Exploring reliability heterogeneity with multiverse analyses: Data processing decisions unpredictably influence measurement reliability

نویسندگان

چکیده

Analytic flexibility is known to influence the results of statistical tests, e.g. effect sizes and p-values. Yet, degree which in data processing decisions influences measurement reliability unknown. In this paper I attempt address question using a series 36 multiverse analyses, each with 288 specifications, including accuracy response time cut-offs. used from Stroop task Flanker at two points, as well Dot Probe across three stimuli conditions timepoints. This allowed for broad overview internal consistency test-retest estimates specifications. Largely arbitrary led differences between highest lowest estimate least 0.2, but potentially exceeding 0.7. Importantly, there was no consistent pattern resulting tasks. Together, are highly influential, largely unpredictable, on measure reliability. discuss actions researchers could take mitigate some heterogeneity, adopting hierarchical modelling approaches. approaches that can completely save us error. Measurement matters call readers help move what be crisis towards revolution.

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ژورنال

عنوان ژورنال: Meta-psychology

سال: 2022

ISSN: ['2003-2714']

DOI: https://doi.org/10.15626/mp.2020.2577