CAIE S2 2012 June — Question 6 9 marks

Exam BoardCAIE
ModuleS2 (Statistics 2)
Year2012
SessionJune
Marks9
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TopicType I/II errors and power of test
TypeIdentify which error type was made
DifficultyStandard +0.3 This is a straightforward hypothesis testing question requiring standard procedures: identifying test type, calculating a test statistic for a normal distribution with known variance (z-test), and understanding Type I/II errors conceptually. All steps are routine A-level statistics applications with no novel problem-solving required, making it slightly easier than average.
Spec5.05c Hypothesis test: normal distribution for population mean

6 Last year Samir found that the time for his journey to work had mean 45.7 minutes and standard deviation 3.2 minutes. Samir wishes to test whether his journey times have increased this year. He notes the times, in minutes, for a random sample of 8 journeys this year with the following results. $$\begin{array} { l l l l l l l l } 46.2 & 41.7 & 49.2 & 47.1 & 47.2 & 48.4 & 53.7 & 45.5 \end{array}$$ It may be assumed that the population of this year's journey times is normally distributed with standard deviation 3.2 minutes.
  1. State, with a reason, whether Samir should use a one-tail or a two-tail test.
  2. Show that there is no evidence at the \(5 \%\) significance level that Samir's mean journey time has increased.
  3. State, with a reason, which one of the errors, Type I or Type II, might have been made in carrying out the test in part (ii).

Question 6:
Part (i)
AnswerMarks Guidance
Answer/WorkingMarks Guidance
Test is for bias in one directionB1 'Increased' rather than 'changed' or statement that \(\mu > 45.7\)
One-tailB1 (2) dep 1st B1
Part (ii)
AnswerMarks Guidance
Answer/WorkingMarks Guidance
\(H_0\): pop mean \(= 45.7\)B1 Allow \(\mu\), but not 'mean' (follow through their (i))
\(H_1\): pop mean \(> 45.7\)B1
\(\bar{x} = 47.375\) or \(47.4\) or \(379/8\)M1 Allow without \(\sqrt{}\)
\(\frac{47.375 - 45.7}{\frac{3.2}{\sqrt{8}}} = 1.481\) to \(1.503\)
\(z = 1.645\)M1 Explicit comparison with their \(z\) from table; comparison with \(1.645\) or probability (\(0.0664\) to \(0.0693\)) with \(0.05\)
\(1.481 < 1.645\); hence no evidence mean time increased (AG)A1 (5) Correct conclusion — accept \(H_0\), no errors seen
Not rejected \(H_0\)B1 dep 1st B1, no contradictions for either mark
Type II possibleB1 (2)
## Question 6:

### Part (i)
| Answer/Working | Marks | Guidance |
|---|---|---|
| Test is for bias in one direction | B1 | 'Increased' rather than 'changed' or statement that $\mu > 45.7$ |
| One-tail | B1 (2) | dep 1st B1 |

### Part (ii)
| Answer/Working | Marks | Guidance |
|---|---|---|
| $H_0$: pop mean $= 45.7$ | B1 | Allow $\mu$, but not 'mean' (follow through their (i)) |
| $H_1$: pop mean $> 45.7$ | B1 | |
| $\bar{x} = 47.375$ or $47.4$ or $379/8$ | M1 | Allow without $\sqrt{}$ |
| $\frac{47.375 - 45.7}{\frac{3.2}{\sqrt{8}}} = 1.481$ to $1.503$ | | |
| $z = 1.645$ | M1 | Explicit comparison with their $z$ from table; comparison with $1.645$ or probability ($0.0664$ to $0.0693$) with $0.05$ |
| $1.481 < 1.645$; hence no evidence mean time increased (AG) | A1 (5) | Correct conclusion — accept $H_0$, no errors seen |
| Not rejected $H_0$ | B1 | dep 1st B1, no contradictions for either mark |
| Type II possible | B1 (2) | |

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6 Last year Samir found that the time for his journey to work had mean 45.7 minutes and standard deviation 3.2 minutes. Samir wishes to test whether his journey times have increased this year. He notes the times, in minutes, for a random sample of 8 journeys this year with the following results.

$$\begin{array} { l l l l l l l l } 
46.2 & 41.7 & 49.2 & 47.1 & 47.2 & 48.4 & 53.7 & 45.5
\end{array}$$

It may be assumed that the population of this year's journey times is normally distributed with standard deviation 3.2 minutes.\\
(i) State, with a reason, whether Samir should use a one-tail or a two-tail test.\\
(ii) Show that there is no evidence at the $5 \%$ significance level that Samir's mean journey time has increased.\\
(iii) State, with a reason, which one of the errors, Type I or Type II, might have been made in carrying out the test in part (ii).

\hfill \mbox{\textit{CAIE S2 2012 Q6 [9]}}