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Hypothesis tests for a mean

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Assess Alice’s claim about mean mass

Suppose the mass of a man in Singapore is assumed to be normally distributed with mean 75 kg and variance 80 kg280\ \mathrm{kg}^2. 100 men are randomly selected from the population and their sample mean mass is 77.2 kg. Alice claims that the population mean mass is actually more than 75 kg. Conduct a hypothesis test at the 5% level of significance.

CJC · Lecture · Opening scenario (unnumbered)

Solution

Worked example · 2 of 6

Turn three claims into hypotheses

Define the hypotheses H0H_0 and H1H_1 to test (a) a claim that a supermarket manager has overstated the mean time spent shopping by customers in his store as 25 minutes; (b) a claim that the mean cholesterol level of all Singaporeans as 190 has been understated; and (c) if the average height of a population is different from 168 cm.

CJC · Lecture · Self-Practice 1

Solution

Worked example · 3 of 6

A lower-tail test at the 1% level

A random variable XX is known to have a normal distribution with variance 36. The mean of the distribution of XX is denoted by μ\mu. A random sample of 50 observations of XX has mean 20.2. Test, at the 1% level of significance, the null hypothesis μ=22\mu=22 against μ<22\mu<22.

CJC · Lecture · Example 1

Solution

Worked example · 4 of 6

Test for a change after servicing a machine

The lengths of metal bars produced by a particular machine are normally distributed with mean length 420 cm and standard deviation 12 cm.

The machine is serviced, after which a sample of 100 bars gives a mean length of 423 cm.

Is there evidence, at the 5% level of significance, of a change in the mean length of the bars produced by the machine, assuming that the standard deviation remains the same?

CJC · Lecture · Example 2

Solution

Worked example · 5 of 6

Use a large sample when individual times need not be normal

A large number of students in a college have completed a geography project. The time, xx hours, taken by a student to complete the project is noted for a random sample of 150 students. The results are summarised by ∑x=4626\sum x=4626, ∑x2=147691\sum x^2=147691.

Find unbiased estimates for the population mean and variance.

Test, at the 5% significance level, whether the population mean time for a student to complete the project exceeds 30 hours.

State, giving a reason, whether any assumption about the population is needed for the test to be valid.

[N2007/II/7]

CJC · Lecture · Example 3

Solution

Worked example · 6 of 6

Find the significance levels that reject a claim

At an early stage in analysing the marks scored by a large number of candidates in an examination paper, the Examining Board takes a random sample of 250 candidates and finds that their marks satisfy ∑x=11872\sum x=11872 and ∑x2=646193\sum x^2=646193. Using these figures, the null hypothesis μ=49.5\mu=49.5 is tested against the alternative μ<49.5\mu<49.5 at the α%\alpha\% level of significance. Determine α\alpha for which the null hypothesis is rejected in favour of the alternative hypothesis.

[1988/II/10]

CJC · Lecture · Example 4

Solution

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