1 A researcher is investigating whether there is a relationship between the population size of cities and the average walking speed of pedestrians in the city centres. Data for the population size, \(x\) thousands, and the average walking speed of pedestrians, \(y \mathrm {~m} \mathrm {~s} ^ { - 1 }\), of eight randomly selected cities are given in the table below.
| \(x\) | 18 | 43 | 52 | 94 | 98 | 206 | 784 | 1530 |
| \(y\) | 1.15 | 0.97 | 1.26 | 1.35 | 1.28 | 1.42 | 1.32 | 1.64 |
- Calculate the value of Spearman's rank correlation coefficient.
- Carry out a hypothesis test at the \(5 \%\) significance level to determine whether there is any association between population size and average walking speed.
In another investigation, the researcher selects a random sample of six adult males of particular ages and measures their maximum walking speeds. The data are shown in the table below, where \(t\) years is the age of the adult and \(w \mathrm {~m} \mathrm {~s} ^ { - 1 }\) is the maximum walking speed. Also shown are summary statistics and a scatter diagram on which the regression line of \(w\) on \(t\) is drawn.
| \(t\) | 20 | 30 | 40 | 50 | 60 | 70 |
| \(w\) | 2.49 | 2.41 | 2.38 | 2.14 | 1.97 | 2.03 |
$$n = 6 \quad \Sigma t = 270 \quad \Sigma w = 13.42 \quad \Sigma t ^ { 2 } = 13900 \quad \Sigma w ^ { 2 } = 30.254 \quad \Sigma t w = 584.6$$
\includegraphics[max width=\textwidth, alt={}, center]{77b97142-afb6-41d6-8fec-e982b7a7501b-2_728_1091_1379_529} - Calculate the equation of the regression line of \(w\) on \(t\).
- (A) Use this equation to calculate an estimate of maximum walking speed of an 80 -year-old male.
(B) Explain why it might not be appropriate to use the equation to calculate an estimate of maximum walking speed of a 10 -year-old male.