In: Statistics and Probability
Exercise 2
An article in Business Harvard Review argues that the size of a company greatly affects the amount of innovation you see, not only in total but also when measured as innovation per employee. To illustrate the point, it discusses research on the relationship between the size of various cities and the total amount of innovation that occurs. Data illustrating the relationship is contained in the file innovation.xls(Table Below). How would you describe the relationship and what implications does it have?
Innovation
City # | Population of city | Total innovation index |
1 | 5,400,000 | 29,000 |
2 | 2,950,000 | 5,000 |
3 | 1,413,270 | 1,575 |
4 | 18,107 | 9 |
5 | 13,281 | 5 |
6 | 38,441 | 12 |
7 | 240,789 | 151 |
8 | 2,040,000 | 4,000 |
9 | 581,536 | 252 |
10 | 4,013,366 | 9,900 |
11 | 60,241 | 12 |
12 | 47,456 | 10 |
13 | 723,189 | 791 |
14 | 384,603 | 171 |
15 | 201,157 | 80 |
16 | 3,620,000 | 7,900 |
17 | 208,307 | 163 |
18 | 44,145 | 20 |
19 | 709,171 | 741 |
20 | 18,028 | 10 |
21 | 4,391,122 | 15,000 |
22 | 97,801 | 55 |
23 | 920,458 | 589 |
24 | 72,574 | 16 |
As per given information,
X = Population of city
Y = Total innovation index
The correlation between population of city and total innovation index is 0.9058. i.e. X and Y are highly positively correlated. If X is increase, Y is also increase.
The regression model is -1208.1359 + 0.0037*X