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1 vote
1 answer
582 views

Welch's t test vs Mann-Whitney for very unequal groups

I have two vastly unequal groups (n1=18 and n2=400), and want to test mean differences between the groups for some 700 parameters (more specifically, RNA expression levels for 700 genes). While I ...
vladbadu's user avatar
0 votes
0 answers
39 views

Appropriate test for two not-normally-distributed data samples

I have some data comparing training participants who experienced the same training course either face-to-face or virtually (via Zoom). I have two survey items I am comparing. Sample A is for virtual ...
Gene Johnson's user avatar
2 votes
2 answers
337 views

Concept Clarification: Wilcoxon rank test vs two-samples T-test (UPDATE)

I am currently deciding whether to use the Wilcoxon rank test vs two-samples T-test to assess BMI between two unrelated groups. Using the following code to assess normality ...
R Beginner's user avatar
0 votes
1 answer
345 views

Interpret Mann–Whitney U Test with highly skewed data

I have data for ~102,000 hands of bananas. The dataset has four data points: Spiders present (True/False) Count of rotten bananas in hand Count of total bananas in hand Percent of bananas that are ...
adin's user avatar
  • 245
2 votes
2 answers
43 views

Is there a way to quantify how appropriate a t-test is for given data?

I'm doing some programming and analysis for a post-doc who used to do this workflow using Excel and StatPlus. Apparently StatPlus has some feature where you tell it to compare two samples, and it will ...
Empiromancer's user avatar
4 votes
1 answer
164 views

T-Test or U-Test

I have a number of items that are based on a Likert scale, with values ranging from 1 = not at all to 5 = very much so. I would like to compare answers to these questions between two groups. I would ...
Martha's user avatar
  • 125
1 vote
0 answers
670 views

Mann-Whitney U Test and Independent t-test give different results, which to use?

I have two population and I want to know if the means of the two populations are different. To the best of my knowledge, I should try an Independent t-test if the data is normality distributed and ...
Allen's user avatar
  • 65
5 votes
2 answers
178 views

Wilcoxon (WMWU) test sensitivity

Statistics courses often give the Wilcoxon-Mann-Whitney U test ("Wilcoxon" from now on) as an alternative to the two-sample t-test. However, the test is not quite the test of medians that would be so ...
Dave's user avatar
  • 65k
2 votes
1 answer
2k views

Which statistical analysis should I perform if the data sets are not normally distributed?

I am doing an experiment where there are two independent groups; one is the group of "infected" patients another is the group of "sepsis" patients. I am comparing "platelet monocyte aggregates(PMA)" ...
Saurabh Goswami's user avatar
1 vote
1 answer
722 views

How to find the difference between two set of scores of a single participant?

What I am trying to do? I have a data set which consists of only one undergraduate student's all courses scores. Let's assume, he has completed about 70 courses where 40 courses are related to ...
Md Sabbir Ahmed's user avatar
1 vote
1 answer
216 views

Variance in a T-test using means/medians

I have turning data for animals in different conditions with comparisons of before and after these conditions, we'll say condA condB. Each animal has 3 repeats on both conditions, where before a ...
s33ds's user avatar
  • 127
1 vote
2 answers
404 views

Appropriate statistical test for data which do not have normally distribution and do not have equal variance

My data has 150 samples and is not normally distributed, and it does not have equal variances either. I know t-test (e.g. this python method) can be used when data is normally distributed and it can ...
Memin's user avatar
  • 271
1 vote
0 answers
690 views

Bayesian Wilcoxon test

I have a pre-post dataset with 2 observations per subject (propotion data -bounded between 0 and 1-). I have analyzed the data with a classical dependent t-test under the NHST paradigm. However, as ...
Adrian Santos's user avatar
1 vote
2 answers
926 views

wilcoxon mann whitney or t-test?

I would like to compare the number of a particular type of disease that is prevalent in men vs women. The number of diseases is interval data (0,1,2,3,etc). Should I use the wilcoxon mann whitney or t-...
ybao's user avatar
  • 107
3 votes
1 answer
2k views

Non-parametric equivalent of the 1-sample t-test (not paired)

I have a sample of outcomes of my algorithm and would like to test to some degree of confidence if it differs from zero. I know I can use a 1-sample t-test (as in https://docs.scipy.org/doc/scipy/...
marcotama's user avatar
  • 213

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