S4 June 2009 Q2
2. An emission-control device is tested to see if it reduces CO2 emissions from cars. The emissions from 6 randomly selected cars are measured with and without the device. The results are as follows.
| Car | \(A\) | \(B\) | \(C\) | \(D\) | \(E\) | \(F\) |
|---|---|---|---|---|---|---|
| Emissions without device | 151.4 | 164.3 | 168.5 | 148.2 | 139.4 | 151.2 |
| Emissions with device | 148.9 | 162.7 | 166.9 | 150.1 | 140.0 | 146.7 |
(a) State an assumption that needs to be made in order to carry out a \(t\)-test in this case. (1)
(b) State why a paired \(t\)-test is suitable for use with these data. (1)
(c) Using a 5% level of significance, test whether or not there is evidence that the device reduces CO2 emissions from cars. (8)
(d) Explain, in context, what a type II error would be in this case. (2)
| Scheme | Marks |
|---|---|
| The differences are normally distributed | B1 |
| (1) |
| Scheme | Marks |
|---|---|
| The data is collected in pairs or small sample size and variance unknown or samples not independent | B1 |
| (1) |
Notes
Allow because the same car has been used
| Scheme | Marks |
|---|---|
| \(d\): 2.5, 1.6, 1.6, −1.9, −0.6, 4.5 at least 2 correct | M1 |
| \((\Sigma d = 7.7,\ \Sigma d^2 = 35.59)\quad \bar{d} = \pm 1.2833,\ \mathrm{sd} = 2.2675.\ \ (\mathrm{Var} = 5.141)\) | A1, A1 |
| \(\mathrm{H}_0 : \mu_d = 0,\ \mathrm{H}_1 : \mu_d \gt 0\) (\(\mathrm{H}_1 : \mu_d \lt 0\) if \(d\) −2.5, −1.6, −1.6 etc) both depend on their \(d\)’s | B1 |
| \(t = \dfrac{\pm 1.2833\sqrt{6}}{2.2675} = \pm 1.386\ldots\) formula and substitution, 1.38 – 1.39 | M1, A1 |
| Critical value \(t_5(5\%) = 2.015\) (1 tail) | B1 |
| Not significant. Insufficient evidence to support that the device reduces CO2 emissions. | A1 ft |
| (8) |
Notes
awrt \(\pm 1.28\), 2.27
| Scheme | Marks |
|---|---|
| The idea that the device reduces CO2 emissions has been rejected when in fact it does reduce emissions. OR Concluding that the device does not reduce emissions when in fact it does (if not in context can get B1 only) | B1 B1 |
| (2) | |
| (12 marks) |