Linked Questions

6 votes
3 answers
7k views

What is the meaning of a large p-value?

I understand that the $p$-value is the conditional probability of observing the test statistic or something more extreme given that the null hypothesis is true. I have read the great explanation by @...
renrenthehamster's user avatar
10 votes
1 answer
1k views

Does failure to reject the null in Neyman-Pearson approach mean that one should "accept" it?

Based on Neyman-Pearson Hypothesis Testing Theory, will the failure to reject a null hypothesis imply that one should accept the null hypothesis? (It would be absolutely absurd to have this claim if ...
QmmmmLiu's user avatar
  • 327
4 votes
2 answers
234 views

What really happens when we transform the data using $f(x) = \sin(\sqrt{x})$?

I need to perform a two-way ANOVA on my data ($Y$: sleeping hours). My data is quite normal $p$-value = $0.07$ with Shapiro-Wilk test but when I run the normality test for my residual, $p$-value is ...
Phume's user avatar
  • 195
8 votes
3 answers
250 views

Why are Type-II errors in hypothesis testing considered to be errors?

I am reading about decision errors in hypothesis testing. My question is why is a "Type-II error" considered to be an error at all? From what I understand, it arises when we fail to reject a false ...
Sanket Kedia's user avatar
6 votes
2 answers
1k views

How to report general precision in estimating correlations within a context of justifying sample size?

I have a study with 130 participants where most of my analyses involve examining the relative size of correlations between various psychological variables. I'm trying to comply with recommendations ...
mycat's user avatar
  • 91
13 votes
1 answer
1k views

When can't frequentist sampling distribution be interpreted as Bayesian posterior in regression settings?

My actual questions are in the last two paragraphs, but to motivate them: If I am attempting to estimate the mean of a random variable that follows a Normal distribution with a known variance, I've ...
Yakkanomica's user avatar
1 vote
2 answers
5k views

For what p-values can you say the data approached significance?

I am in the field of clinical psychology, where statistical significance is commonly said compared to p = .05. For what values of p can I say data APPROACHED significance?
Doug's user avatar
  • 129
8 votes
1 answer
1k views

Difference between the Fisherian and Neymanian methods for causal inference?

I am wondering if anyone would have a succinct way of describing the differences between the two. My understanding is that the Fisherian way is non-parametric and relies on the randomization test to ...
user321627's user avatar
  • 4,260
2 votes
1 answer
1k views

Accept null hypothesis with uncertainty

I have data on weight of a group of people after and before a diet. I want to see if weight loss is distributed normally. ...
Cyberguille's user avatar
0 votes
1 answer
249 views

Is p-value involved in Neyman-Pearson Testing procedure?

It seems to me that, after having a predetermined level of significance, the Neyman-Pearson approach only requires to see if the observed $x$ lies in the rejection region or not. In this case, how can ...
user28363's user avatar
2 votes
1 answer
146 views

Are Fisher's tests of significance mathematically correct?

I think of Fisher's approach like this: We choose a test statistic whose distribution is calculated under H0. H0 being a simple hypothesis of preference We break down the distribution according to ...
Yoann DEBAIN's user avatar
3 votes
1 answer
138 views

What p value did this study most likely use?

A study I’ve read shows that all of the results relevant to me were at >0.1 p value. Does it mean that the study used a <0.1 p value as significant? Is there still at possibility the study ...
Emil Kristensen's user avatar
6 votes
1 answer
145 views

What is a good real-life example of using correctly the Neyman-Pearson hypothesis testing framework?

I've read a couple of theoretical explanations of what it is (in particular this thread: When to use Fisher versus Neyman-Pearson framework?), but so far I didn't find real-life examples of people ...
Coris's user avatar
  • 357
1 vote
1 answer
276 views

Interpreting 1-sample t-test results

I have a question around interpretation of results of 1-sample t-test. I am using the test (with SciPy.stats.ttest_1samp function in Python) to check if the existing goal set for a productivity metric ...
geoabram's user avatar
2 votes
2 answers
42 views

Why can we draw a more precise conclusion when we choose a lower accepted-risk in this hypothesis-testing setting, which seems contradictory?

We want to know if 100 integer values (in a vector X) are following a Poisson $P(\lambda=2)$ distribution, which is our $H_0$ hypothesis. Let's say the observed ...
Basj's user avatar
  • 622

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