22 Nov 2022

159

Hypothesis Testing: Definition, Steps & Examples

Format: Harvard

Academic level: College

Paper type: Statistics Report

Words: 489

Pages: 2

Downloads: 0

For our statistical report we will look at the heights of male and female participants from a selected sample dataset. This dataset will have information on the gender, and the height of the participants which will be used to conduct our subsequent research. All heights measured were in centimeters and based on the result of the tabulated data we will provide a null hypothesis question which will either be affirmed or refuted by the statistical inference that will follow in this report. For an initial perspective we would need to quantify the result in tabulated form which can be noted at the below table: 

No  Height  Gender  No  Height  Gender 

178 

17 

166 

167 

18 

163 

172 

19 

170 

160 

20 

175 

154 

21 

158 

172 

22 

183 

157 

23 

163 

173 

24 

173 

167 

25 

155 

10 

158 

26 

157 

11 

200 

27 

162 

12 

157 

28 

173 

13 

172 

29 

165 

14 

158 

30 

178 

15 

170 

31 

171 

16 

158 

32 

158 

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This table has a total of thirty two participants that were selected using a ballot scheme and hence produced a completely unbiased result. The random sampling done in the above dataset was conducted by writing the name of the entire population on small chits of paper and then procuring them blind folded from a box. This methods produced participants that were purely based on a random selection. There were a total of thirty two selected participants out of which 7 were male and the remaining 25 were female. To develop a simple null hypothesis question we would first need to identify a correlation or a statement that would explain the dataset. From our perspective our null hypothesis question would be as follows: 

N 0, which can be attributed as the Null Hypothesis question, showcases that the average height of male participants is more than its female counterparts. To prove or refute this statement we would need to conduct statistical inference on the above dataset using mean and standard deviation however before we indulge into providing these metrics we would first need to quantify height of males and females separately. Below is the tabulated results. 

Male 

No 

Height 

178 

172 

173 

167 

175 

178 

171 

   

Mean 

173.43 

Standard Deviation 

3.66 

Female 

No  Height  No  Height 

167 

13 

166 

172 

14 

163 

160 

15 

170 

154 

16 

158 

157 

17 

183 

158 

18 

163 

200 

19 

173 

157 

20 

155 

172 

21 

157 

10 

158 

22 

162 

11 

170 

23 

173 

12 

158 

24 

165 

   

25 

158 

       

Mean 

165.16 

Standard Deviation 

10.06 

The results clearly show that the mean height for males is more than height of females. The data tabulated above was quantified using the following expression and the inference was made based on the results procured from the latter. 

Arithmetic Mean 

Standard Deviation 

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StudyBounty. (2023, September 15). Hypothesis Testing: Definition, Steps & Examples.
https://studybounty.com/hypothesis-testing-definition-steps-and-examples-statistics-report

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