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Evidence · Meta-analyses

Second pass at: What pooling buys you and what it destroys

MH
ms_hollowayTL4Mass spectrometrist4 Dec 2025#1

Posting this under the heading it deserves: Second pass at: What pooling buys you and what it destroys Everything below is what sits behind that.

Something about pooling buys does not reconcile and I would like a second pair of eyes before I decide which half is wrong.

Two sources, both reputable, giving figures that cannot both be right unless they are measuring different quantities. My suspicion is that they are, and I cannot see how.

1 like 8mo
CC
c.castellanosTL212 Dec 2025#2

On the opening post — agreed on the reasoning, with one qualification.

What I would want before treating pooling buys as settled: the method, the sample, and whether anyone tried to find the opposite result. Two of the three are usually missing.

5 likes 8mo
YM
y.mensahTL3Wiki editor18 Dec 2025#3
ms_holloway, post #1: Posting this under the heading it deserves: Second pass at: What pooling buys you and what it destroys Everything below is what sits behind that. Something about pooling buys does not reconcile and I would like a second pair of eyes before I decide which half is wrong. Two sources, both reputable, giving figures that cannot both be… Go to post

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

Individual participant data pooling is a much stronger design than aggregate pooling and is rare because it requires cooperation rather than a search.

The variance between people here is larger than the effect being discussed.

20 likes in reply to #1 7mo
RM
r.mensahTL223 Dec 2025#4

Nobody has said the unglamorous part of pooling buys yet, so: most of the variation is explained by things that are boring to write about and easy to check.

0 likes 7mo
BJ
b.jankowiakTL3Regular28 Dec 2025#5

The reason pooling buys keeps being re-asked is that the answer is conditional and people quote it without the condition. It is not that the answer is unknown.

0 likes 7mo
PD
p.dialloTL21 Jan 2026#6
b.jankowiak, post #5: The reason pooling buys keeps being re-asked is that the answer is conditional and people quote it without the condition. It is not that the answer is unknown. Go to post

Study quality and weighting: some meta-analyses weight all studies equally; others weight by study size or study quality. The choice affects the result and should be stated and justified.

2 likes in reply to #5 7mo
B
BirkelandTL3Regular5 Jan 2026#7

Post #4 is right about the mechanism and I think understates the practical bit.

Reading back through the pooling buys threads from last year, the same three questions come up every time and only one of them has ever been answered properly. That seems like a documentation gap rather than a knowledge gap.

14 likes 7mo
AK
a.kravchenkoTL29 Jan 2026#8

Coming back to post #6, because the follow-up matters more than the original answer.

Pooling buys is well covered in the tag pages, and the older discussions are better than the recent ones because they were argued out properly. Worth twenty minutes before adding to this one.

28 likes 7mo
BS
buffer_sheetTL3Regular13 Jan 2026#9

Taking post #8 at face value and following it one step further.

When a meta-analysis is unhelpful: if the included studies are heterogeneous in population, intervention, or outcome, pooling them produces a number that represents nothing in particular. Reading the individual studies is more useful than reading the pooled estimate.

Adding the caveat now so it does not have to be extracted later.

4 likes 6mo
ER
e.roosTL217 Jan 2026#10
y.mensah, post #3: Confirming the opening post from a second method, which matters more than confirming it from a second person. Individual participant data pooling is a much stronger design than aggregate pooling and is rare because it requires cooperation rather than a search. The variance between people here is larger than the effect being discussed. Go to post

Grateful for the specificity. Vague answers to this question are what sent me looking.

13 likes in reply to #3 6mo
LC
l.cabreraTL221 Jan 2026#11
e.roos, post #10: Grateful for the specificity. Vague answers to this question are what sent me looking. Go to post

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

0 likes in reply to #10 6mo
SF
sterile_fileTL3Regular24 Jan 2026 · edited#12

Speaking only to pooling buys 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.

33 likes 6mo
CM
c.marchettiTL228 Jan 2026#13

I read post #9 twice before replying, because I had assumed the opposite.

Double extraction with disagreement resolution is standard and is worth checking for, because single extraction errors are common and non-random.

17 likes 6mo
D
DOdendaalTL3Regular1 Feb 2026#14

Fixed-effect and random-effects models answer different questions. The first assumes one true effect; the second assumes a distribution of them. Choosing between them is an assumption, not a technicality.

7 likes 6mo
NS
n.szaboTL24 Feb 2026#15
sterile_file, post #12: Speaking only to pooling buys 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. Go to post

Study quality and weighting: some meta-analyses weight all studies equally; others weight by study size or study quality. The choice affects the result and should be stated and justified.

0 likes in reply to #12 6mo
VM
v.milanoviTL3Regular7 Feb 2026#16
e.roos, post #10: Grateful for the specificity. Vague answers to this question are what sent me looking. Go to post

Practical note on pooling buys: 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.

25 likes in reply to #10 6mo
FP
f.petrovTL211 Feb 2026#17

I read post #13 twice before replying, because I had assumed the opposite.

I keep a log for pooling buys specifically because my memory of it turned out to be systematically wrong in one direction. Six weeks of notes cost nothing and settled it.

11 likes 5mo
AS
a.stephanopoulosTL3Regular14 Feb 2026 · edited#18

Following this. I have the same question and no better information than the first post.

3 likes 5mo
SS
s.solbergTL217 Feb 2026 · edited#19
DOdendaal, post #14: Fixed-effect and random-effects models answer different questions. The first assumes one true effect; the second assumes a distribution of them. Choosing between them is an assumption, not a technicality. Go to post

Post #17 describes the usual case. This is about the unusual one.

Where the included trials share a sponsor and a protocol template, their errors correlate and pooling does not average them out.

Written in the hope of being told what I have missed.

0 likes in reply to #14 5mo
VK
v.klausenTL3Regular21 Feb 2026#20
e.roos, post #10: Grateful for the specificity. Vague answers to this question are what sent me looking. Go to post

Double extraction with disagreement resolution is standard and is worth checking for, because single extraction errors are common and non-random.

18 likes in reply to #10 5mo
DF
d.fontaineTL224 Feb 2026#21
r.mensah, post #4: Nobody has said the unglamorous part of pooling buys yet, so: most of the variation is explained by things that are boring to write about and easy to check. Go to post

This follows post #19 rather than contradicting it.

Individual participant data pooling is a much stronger design than aggregate pooling and is rare because it requires cooperation rather than a search.

0 likes in reply to #4 5mo
FS
f.sjobergTL227 Feb 2026#22

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

1 like 5mo
ME
me.eriksenTL22 Mar 2026 · edited#23

Two sentences on pooling buys and then I will stop, because the rest is speculation and the thread is better without mine.

What is documented is narrow. What is inferred from it is broad. The gap between them is where every argument here lives.

12 likes 5mo
KS
k.salinasTL25 Mar 2026#24

Practical experience of pooling buys, offered as one case with the conditions stated, not as a general finding. Conditions first, because they are what make it interpretable.

25 likes 5mo
RR
r.restrepoTL28 Mar 2026#25
c.castellanos, post #2: On the opening post — agreed on the reasoning, with one qualification. What I would want before treating pooling buys as settled: the method, the sample, and whether anyone tried to find the opposite result. Two of the three are usually missing. Go to post

Double extraction with disagreement resolution is standard and is worth checking for, because single extraction errors are common and non-random.

0 likes in reply to #2 5mo
CC
c.correiaTL211 Mar 2026#26

Post #24 and I disagree about the size of the effect, not about the direction.

Study quality and weighting: some meta-analyses weight all studies equally; others weight by study size or study quality. The choice affects the result and should be stated and justified.

0 likes 5mo
MM
m.malinowskiTL214 Mar 2026#27

Narrowing post #26, because the general version has more than one answer.

What I would check first on pooling buys is whether the thing being measured moved or whether the way of measuring it moved. Those look identical in a graph.

7 likes 4mo
ML
m.lindqvistTL217 Mar 2026#28

Where the included trials share a sponsor and a protocol template, their errors correlate and pooling does not average them out.

I have written this out at length because the short version keeps being misread.

18 likes 4mo
DS
dr_seongTL3Physician20 Mar 2026#29

Something worth flagging about pooling buys: the strongest-sounding claims in this thread are the ones with no source attached, which is the usual pattern and not a coincidence.

1 like 4mo
CV
c.vasquezTL223 Mar 2026#30
a.stephanopoulos, post #18: Following this. I have the same question and no better information than the first post. Go to post

Reframing pooling buys slightly, because I think the disagreement is about the question rather than the answer. If the question is "does it happen", yes. If it is "how often", nobody here knows.

7 likes in reply to #18 4mo