A study1^1 found that students at the National University of Singapore and the Nanyang Technological University sleep an average of 6.2 hours a day. Andy surveys 50 students from university SS to estimate each person's daily sleeping hours. The sample mean is tˉ\bar{t} hours and the sample standard deviation is 2.2 hours. A test is to be carried out at the 5% level of significance to draw conclusions on the average daily sleeping hours of students from university SS. 1^1[Source: https://www.straitstimes.com/singapore/lack-of-sleep-is-nothing-to-yawn-about]

  1. (i)

    Find the set of values of tˉ\bar{t} for which he will conclude that the students from university SS sleep more than 6.2 hours on average. State the appropriate hypotheses for the test, defining any symbols you use.

  2. (ii)

    State the set of values of tˉ\bar{t} for which he will conclude that the average sleeping hours of students from university SS is not 6.2 hours.

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Worked solution

9(i)

1. Define the population mean and state the null and alternative hypotheses.

Let μ\mu be the population mean daily sleeping hours of students from university SS.
H0:μ=6.2H_0: \mu = 6.2
H1:μ>6.2H_1: \mu > 6.2

2. Formulate the test statistic and identify the critical region for rejecting the null hypothesis.

Under H0H_0, since the sample size n=50n = 50 is large, by the Central Limit Theorem, the sample mean Tˉ\bar{T} is approximately normally distributed.
The test statistic is:
Z=Tˉ−μs/n=Tˉ−6.22.2/50∼N(0,1) approximately.Z = \frac{\bar{T} - \mu}{s/\sqrt{n}} = \frac{\bar{T} - 6.2}{2.2/\sqrt{50}} \sim N(0,1) \text{ approximately.}
For Andy to conclude that the students sleep more than 6.26.2 hours on average, H0H_0 must be rejected.
At the 5%5\% level of significance for a 1-tailed test, the critical region is z≥1.64485z \ge 1.64485.

3. Solve the inequality to find the set of values of $\bar{t}$.

tˉ−6.22.2/50≥1.64485\frac{\bar{t} - 6.2}{2.2/\sqrt{50}} \ge 1.64485
tˉ≥6.2+1.64485(2.250)\bar{t} \ge 6.2 + 1.64485 \left(\frac{2.2}{\sqrt{50}}\right)
tˉ≥6.7117\bar{t} \ge 6.7117
tˉ≥6.71 (to 3 s.f.)\bar{t} \ge 6.71 \text{ (to 3 s.f.)}
The set of values of tˉ\bar{t} is {tˉ:tˉ≥6.71}\{ \bar{t} : \bar{t} \ge 6.71 \}.

Answer

H0:μ=6.2H_0: \mu = 6.2
H1:μ>6.2H_1: \mu > 6.2
where μ\mu is the population mean daily sleeping hours of students from university SS.
Set of values: {tˉ:tˉ≥6.71}\{ \bar{t} : \bar{t} \ge 6.71 \}

9(ii)

1. Identify the critical value for a two-tailed test at the 5% significance level.

For a two-tailed test at the 5%5\% level of significance (H1:μ≠6.2H_1: \mu \neq 6.2), the critical zz-values are ±1.95996\pm 1.95996.

2. Set up and solve the inequalities to find the rejection region for $\bar{t}$.

We reject H0H_0 if z<−1.95996z < -1.95996 or z>1.95996z > 1.95996.
tˉ−6.22.250<−1.95996ortˉ−6.22.250>1.95996\frac{\bar{t} - 6.2}{\frac{2.2}{\sqrt{50}}} < -1.95996 \quad \text{or} \quad \frac{\bar{t} - 6.2}{\frac{2.2}{\sqrt{50}}} > 1.95996
tˉ<6.2−1.95996(2.250)ortˉ>6.2+1.95996(2.250)\bar{t} < 6.2 - 1.95996 \left(\frac{2.2}{\sqrt{50}}\right) \quad \text{or} \quad \bar{t} > 6.2 + 1.95996 \left(\frac{2.2}{\sqrt{50}}\right)
tˉ<6.2−0.6098ortˉ>6.2+0.6098\bar{t} < 6.2 - 0.6098 \quad \text{or} \quad \bar{t} > 6.2 + 0.6098
tˉ<5.5902ortˉ>6.8098\bar{t} < 5.5902 \quad \text{or} \quad \bar{t} > 6.8098
To 3 significant figures, the set of values is {tˉ:tˉ<5.59 or tˉ>6.81}\{ \bar{t} : \bar{t} < 5.59 \text{ or } \bar{t} > 6.81 \}.

Answer

{tˉ:tˉ<5.59 or tˉ>6.81}\{ \bar{t} : \bar{t} < 5.59 \text{ or } \bar{t} > 6.81 \}

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