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1 vote
0 answers
106 views

Bounds for hypothesis testing with non-normal distributions

After doing randomized experiment with two variants (AB tests), I want to do hypothesis testing without the normal distribution assumption to compare their means. Since the samples sizes are different,...
RandomVariable's user avatar
1 vote
0 answers
287 views

Testing for normality with small sample sizes in order to use t-test [duplicate]

I run into a conundrum when determining whether a small sample is appropriate for a t-test. I know that if I meet the assumptions, a t-test produces approximately correct inference with any sample ...
Alex's user avatar
  • 497
1 vote
2 answers
3k views

Multiple comparisons for not normal and heterogeneous data

I have a data set that has 3 groups and a single variable. Under normal circumstances, a one-way ANOVA would be used for comparisons between my three groups. HOWEVER I ran a Shapiro-Wilk test for ...
Ana Hernandez's user avatar
0 votes
0 answers
50 views

Parametric v Non-Parametric?

I've recently began doing some data analysis for a sample of around 5800 respondents who are categorised into four different groups in relation to different levels of psychological connection in a ...
James's user avatar
  • 1
1 vote
0 answers
144 views

Coverage of confidence interval of non-normal distribution

I know that when a sample is non-normally distributed, I need to use non-parametric alternatives, as when the assumptions of parametric methods are violated, its coverage will decrease. Let's say ...
Eric Kim's user avatar
  • 1,041
0 votes
1 answer
584 views

What is exactly the non-normality requisite for nonparametric tests? [duplicate]

As the title says, what is exactly what is being tested before deciding to use a non-parametric alternative test (as Kruskal-Wallis for ANOVA, or Mann-Whitney's U for student's t)? Most sources are ...
Kuku's user avatar
  • 1,472
0 votes
1 answer
213 views

Normality Tests in samples with outliers

I'm making a code in R that contains some parametric and non-parametric tests, like ANOVA and Kruskal-Wallis. To know if I should use one or another I check the "normality" of the test sample. My ...
Bernardo Amaral's user avatar
3 votes
3 answers
2k views

Tests of normality - qq and Shapiro-Wilk

I am new to the world of stats ... My data had a log normal distribution, so transformed by log to get it nearer normal distribution. This is real-world data. From here I want to establish if my data ...
Cairan Van Rooyen's user avatar
6 votes
2 answers
3k views

Wilcoxon Test - non normality, non equal variances, sample size not the same

I know there are already a lot of posts out there, but I couldn't find this exact combination in any of them. Comparing two samples (Prices associated with men and with women), but I have neither the ...
Heike's user avatar
  • 71
2 votes
1 answer
382 views

Meta analysis Cliff's delta

Cliff's delta is an effect size typically recommended whenever the normality and homogeneity assumption do not hold---and thus, Cohen's d cannot be used. However, I cannot see any reference ...
Adrian Santos's user avatar
2 votes
1 answer
5k views

Paired t-test of a non-normal data with sample size 66

I have a paired data with n=66. I understand that normality condition of differences data should be met to conduct a paired t-test. However, from the histogram, it doesn't appear so normal. The p-...
Mohamad Sahil's user avatar
3 votes
1 answer
5k views

Two-Way Non-Parametric Test for Non-normal Data?

I have an unbalanced design with two factors, gender and site. I'm trying to test for differences in a size variable. Levene's test reveals that the data has equal variances. However, log transformed ...
krypt's user avatar
  • 45
3 votes
2 answers
2k views

Theil-Sen estimator assumptions

I found by accident the nonparametric Theil-Sen Estimator as a replacement for standard OLS linear Regression. How well does it perform with autocorrelated data, non-normal residuals and ...
Neon67's user avatar
  • 69
1 vote
1 answer
226 views

Should I use non-parametric tests?

I am a teacher working on a simple research with the aim of studying whether the set of lesson designs I created can improve student performance. I have two groups with 15 students each. I divided ...
Teacher Researcher's user avatar
0 votes
1 answer
359 views

Do I need to check for normality in a one-way test (in R)?

http://www.sthda.com/english/wiki/one-way-anova-test-in-r Here it says when the LeveneTest has small p-value we can use the alternative one ...
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