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Meta-analysis Overview www.psychwiki.com/wiki/Meta-analysis_club_Summer2008.

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Presentation on theme: "Meta-analysis Overview www.psychwiki.com/wiki/Meta-analysis_club_Summer2008."— Presentation transcript:

1 Meta-analysis Overview www.psychwiki.com/wiki/Meta-analysis_club_Summer2008

2 Definition  A meta-analysis statistically combines the results of several studies that address a shared research hypotheses.  A study collects data from individual subjects (such as 100 subjects = 100 “data points”)  A meta-analysis collects data from individual studies (such as 100 studies = 100 “data points”)

3 Steps 1.Defines your hypothesis 2.Locate Studies 3.Find “effect size” for each study 4.Average the “effect sizes” together 5.If you want, you can analyze “moderators” 6.Write the manuscript

4 Why do a meta-analysis? Easy  Steps are simple, there is software to calculate everything Cost-effective  Since you have already read a bunch of articles to write a paper, not much more work to synthesize them together Best type of article  Most highly cited type of article.  Advantages of both qualitative and quantitative research  Truly answers research questions within the literature (compared to single studies which can’t truly generalize)

5 Step 2 (again) Locate studies  Techniques - database searches, ancestry approach, descendancy approach, hand searching, invisible college  Doesn’t have to be comprehensive (fail-safe n) but needs to be close to comprehensive  (create excel file – example) * so that you can Search it, copy/paste into References

6 Step 3 (again) Find “effect size” for each study  (1) Decide: convert into “r” or “d”  (2) Download “es_calculator.zip” from http://mason.gmu.edu/~dwilsonb/ma.htmlhttp://mason.gmu.edu/~dwilsonb/ma.html  (3) Use “es_calculator” to calculate ES  (4) Record in excel file, separate row for each study  (excel file – example) * need to input sample size and ES

7 Step 4 (again) Average the “effect sizes” together  Conceptually… First, weight them by sample size/inverse variance Second, sum them together Third, divide by sum of total sample size.  In Practice… You calculate inverse variance Then use Macro to do the rest Download macro for SPSS http://mason.gmu.edu/~dwilsonb/ma.html http://mason.gmu.edu/~dwilsonb/ma.html

8 Step 5 (again) If you want, you can analyze “moderators”  Conceptually… Can test categorical moderators (categories like college student versus actual juror) similar to ANOVA Can test continuous moderators (such as length of stimulus) similar to Regression  In Practice… Use macros downloaded from http://mason.gmu.edu/~dwilsonb/ma.html http://mason.gmu.edu/~dwilsonb/ma.html Macros exist for ANOVA & Regression

9 Some cool things about meta-analyses…

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