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Using meta-analysis for evidence synthesis

  • Within quantitative phonetics, it is common practice to draw conclusions based on statistical significance alone Using incomplete neutralization of final devoicing in German as a case study, we illustrate the problems with this approach. If researchers find a significant acoustic difference between voiceless and devoiced obstruents, they conclude that neutralization is incomplete, and if they find no significant difference, they conclude that neutralization is complete. However, such strong claims regarding the existence or absence of an effect based on significant results alone can be misleading. Instead, the totality of available evidence should be brought to bear on the question. Towards this end, we synthesize the evidence from 14 studies on incomplete neutralization in German using a Bayesian random-effects meta-analysis. Our meta-analysis provides evidence in favor of incomplete neutralization. We conclude with some suggestions for improving the quality of future research on phonetic phenomena: ensure that sample sizes allow forWithin quantitative phonetics, it is common practice to draw conclusions based on statistical significance alone Using incomplete neutralization of final devoicing in German as a case study, we illustrate the problems with this approach. If researchers find a significant acoustic difference between voiceless and devoiced obstruents, they conclude that neutralization is incomplete, and if they find no significant difference, they conclude that neutralization is complete. However, such strong claims regarding the existence or absence of an effect based on significant results alone can be misleading. Instead, the totality of available evidence should be brought to bear on the question. Towards this end, we synthesize the evidence from 14 studies on incomplete neutralization in German using a Bayesian random-effects meta-analysis. Our meta-analysis provides evidence in favor of incomplete neutralization. We conclude with some suggestions for improving the quality of future research on phonetic phenomena: ensure that sample sizes allow for high-precision estimates of the effect; avoid the temptation to deploy researcher degrees of freedom when analyzing data; focus on estimates of the parameter of interest and the uncertainty about that parameter; attempt to replicate effects found; and, whenever possible, make both the data and analysis available publicly. (c) 2018 Elsevier Ltd. All rights reserved.show moreshow less

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Metadaten
Author details:Bruno NicenboimORCiDGND, Timo B. Roettger, Shravan VasishthORCiDGND
DOI:https://doi.org/10.1016/j.wocn.2018.06.001
ISSN:0095-4470
Title of parent work (English):Journal of phonetics
Subtitle (English):the case of incomplete neutralization in German
Publisher:Elsevier
Place of publishing:London
Publication type:Article
Language:English
Date of first publication:2018/07/17
Publication year:2018
Release date:2021/10/05
Tag:Bayesian data analysis; Final devoicing; German; Incomplete neutralization; Meta-analysis
Volume:70
Number of pages:17
First page:39
Last Page:55
Funding institution:Volkswagen FoundationVolkswagen [89 953]; Deutsche ForschungsgemeinschaftGerman Research Foundation (DFG) [VA 482/8-1]
Organizational units:Humanwissenschaftliche Fakultät / Strukturbereich Kognitionswissenschaften / Department Linguistik
DDC classification:4 Sprache / 41 Linguistik / 410 Linguistik
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