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Towards a credibility revolution in bilingualism research: Open data and materials as stepping stones to more reproducible and replicable research

Cylcia Bolibaugh, Norbert Vanek, Emma Marsden

2021Bilingualism Language and Cognition27 citationsDOIOpen Access PDF

Abstract

Abstract The extent to which findings in bilingualism research are contingent on specific analytic choices, experimental designs, or operationalisations, is currently unknown. Poor availability of data, analysis code, and materials has hindered the development of cumulative lines of research. In this review, we survey current practices and advocate a credibility revolution in bilingualism research through the adoption of minimum standards of transparency. Full disclosure of data and code is necessary not only to assess the reproducibility of original findings, but also to test the robustness of these findings to different analytic specifications. Similarly, full provision of experimental materials and protocols underpins assessment of both the replicability of original findings, as well as their generalisability to different contexts and samples. We illustrate the review with examples where good practice has advanced the agenda in bilingualism research and highlight resources to help researchers get started.

Topics & Concepts

CredibilityNeuroscience of multilingualismTransparency (behavior)Robustness (evolution)Computer scienceCode (set theory)PsychologyData scienceManagement sciencePolitical scienceComputer securityEngineeringGeneBiochemistryNeuroscienceChemistryLawProgramming languageSet (abstract data type)Advanced Graph Neural NetworksDomain Adaptation and Few-Shot LearningTopic Modeling
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