The BITSS Resource Library contains resources for learning, teaching, and practicing research transparency and reproducibility, including curricula, slide decks, books, guidelines, templates, software, and other tools. All resources are categorized by i) topic, ii) type, and iii) discipline. Filter results by applying criteria along these parameters or use the search bar to find what you’re looking for.
Know of a great resource that we haven’t included or have questions about the existing resources? Email us!
Videos: Research Transparency and Reproducibility Training (RT2) – Washington, D.C. Data Management and De-identificationInterdisciplinaryIssues with transparency and reproducibilityMeta-AnalysesPower analysisPre-Analysis PlansPreprintsRegistriesReplicationsResults-Blind Review & Registered ReportsStatistical LiteracyTransparent ReportingVersion Control
Preregistration of secondary data analysis: A template and tutorial InterdisciplinaryRegistries
Van den Akker and colleagues present a template specifically designed for the preregistration of secondary data analyses and provide comments and a practical example.
Frontiers in Pre-Registration in Economics – Ted Miguel EconomicsPre-Analysis PlansRegistriesResults-Blind Review & Registered Reports
This presentation by Ted Miguel was given at the Transparency, Reproducibility and Credibility Research Symposium at the World Bank on 9/10/2019. You can find videos of other talks from the Symposium in this playlist.
Registry for International Development Impact Evaluations (RIDIE) Economics and FinanceInterdisciplinaryPolitical ScienceRegistries
Administered by the International Initiative for Impact Evaluation (3ie), the Registry for International Development Impact Evaluations (RIDIE) is a registry of impact evaluations related to development in low and middle income countries. RIDIE will register any development impact evaluation that rigorously attempts to estimate the causal impacts of a program, including but not limited to randomized control trials. It is intended to be a prospective registry in which researchers and evaluators can record information about their evaluation designs before conducting the analysis, as well as update information as the study proceeds and post findings upon study completion.
NRIN Collection of Resources on Research Integrity Data Management and De-identificationInterdisciplinaryMeta-AnalysesOpen PublishingRegistriesTransparent Reporting
Course materials: PhD Toolkit on Transparent, Open, and Reproducible Research Economics and FinanceMeta-AnalysesPre-Analysis PlansPublic PolicyRegistriesReplications
Catalyst Ada Gonzalez-Torres developed and delivered a PhD course on Transparent, Open, and Reproducible Research for PhD students at the European University Institute (EUI), in Florence, Italy. Find all course materials here.
Registry of Efficacy and Effectiveness Studies EducationRegistries
The Registry of Efficacy and Effectiveness Studies (REES) is a registry for studies designed to establish causal conclusions in Education research. Eligible designs include randomized trials, quasi-experimental designs, regression discontinuity designs, and single-case designs.
PhD Course Materials: Transparent, Open, and Reproducible Policy Research Data Management and De-identificationDynamic Documents and Coding PracticesHealth SciencesInterdisciplinaryIssues with transparency and reproducibilityMeta-AnalysesOpen PublishingPre-Analysis PlansPreprintsPublic PolicyRegistriesReplicationsStatistical LiteracyTransparent ReportingVersion Control
BITSS Catalyst Sean Grant developed and delivered a PhD course on Transparent, Open, and Reproducible Policy Research at the Pardee RAND Graduate School in Policy Analysis. Find all course materials at the project’s OSF page.
Course Syllabi for Open and Reproducible Methods Anthropology, Archaeology, and EthnographyData RepositoriesData VisualizationDynamic Documents and Coding PracticesEconomics and FinanceEngineering and Computer ScienceHealth SciencesHumanitiesInterdisciplinaryIssues with transparency and reproducibilityLife SciencesLinguisticsMeta-AnalysesMetascience (Methods and Archival Science)Open PublishingOther Social SciencesPolitical SciencePower analysisPre-Analysis PlansPsychologyPublic PolicyRegistriesReplicationsSociologyStatistical LiteracyStatistics and Data ScienceTransparent ReportingVersion Control
A collection of course syllabi from any discipline featuring content to examine or improve open and reproducible research practices. Housed on the OSF.
AsPredicted.org is “a standardized pre-registration that requires only what’s necessary to separate exploratory from confirmatory analyses.” You can easily generate a short and simple pre-registration document that “takes less effort to evaluate than it takes to evaluate the published study itself.” The form, designed by Uri Simonsohn, Joe Simmons, and Leif Nelson, has only nine questions, which are general enough that they are relevant to nearly all disciplines and types of research.
AEA Registry for RCTs Economics and FinancePolitical SciencePre-Analysis PlansPsychologyPublic PolicyRegistries
The American Economic Association (AEA) Randomized Controlled Trials Registry is a registry for RCTs conducted in the social sciences. Registration is free and you do not need to be a member of the AEA to register. We encourage you to register any new study before data collection.
Improving the Credibility of Social Science Research: A Practical Guide for Researchers Data Management and De-identificationEconomics and FinanceInterdisciplinaryIssues with transparency and reproducibilityPolitical SciencePre-Analysis PlansPsychologyPublic PolicyRegistriesReplicationsSociology
Nicebread Data Management and De-identificationData VisualizationDynamic Documents and Coding PracticesInterdisciplinaryIssues with transparency and reproducibilityMeta-AnalysesOpen PublishingPower analysisPre-Analysis PlansPreprintsPsychologyRegistriesReplicationsResults-Blind Review & Registered ReportsTransparent ReportingVersion Control
Dr. Felix Schönbrodt’s blog promoting research transparency and open science.
OSF Data Management and De-identificationInterdisciplinaryRegistriesVersion Control
Open Science Framework (OSF) is part version control system, part data repository, part collaboration software that allows researchers to move study materials to the cloud, share and find materials, detail individual contributions, make research design more visible, and register materials to certify research design was not modified to alter outcomes. To increase workflow flexibility OSF offers a system where researchers can register a description of their study and its goals. The OSF emphasizes versatility with a very wide range of tools and features including add-ons from other related sites such as Dataverse and Github. Uploaded materials can also be archived and receive a Digital Object Identifier (DOI) or Archival Resource Key (ARK).
Transparent and Open Social Science Research Dynamic Documents and Coding PracticesIssues with transparency and reproducibilityMeta-AnalysesPre-Analysis PlansRegistriesReplicationsStatistical LiteracyTransparent Reporting
Demand is growing for evidence-based policymaking, but there is also growing recognition in the social science community that limited transparency and openness in research have contributed to widespread problems. With this course created by BITSS, you can explore the causes of limited transparency in social science research, as well as tools to make your own work more open and reproducible.
You can access the course videos for self-paced learning on the BITSS YouTube channel here, (also available with subtitles in French here). You can also enroll for free during curated course runs on the FutureLearn platform.
EGAP Registry Economics and FinancePolitical SciencePre-Analysis PlansPublic PolicyRegistriesSociology
The Evidence in Governance and Politics (EGAP) Registry focuses on designs for experiments and observational studies in governance and politics. The registry allows users to submit an array of information via an online form. Registered studies can be viewed in the form of a pdf on the EGAP site. The EGAP registry is straightforward and emphasizes simplicity for registering impact evaluations.
ClinicalTrials.gov Health SciencesPre-Analysis PlansRegistries
ClinicalTrials.gov is a registry and database that provides information on publicly and privately funded clinical trials, maintained by the National Library of Medicine at the National Institutes of Health. Studies are often submitted to the site when they begin and are regularly updated along the way. ClinicalTrials.gov is the largest trial registry, with over 250,000 studies from across the world.
Promise and Perils of Pre-Analysis Plans Economics and FinanceIssues with transparency and reproducibilityPre-Analysis PlansRegistries
Promise and Perils of Pre-analysis Plans, by Ben Olken lays out many of the items to include in a pre-analysis plan, as well as their history, the benefits, and a few potential drawbacks. Pre-analysis plans can be especially useful in reaching agreement about what will be measured and how when a partner or funder has a vested interest in the outcome of a study.