Introduction to Hypothesis Testing

IMPORTANT

Introduction to Hypothesis Testing: Overview

This topic covers concepts, such as, Statistical Hypothesis Testing, Null Hypothesis, Alternative Hypothesis, Critical Region, Critical Value, P-value, Significance Level & Acceptance Region etc.

Important Questions on Introduction to Hypothesis Testing

EASY
IMPORTANT

The acceptance region is other than the 

EASY
IMPORTANT

The acceptance region is basically complement of the 

EASY
IMPORTANT

How do you know if a p-value is statistically significant?

EASY
IMPORTANT

Explain p - value in hypothesis testing.

HARD
IMPORTANT

It is claimed that 80% of Americans believe in horoscopes. Madison doubts the claim is correct. Madison conducts a survey and asks 160 Americans if they believe in horoscopes. Define the distribution. Using a suitable approximating distribution, write down two hypotheses and test the claim given that 116 of the people asked believe in horoscopes. Take 5% significance level.

HARD
IMPORTANT

To test the claim that a coin is biased towards tails, it is flipped nine times. Tails appears seven times. Test at the 5% significance level whether the claim is justified.

HARD
IMPORTANT

A farmer finds that 30% of his sheep are deficient in a particular mineral. He changes their feed and tests 80 sheep to find out if the number has decreased.

Using a suitable approximating distribution, carry out a hypothesis test given that 19 of the sheep are mineral deficient. Take 10% significance level.

HARD
IMPORTANT

A claim is that 40% of professional footballers cannot explain the offside rule. Alberto thinks the percentage is lower. To test this, he asks 15 professional footballers to explain the offside rule. Carry out a hypothesis test given that two of the professional footballers asked cannot explain the rule. Take 5% significance level.

HARD
IMPORTANT

A television channel claims that 25% of its programmes are nature programmes. Narobi thinks the percentage claimed is too high. To test her hypothesis, she chooses 20 programmes at random. If there are only two nature programmes in the chosen programmes, calculate the test statistic. What conclusion does Narobi reach if the significance level is 10%.

EASY
IMPORTANT

State the null and alternative hypotheses for the following tests.
The population mean differs from 41.

EASY
IMPORTANT

What is meant by critical value in general procedure for testing of hypotheses.

EASY
IMPORTANT

What is the critical value at α =0.01 for testing H0:μ=μ0 Against H1:μ<μ0.

EASY
IMPORTANT

The buttons for these shirts are produced by a company that claims only 1% of the buttons it produces are defective. 

From a randomly selected batch of 120 of these buttons, three are found to be defective. Test the claim at the 2% significance level.

EASY
IMPORTANT

In Europe the diameters of women's rings have mean 18.5 mm. Researchers claim that women in Jakarta have smaller fingers than women in Europe. The researchers took a random sample of 20 women in Jakarta and measured the diameters of their rings. The mean diameter was found to be 18.1 mm. Assuming that the diameters of women's rings in Jakarta have a normal distribution with standard deviation 1.1 mm, carry out hypothesis test at the 2.5% level to determine whether the researchers' claim is justified.

EASY
IMPORTANT

Jeevan thinks that a six-sided die is biased in favour of six. To test this, Jeevan throws the die 10 times. If the die shows a six on at least 4 throws out of 10, she will conclude that she is correct.

State appropriate null and alternative hypotheses.

EASY
IMPORTANT

An engineering test consists of 100 multiple-choice questions. Each question has five suggested answers, only one of which is correct. Ashok knows nothing about engineering, but he claims that his general knowledge enables him to get more questions correct than just by guessing. Ashok actually gets 27 answers correct. Use a suitable approximating distribution to test at the 5% significance level whether his claim is justified.

EASY
IMPORTANT

A cereal manufacturer claims that 25% of cereal packets contain a free gift. Lola suspects that the true proportion is less than 25% To test the manufacturer's claim at the 5% significance level, she checks a random sample of 20 packets.

State, with a reason, the conclusion she should draw.

EASY
IMPORTANT

A cereal manufacturer claims that 25% of cereal packets contain a free gift. Lola suspects that the true proportion is less than 25% To test the manufacturer's claim at the 5% significance level, she checks a random sample of 20 packets.

Find the critical region for the test.

EASY
IMPORTANT

A machine is designed to generate random digits between 1 and 5 inclusive. Each digit is supposed to appear with the same probability as the others, but Max claims that the digit 5 is appearing less often than it should. To test this claim the manufacturer uses the machine to generate 25 digits and finds that exactly 1 of these digits is a 5.

Max carried out a similar hypothesis test by generating 1000 digits between 1 and 5 inclusive. The digit 5 appeared 180 times. Without carrying out the test, state the distribution that Max should use, including the values of any parameters.

EASY
IMPORTANT

A machine is designed to generate random digits between 1 and 5 inclusive. Each digit is supposed to appear with the same probability as the others, but Max claims that the digit 5 is appearing less often than it should. To test this claim the manufacturer uses the machine to generate 25 digits and finds that exactly 1 of these digits is a 5.

Carry out a test of Max's claim at the 2.5% significance level.