Abstract
Currently, dedicated graphical displays to depict study-level statistical power in the context of meta-analysis are unavailable. Here, we introduce the sunset (power-enhanced) funnel plot to visualize this relevant information for assessing the credibility, or evidential value, of a set of studies. The sunset funnel plot highlights the statistical power of primary studies to detect an underlying true effect of interest in the well-known funnel display with color-coded power regions and a second power axis. This graphical display allows meta-analysts to incorporate power considerations into classic funnel plot assessments of small-study effects. Nominally significant, but low-powered, studies might be seen as less credible and as more likely being affected by selective reporting. We exemplify the application of the sunset funnel plot with two published meta-analyses from medicine and psychology. Software to create this variation of the funnel plot is provided via a tailored R function. In conclusion, the sunset (power-enhanced) funnel plot is a novel and useful graphical display to critically examine and to present study-level power in the context of meta-analysis.
Original language | English |
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Pages | 43-49 |
Number of pages | 7 |
DOIs | |
Publication status | Published - 31 Mar 2020 |
Event | Research Synthesis 2019 Conference - Leibniz Institute for Psychology Information (ZPID) & Center for Advanced Academic Studies, Leibnitz, Germany Duration: 27 May 2019 → 31 May 2019 |
Conference
Conference | Research Synthesis 2019 Conference |
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Country/Territory | Germany |
City | Leibnitz |
Period | 27/05/19 → 31/05/19 |
Austrian Fields of Science 2012
- 501001 General psychology
Keywords
- funnel plot
- meta-analysis
- publication bias
- small-study effects
- statistical power