Maths

Null Hypothesis

We have often come across statistics in mathematics which refers to the study of research and surveys on the numerical data. In order to take surveys, one needs to define the hypothesis. Thus, there are two kinds of hypothesis usually where a null hypothesis is one of them. The other being an alternative hypothesis.

Meaning

A null hypothesis in probability and statistics refers to an inclusive statement or default status stating that there is zero or nothing happening. For instance, there are no connections to be found among the groups or no alliance between two calculated events. We usually assume the hypothesis to be true until and unless someone presents any proof which will deny this hypothesis.

Definition

A null hypothesis is a type of hypothesis explaining the population parameter that has the purpose to test the validity of the specified experimental data. We reject or accept the hypothesis on the basis of the feasibility of the specified population or sample. So, you see it is a hypothesis where the sample observations are resulting from the chance. This statement is where the surveyors wish to study the data. The symbol which we use to denote this hypothesis is H0. We pronounce this symbol as H-null or H-zero or H-nought.

Principle

The principle for the null hypothesis is that we collect the data and determine the chances of a specified set of data during the observation on any random sample, while we assume this hypothesis to be true. So, if your specified data won’t match this hypothesis then your result will be not strong and your conclusion will be that the specified set of data is not offering strong evidence against the null hypothesis due to inadequate evidence. Finally, the researcher will reject it.

Types of Null Hypothesis

There are various kinds of hypothesis. They are simple hypothesis which states the population distribution.  Then, there is a composite hypothesis which doesn’t completely state the population distribution. There is an exact hypothesis which classifies the exact value of the parameter. Finally, there is an inexact hypothesis which does not classify the parameter’s value, however, it does indicate a particular range or interval.

Null Hypothesis Rejection

Sometimes we also reject the null hypothesis as well. The research might become invalid if we reject the hypothesis. Many researchers neglect this hypothesis because it opposes the alternate hypothesis. So, it is advisable to create a hypothesis and testing it. The goal of any researcher must be to not reject the hypothesis.

We use the P-value approach when rejecting this hypothesis. If this value is less than equal to the α, the null hypothesis must be rejected and if the P-value is greater than α, then there is no need to reject this hypothesis.

Null Hypothesis Examples

We take a look at an example in order to better understand what a null hypothesis is. Let’s say that if a helmet reduces the risk of a head injury, then the null hypothesis will be ‘a helmet does not reduce the risk of a head injury’. The administration responsible can perform the testing on a particular group of people in a controlled manner. So, our survey indicates that helmet is indeed protecting the people from a head injury, then we reject that hypothesis.

Solved Questions for You

Question 1: What is a null and alternative hypothesis?

Answer: There are two hypotheses which are the null hypothesis, which is denoted by H0, and the alternative hypothesis, which is denoted by H1or HA. The null hypothesis refers to the one we test and the alternative is everything else.

Question 2: What does the P-value mean?

Answer: In statistics, the p-value refers to the likelihood of attaining results as extreme as the experimental results of a statistical hypothesis test, where we assume that the null hypothesis is correct.

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