory variables). Interpret the R square value & p values. - 20 points (15 points for multiple regression/equation, 5 points for interpreting the values) | |||
Please Note: Solution submission should have 3 new tabs (1 for each questions 1-3 above). | |||
Year | Sales | Population | Advertising |
1 | $15,713 | 102,558 | $20,000 |
2 | $12,937 | 101,792 | $15,000 |
3 | $12,872 | 104,347 | $25,000 |
4 | $16,227 | 106,180 | $30,000 |
5 | $15,388 | 106,562 | $15,000 |
6 | $13,180 | 105,209 | $25,000 |
7 | $17,199 | 109,185 | $35,000 |
8 | $20,674 | 109,976 | $40,000 |
9 | $20,350 | 110,659 | $20,000 |
10 | $14,444 | 111,844 | $25,000 |
11 | $17,530 | 111,576 | $35,000 |
12 | $16,711 | 113,784 | $5,000 |
13 | $9,715 | 112,482 | $12,000 |
14 | $12,248 | 116,487 | $16,000 |
15 | $13,856 | 117,316 | $21,000 |
16 | $15,285 | 117,830 | $22,000 |
17 | $15,620 | 118,148 | $24,000 |
18 | $17,158 | 118,481 | $26,000 |
19 | $17,800 | 121,069 | $28,000 |
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