Answer :
a) The calculated Chi-square value for the median test is 5.25, with a critical Chi-square value of 3.841 and an associated p-value of 0.021.
b) The calculated test statistic for the Mann Whitney test is 109.5, with a critical test statistic of 241.5 and an associated p-value of 0.029.
a) The median test is used to compare the medians of two or more groups when the data is not normally distributed. In this case, we have two housing treatments (Conventional and New) and we want to compare their effects on serum cortisol levels.
The median test calculates a Chi-square value based on the difference in medians between the groups. The calculated Chi-square value is 5.25, which exceeds the critical Chi-square value of 3.841, indicating a significant difference between the two housing treatments.
The associated p-value of 0.021 indicates that there is a 2.1% chance of observing such a difference by chance alone. Therefore, we can conclude that the housing treatments have a significant effect on serum cortisol levels.
b) The Mann Whitney test, also known as the Wilcoxon rank-sum test, is a non-parametric test used to compare the distributions of two independent groups. It does not assume normality of the data and is based on ranking the observations.
In this case, we are comparing the serum cortisol levels between the Conventional and New housing treatments. The Mann Whitney test calculates a test statistic based on the sum of ranks and provides a p-value. The calculated test statistic is 109.5, which is less than the critical test statistic of 241.5.
The associated p-value of 0.029 indicates that there is a 2.9% chance of observing such a difference in rankings by chance alone. Therefore, we can conclude that there is a significant difference in serum cortisol levels between the two housing treatments.
In this particular case, the Mann Whitney test would be preferred over the median test because it takes into account the ranks of the data, providing a more precise comparison between the two groups.
The Mann Whitney test also allows for a direct calculation of a p-value, which provides a measure of the significance of the observed difference. Furthermore, the Mann Whitney test is applicable to a broader range of situations where the data may not be normally distributed, making it a more versatile statistical test.
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