Question
2. On the basis of the following data, the marketing manager wants to predict the sales volume for the locality on the basis of #
2. On the basis of the following data, the marketing manager wants to predict the sales
volume for the locality on the basis of # households, number of cars and marketing
expense
Sl.No. Sales Volume #Households number of cars marketing expense
1 15727 161 3 180
2 9328 99 1 150
3 13681 135 2 175
4 12379 120 2 165
5 15351 164 3 178
6 24174 221 5 220
7 20154 179 4 205
8 20671 204 5 210
9 22978 214 5 128
10 13522 101 1 176
11 22471 231 5 226
12 19529 206 4 296
13 24216 248 3 240
14 11521 107 2 168
15 197.82 205 3 100
i. Draw three scatter plots of sales volume with each of the three variables and comment
on their correlation.
ii. Regress the sales volume on #household, number of cars and marketing expense.
Calculate R square and interpret the same.
iii. Determine which variable is/are significant variable/s. Is there any insignificant
variable? If yes, regress again, by dropping the variable. Will dropping that variable
increases the adjusted R square?
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