Steps to Perform a Meta-Analysis - PowerPoint PPT Presentation

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Steps to Perform a Meta-Analysis

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Locate the relevant literature. Purpose of this step ... Typically have two different people calculate effect sizes and code moderators ... – PowerPoint PPT presentation

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Title: Steps to Perform a Meta-Analysis


1
Steps to Perform a Meta-Analysis
  • Define the meta-analytic research question
  • Locate the relevant literature
  • Calculate effect sizes and code moderating
    variables
  • Analyze the meta-analytic database
  • Report and interpret the results

2
Define the Meta-Analytic Research Question
  • Purpose of this step
  • Determine what hypotheses your meta-analysis will
    test
  • Estimate the strength of an effect
  • Determine moderators of an effect
  • Determine what types of studies you will include
    in your analysis

3
Define the Meta-Analytic Research Question
  • Goals for this step
  • Hypotheses should have theoretical value
  • Should have specific inclusion criteria to make
    locating studies easier
  • Included studies should be appropriate for the
    hypotheses being tested

4
Locate the relevant literature
  • Purpose of this step
  • Obtain the population of studies related to your
    research hypotheses
  • Modify the hypotheses and inclusion criteria of
    your analysis to better fit the literature

5
Locate the relevant literature
  • Goals for this step
  • Should find every study that has investigated the
    effect of interest
  • Make your hypotheses better address the questions
    that researchers have investigated in primary
    research

6
Calculate effect sizes and code moderating
variables
  • Purpose of this step
  • Determine what effects you will examine in each
    study
  • Compute a specific estimate of the size of each
    effect
  • Determine the value of your moderating variables
    for each effect

7
Calculate effect sizes and code moderating
variables
  • Goals for this step
  • Accurately determine effect size estimates and
    moderator codes
  • Should try to have estimates for every effect
  • Typically have two different people calculate
    effect sizes and code moderators so you can
    estimate reliability

8
Analyze the meta-analytic database
  • Purpose of this step
  • Perform descriptive analyses to determine the
    overall strength and consistency of the effect
  • Perform moderator analyses to determine if study
    characteristics influence the effect size

9
Analyze the meta-analytic database
  • Goal for this step
  • Analyses should be valid
  • Analyses should directly answer the research
    questions

10
Report and interpret the results
  • Purpose of this step
  • Summarize the results of your analyses
  • Relate your analyses to the research questions
  • Draw conclusions based on your analyses

11
Report and interpret the results
  • Goals for this step
  • Verbally describe the implications of your
    analyses
  • Report any limitations you see regarding your
    analysis
  • Violation of assumptions
  • Power
  • Representativeness
  • Suggest areas of future research
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