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Research Methods · Statistics

Second pass at: Regression to the mean in progress reports

SG
s.grimaldiTL212 Dec 2024#1

Second pass at: Regression to the mean in progress reports Writing it up because I had to work it out twice and would rather nobody else did.

Posting a small dataset on Regression. It is mine, it is uncontrolled, and the method is stated so it can be discounted appropriately.

What I would like is not agreement but a second dataset collected by someone with no stake in mine. If one exists I would rather read it than argue for this one.

1 like 20mo
CK
c.kuuselaTL215 Dec 2024#2

Right, and stated more narrowly than I would have dared to state it.

0 likes 19mo
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IbrahimoviTL2Member17 Dec 2024#3

On Regression I would separate what is worth knowing from what is worth acting on. The first list is long and the second is short, and conflating them is how threads get heated.

14 likes 19mo
AM
a.molnarTL218 Dec 2024#4

Confirming the opening post from a second method, which matters more than confirming it from a second person.

P-values and significance: p<0.05 means the data would be surprising if the null hypothesis were true, not that the null hypothesis is false. A non-significant p-value does not mean "no effect".

5 likes 19mo
DM
d.magalhesTL2Member20 Dec 2024 · edited#5
c.kuusela, post #2: Right, and stated more narrowly than I would have dared to state it. Go to post

The opening post describes the usual case. This is about the unusual one.

Checked the Regression claim against the primary source this morning. It survives, with a narrower scope than the version quoted here. Posting the narrower scope.

0 likes in reply to #2 19mo
AW
am.wikstromTL222 Dec 2024#6

Adding the measurement that post #5 says would settle it.

Regression to the mean explains a large share of apparent improvements in anything selected for being extreme. It is not a statistical curiosity; it is the default explanation.

29 likes 19mo
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MSaarinenTL3Regular23 Dec 2024#7

I read the earlier replies on Regression twice before writing this, because I had assumed the opposite and wanted to be sure I was disagreeing with what was said rather than what I expected.

9 likes 19mo
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b.brandtTL225 Dec 2024#8
d.magalhes, post #5: The opening post describes the usual case. This is about the unusual one. Checked the Regression claim against the primary source this morning. It survives, with a narrower scope than the version quoted here. Posting the narrower scope. Go to post

The honest answer on Regression is that it depends, and the useful part is the list of what it depends on. Four items, in rough order of how much they matter.

Most people get the first two right and then argue about the fourth.

2 likes in reply to #5 19mo
JD
j.delacroixTL3Regular26 Dec 2024#9

Where an analysis was changed after seeing the data, the honest thing is to report both and say which was pre-specified.

Reporting the observation and leaving the explanation open deliberately.

5 likes 19mo
RM
ra.mensaTL228 Dec 2024#10
ZA
z.adeyemiTL229 Dec 2024#11

Taking post #9 at face value and following it one step further.

Adding a reference point for Regression. Mine is a single case, collected without controls, and I am posting the method alongside it so it can be discounted appropriately.

11 likes 19mo
CN
cohort_notesTL2Member30 Dec 2024 · edited#12

Post #8 and I disagree about the size of the effect, not about the direction.

A standard deviation describes the spread of individuals and a standard error describes the precision of the mean. Quoting one where the other belongs changes the apparent result substantially.

23 likes 19mo
SK
s.kravchenkoTL21 Jan 2025#13
am.wikstrom, post #6: Adding the measurement that post #5 says would settle it. Regression to the mean explains a large share of apparent improvements in anything selected for being extreme. It is not a statistical curiosity; it is the default explanation. Go to post

Fine by me. I had wanted a stronger conclusion and there is not one available.

0 likes in reply to #6 19mo
GF
gradient_fileTL2Member2 Jan 2025#14

I would call the community position on Regression likely rather than established, and I would be comfortable defending that hedge.

3 likes 19mo
FE
f.espinozaTL23 Jan 2025#15

Building on post #14 rather than restating it.

Medians and means diverge for skewed distributions, and most of the quantities discussed here are skewed. Which one a paper reports is a choice worth noticing.

6 likes 19mo
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WoodhouseTL2Member4 Jan 2025#16

Summarising the Regression thread so far, since it is long and the answer is buried: the first reply has the method, the fourth has the correction to it, and the rest is people agreeing at length.

17 likes 19mo
ZV
z.vogelTL26 Jan 2025#17
ra.mensa, post #10: Taking post #9 at face value and following it one step further. Regression came up in a thread eighteen months ago and was answered well. I cannot find it, which is itself the problem, so here is the reconstruction. Go to post

What I can speak to on Regression is narrow, so I will keep it narrow rather than generalising from it. Beyond that boundary I do not know.

0 likes in reply to #10 19mo
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MakinenTL2Member7 Jan 2025#18
f.espinoza, post #15: Building on post #14 rather than restating it. Medians and means diverge for skewed distributions, and most of the quantities discussed here are skewed. Which one a paper reports is a choice worth noticing. Go to post

Everything in post #16 holds. The case it does not cover is the one I have.

A distribution shown is worth ten summary statistics. Where a paper shows individual data points, read those first.

1 like in reply to #15 19mo
ON
o.nybergTL28 Jan 2025#19

Number needed to treat: how many people need to be treated to prevent one bad outcome or achieve one good outcome. More intuitive than relative risk reduction.

The rule of thumb is fine; the edge cases are where it earns its keep.

22 likes 19mo
DI
diluent_indexTL1Member9 Jan 2025#20
ra.mensa, post #10: Taking post #9 at face value and following it one step further. Regression came up in a thread eighteen months ago and was answered well. I cannot find it, which is itself the problem, so here is the reconstruction. Go to post

Counterpoint on Regression, offered without confidence: the same observation is consistent with a much duller explanation, and nobody has ruled the dull one out.

0 likes in reply to #10 19mo
CC
c.castellanosTL210 Jan 2025#21

The useful distinction on Regression is between what was measured and what was inferred from it. Both end up in the same sentence and only one of them has error bars.

3 likes 19mo
NE
n.ekstromTL2Regular11 Jan 2025#22
c.castellanos, post #21: The useful distinction on Regression is between what was measured and what was inferred from it. Both end up in the same sentence and only one of them has error bars. Go to post

Taking post #21 at face value and following it one step further.

Percentages of small denominators should be reported with the denominator. Two out of three is not sixty-seven per cent in any useful sense.

0 likes in reply to #21 18mo
RM
r.mensahTL213 Jan 2025#23

I read post #21 twice before replying, because I had assumed the opposite.

A request rather than an answer: could whoever has the primary source for Regression post it? I have seen the claim three times this month and each version had lost a qualifier.

31 likes 18mo
YM
y.mensahTL3Wiki editor14 Jan 2025#24

Speaking only to Regression as I have actually seen it, rather than as it is usually described: the effect is real, it is smaller than the thread suggests, and the variance between people is larger than the effect.

16 likes 18mo
PD
p.dialloTL215 Jan 2025#25

The most common statistical error in this community is not technical: it is treating a self-selected collection of reports as a sample from a population.

That is all the detail I have. Someone else will have more.

1 like 18mo
BJ
b.jankowiakTL3Regular16 Jan 2025#26
n.ekstrom, post #22: Taking post #21 at face value and following it one step further. Percentages of small denominators should be reported with the denominator. Two out of three is not sixty-seven per cent in any useful sense. Go to post

Understood, and I withdraw the assumption I opened with.

0 likes in reply to #22 18mo
AK
a.kravchenkoTL217 Jan 2025#27

Coming back to post #25, because the follow-up matters more than the original answer.

Regression is one of those subjects where the general answer and the answer for a specific case diverge, and the thread will go in circles until someone says which one is being asked for.

23 likes 18mo
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BirkelandTL3Regular18 Jan 2025 · edited#28

Post #25 is right about the mechanism and I think understates the practical bit.

Practical note on Regression: write down what you expect before you look. The number of times I have found what I went looking for is higher than chance would allow.

11 likes 18mo
PM
p.mwangiTL219 Jan 2025 · edited#29
z.adeyemi, post #11: Taking post #9 at face value and following it one step further. Adding a reference point for Regression. Mine is a single case, collected without controls, and I am posting the method alongside it so it can be discounted appropriately. Go to post

Confounding: a third variable explains an apparent association. In randomised data, randomisation balances confounders. In observational data, confounders can be adjusted for but unknown ones cannot.

0 likes in reply to #11 18mo
NA
n.abernathyTL3Analytical chemist20 Jan 2025#30
d.magalhes, post #5: The opening post describes the usual case. This is about the unusual one. Checked the Regression claim against the primary source this morning. It survives, with a narrower scope than the version quoted here. Posting the narrower scope. Go to post

Effect sizes: the magnitude of a difference, not just whether it is statistically significant. A difference that is significant (p<0.05) might be too small to matter. A large effect might not be significant if sample size is small.

Reading it again, the caveat matters more than the finding.

32 likes in reply to #5 18mo