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A brief history of the Fail Safe Number in Applied Research (1010.2326v1)

Published 12 Oct 2010 in stat.OT

Abstract: Rosenthal's (1979) Fail-Safe-Number (FSN) is probably one of the best known statistics in the context of meta-analysis aimed to estimate the number of unpublished studies in meta-analyses required to bring the meta-analytic mean effect size down to a statistically insignificant level. Already before Scargle's (2000) and Schonemann & Scargle's (2008) fundamental critique on the claimed stability of the basic rationale of the FSN approach, objections focusing on the basic assumption of the FSN which treats the number of studies as unbiased with averaging null were expressed throughout the history of the FSN by different authors (Elashoff, 1978; Iyengar & Greenhouse, 1988a; 1988b; see also Scargle, 2000). In particular, Elashoff's objection appears to be important because it was the very first critique pointing directly to the central problem of the FSN: "R & R claim that the number of studies hidden in the drawers would have to be 65,000 to achieve a mean effect size of zero when combined with the 345 studies reviewed here. But surely, if we allowed the hidden studies to be negative, on the average no more than 345 hidden studies would be necessary to obtain a zero mean effect size" (p. 392). Thus, users of meta-analysis could have been aware right from the beginning that something was wrong with the statistical reasoning of the FSN. In particular, from an applied research perspective, it is therefore of interest whether any of the fundamental objections on the FSN are reflected in standard handbooks on meta-analysis as well as -and of course even more importantly- in meta-analytic studies itself.

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