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Methods focused on contrasting and combining results from different studies, in the hope of increasing precision and external validity.
3
votes
1
answer
275
views
How can I combine fully correlated effect sizes and their standard errors?
Let's say that I, for a meta-analysis, have two effect sizes, $ES_1$ and $ES_2$ (begin standardized mean differences) with standard errors, $SE_1$ and $SE_2$, and that I want to combine these into a s …
3
votes
0
answers
49
views
Is it uninformative to present power in meta-analyses after the fact?
In Borenstein et al's (2009) Introduction to meta-analysis, page 263, one can read the following:
A power analysis should be performed when the review is being planned, and not after the review ha …
3
votes
1
answer
2k
views
Why are small sample sized avoided in meta-analyses?
In most meta-analyses that I've read, the authors choose to exclude studies with really small sample sizes (e.g n=10). Why is that?
Speculation
I could speculate that one reason is that since the ef …
3
votes
1
answer
66
views
Meta-analytic comparison of the variances of two groups
I have gathered data from a number of studies where two different groups have performed the same task. For each group in each study, I have number of observations as well as the mean and standard devi …
1
vote
0
answers
52
views
Deriving heterogeneity measures for each level in a multi-level moderator meta-analysis
I'm running a multi-level moderator meta-analysis using the R package metafor. To derive $I^2$ for the metafor analysis as a whole, which doesn't come out automatically for multi-level models, I've us …
4
votes
1
answer
97
views
Are there times when a multi-level meta-analytic model is discouraged?
I have the following example data, stored in the variable TheData:
Study d Variance Category
1 0 0.1 A
1 5 0.1 B
1 10 0.1 C
2 20 …
1
vote
0
answers
42
views
How could one estimate global intra-sample and intra-article correlations for a dataset?
In this thread, it is proposed that if you don't know what the variance-covariance matrix looks like for a dataset that you want to run a multi-level meta-analysis on, you can, among other things, "ma …
2
votes
1
answer
73
views
More moderators in a meta-analysis equals greater chance of reaching statistical significance?
I have the following example data, stored in the variable TheData,
Study ID Category Cohens_d Variance
1 1 A 0 0.1
1 2 B 5 …
1
vote
0
answers
62
views
Running a Multilevel Linear (Mixed-Effects) Meta-Analysis Model without a variance-covarianc...
I have a dataset that I want to run a meta-analysis on. However, the data has a hierarchical structure with several endpoints per study and where studies are further clustered together. So, I should r …
0
votes
0
answers
30
views
How could one derive power indicators for omnibus tests?
A while ago I posted a question regarding performing post-hoc power analyses in meta-analyses and was given a couple of useful links to discussions regarding why this isn’t a good idea. From my readin …
3
votes
0
answers
125
views
Which meta-analytic method should I apply to my data set?
My dataset
I have a dataset where Effect sizes are nested in Testing occasions, which are nested in Samples of participants, which in turn are nested in Studies (that is, Effect sizes ⟶ Testing occas …
3
votes
1
answer
153
views
Is there a method/package that combines multivariate and network meta-analysis?
If you want to perform a meta-analysis on the general strength of the population and where each study can offer multiple outcomes (for example, measuring strength through deadlift capability and/or th …
3
votes
2
answers
333
views
Why is there a discrepancy between the underlying meaning of variance between basic statisti...
Normally, I would say that variance (and, in extension, standard deviation since it's just the square root of the variance) refers to a measure of deviation that describes how data points within a sam …
10
votes
2
answers
3k
views
In a meta-analysis, how should one handle non-significant studies containing no raw data?
Let's say that I'm conducting a meta-analysis, looking at the performance of group A and group B with respect to a certain construct. Now, some of the studies that I'll come across will report that no …