Standard hypothesis tests, Mathematics

Assignment Help:

Standard Hypothesis Tests

In principal, we can test the significance of any statistic related to any type of probability distribution. Conversely we will be interested in a few standard cases. The sample statistics mean, proportion and variance, are concerned the normal, F, t, and chi-squared distributions

Hence

1.  Normal test

Test a sample mean (x¯) against a population mean (µ) whereas samples size n > 30 and population variance σ2 is identified and sample proportion, P whereas sample size np >5 and nq >5 because in this case the normal distribution can be utilized to approximate the binomial distribution

2.   t test

Tests a sample mean (x¯) against a population mean and especially where the population variance is un-known and also n < 30.

3.   Variance ratio test or f test

This is used to compare population variances and it is used along with samples of any size drawn from normal populations.

4.  Chi squared test

This can be used to test the association among attributes or the goodness of fit of an observed frequency distribution to a standard distribution

Illustration 1

A specific NGO carried out a survey in a specific community in order to establish the average at which the girls are married. The results of the survey specified that the marriage age for the girls is 19 years

In order to establish the validity of the mean marital age, a sample of 50 women was interviewed and the average age specified that they got married at the age of 16 years. Conversely the different ages at which they were married differed along with the standard deviation of 2.1years

The sample data specified that the marital age is less 19 years. Is this conclusion true or not true?

Required

Conduct a statistical test to either support the above conclusion drawn from the sample statistics that is the marriage age is less than 19 years, use a level of significance of 5 percent

Solution

1.   Null hypothesis

H0: μ (mean marital age) = 19 years

Alternative hypothesis      H1: μ (mean marital age) < 19 years

2.   The level of significance is 5 percent

3.   The test statistics is the sample mean age, x¯ = 16 years

4.   The critical value of the one tailed test as one tailed as the alternative hypothesis is an inequality at 5 percent level of significance is -1.65

                 1776_Standard Hypothesis Tests.png

 

1.      The standardizes value of the sample mean is

Z =  (x¯ - μ)/ S

      Whereas S = s/√n

 

Whereas, x¯ = Sample mean

µ = Population mean

                  S = sample standard deviation

n = sample size

z = standard value as per computation

The standard value Z must fall in the acceptance region for us to accept the null hypothesis.  Hence it must be > - 1.65 otherwise we accept the alternative hypothesis.

Z = (16-19)/(2.1/√50) = - 10.1

2.      As -10.1 < -1.65, we reject the null hypothesis but accept the alternative hypothesis at 5 percent level of significance that is the marriage age in this community is significantly lower than 19 years


Related Discussions:- Standard hypothesis tests

Determine the number of full withdrawals, A worker retires with a lump sum ...

A worker retires with a lump sum superannuation benefit of $500,000. She immediately invests this money in a fund earning 5% pa effective. One year after retirement she begins maki

Concepts, what are core concepts of marketing?

what are core concepts of marketing?

Algebra function., problem to understand an problem; f(X-2)=X+3 / X-4

problem to understand an problem; f(X-2)=X+3 / X-4

Exponets, what does the three mean in the power ?

what does the three mean in the power ?

Estimation of population proportions, Estimation of population proportions ...

Estimation of population proportions This form of estimation applies at the times while information cannot be described as a mean or as a measure but only as a percentage or fr

Concrete to abstract-how mathematical ideas grow, Concrete to Abstract :  ...

Concrete to Abstract :  Mathematics, like all human knowledge, grows out of our concrete experiences. Let us take the example of three-dimensional shapes. Think about how you came

What is the marginal product of labor function, Your engineering department...

Your engineering department estimated the following production function. Q = 15L 2 - 0.5L 3 a. What is the marginal product of labor function, MP L ? b. What is the aver

Permuation and combination, how many words can be formed from letters of wo...

how many words can be formed from letters of word daughter such that word contain 2vowles and 3consonant

Factoring, how are polynomials be factored/?

how are polynomials be factored/?

Trigonometry, Prove: 1/cos2A+sin2A/cos2A=sinA+cosA/cosA-sinA

Prove: 1/cos2A+sin2A/cos2A=sinA+cosA/cosA-sinA

Write Your Message!

Captcha
Free Assignment Quote

Assured A++ Grade

Get guaranteed satisfaction & time on delivery in every assignment order you paid with us! We ensure premium quality solution document along with free turntin report!

All rights reserved! Copyrights ©2019-2020 ExpertsMind IT Educational Pvt Ltd