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A Reproducible Data Analysis Workflow
15 references·5 citing·41 second hop
A Reproducible Data Analysis Workflow (2021)A Reproducible Data Analysis WorkflowWORCS: A workflow for open reproducible code in science (2021)WORCS: A workflow for open re…Ten simple rules for writing and sharing computational analyses in Jupyter Notebooks (2019)Ten simple rules for writing …Reproducibility and Replicability in a Fast-Paced Methodological World (2019)Reproducibility and Replicabi…The drake R package: a pipeline toolkit for reproducibility and high-performance computing (2018)The drake R package: a pipeli…Binder 2.0 - Reproducible, interactive, sharable environments for science at scale (2018)Binder 2.0 - Reproducible, in…Singularity: Scientific containers for mobility of compute (2017)Singularity: Scientific conta…Reproducibility of computational workflows is automated using continuous analysis (2017)Reproducibility of computatio…Packaging data analytical work reproducibly using R (and friends) (2017)Packaging data analytical wor…An Introduction to Rocker: Docker Containers for R (2017)An Introduction to Rocker: Do…Tools and techniques for computational reproducibility (2016)Tools and techniques for comp…The hard road to reproducibility (2016)The hard road to reproducibil…Enhancing reproducibility for computational methods (2016)Enhancing reproducibility for…Scientific Utopia: I. Opening Scientific Communication (2012)Scientific Utopia: I. Opening…lavaan : An R Package for Structural Equation Modeling (2012)lavaan : An R Package for Str…Electronic documents give reproducible research a new meaning (1992)Electronic documents give rep…Toward open science in marketing research (2024)Toward open science in market…rang: Reconstructing reproducible R computational environments (2023)rang: Reconstructing reproduc…Means to valuable exploration II: How to explore data to modify existing claims and create new ones (2023)Means to valuable exploration…Implementing code review in the scientific workflow: Insights from ecology and evolutionary biology (2023)Implementing code review in t…Reproducible Research in R: A Tutorial on How to Do the Same Thing More Than Once (2021)Reproducible Research in R: A…Asymptotic Confidence Intervals for Indirect Effects in Structural Equation Models (1982)Structural Equations with Latent Variables. (1991)Testing Structural Equation Models. (1995)qgraph : Network Visualizations of Relationships in Psychometric Data (2012)Common Beliefs and Reality About PLS (2014)Estimating Psychological Networks and their Accuracy: A Tutorial Paper (2016)Bias in meta-analysis detected by a simple, graphical test (1997)Accounting for the effects of accountability. (1999)Scientific Utopia (2012)Power failure: why small sample size undermines the reliability of neuroscience (2013)Measurement Schmeasurement: Questionable Measurement Practices and How to Avoid Them (2020)Two new Later Stone Age sites from the Final Pleistocene in the Falémé Valley, eastern Senegal (2024)Promoting an open research culture (2015)Researching Mental Health Disorders in the Era of Social Media: Systematic Review (2017)The future of scientific workflows (2017)FAIR Computational Workflows (2019)Reproducible Research in Computational Science (2011)An introduction to Docker for reproducible research (2015)1,500 scientists lift the lid on reproducibility (2016)Challenges and recommendations to improve the installability and archival stability of omics computational tools (2019)The Kipoi repository accelerates community exchange and reuse of predictive models for genomics (2019)The five pillars of computational reproducibility: bioinformatics and beyond (2023)WaveLab and Reproducible Research (1995)Statistical Analyses and Reproducible Research (2007)Using Jupyter for Reproducible Scientific Workflows (2021)A large-scale study on research code quality and execution (2022)Design of Experiments (1936)The Logic of Scientific Discovery. (1959)Design and Analysis of Computer Experiments (1989)Reproducible and replicable pain research: a critical review (2018)Recommendations to enhance rigor and reproducibility in biomedical research (2020)EntropyHub: An open-source toolkit for entropic time series analysis (2021)Jupyter Notebooks – a publishing format for reproducible computational workflows (2016)Positioning and Power in Academic Publishing: Players, Agents and Agendas (2016)Ten simple rules for writing Dockerfiles for reproducible data science (2020)An invitation to reproducible computational research (2010)Journal of Computational Neuroscience (2013)Bioconda: sustainable and comprehensive software distribution for the life sciences (2018)The Galaxy platform for accessible, reproducible and collaborative biomedical analyses: 2018 update (2018)Sustainable data analysis with Snakemake (2021)Successes and Struggles with Computational Reproducibility: Lessons from the Fragile Families Challenge (2019)
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References

  • 2012lavaan : An R Package for Structural Equation Modeling27,889 cited
  • 2017Singularity: Scientific containers for mobility of compute2,734 cited
  • 2016Enhancing reproducibility for computational methods413 cited
  • 2012Scientific Utopia: I. Opening Scientific Communication368 cited
  • 2018Binder 2.0 - Reproducible, interactive, sharable environments for science at scale302 cited
  • 1992Electronic documents give reproducible research a new meaning212 cited
  • 2016Tools and techniques for computational reproducibility169 cited
  • 2019Ten simple rules for writing and sharing computational analyses in Jupyter Notebooks168 cited
  • 2017Reproducibility of computational workflows is automated using continuous analysis151 cited
  • 2017An Introduction to Rocker: Docker Containers for R66 cited
  • 2018The drake R package: a pipeline toolkit for reproducibility and high-performance computing62 cited
  • 2021WORCS: A workflow for open reproducible code in science60 cited
  • 2019Reproducibility and Replicability in a Fast-Paced Methodological World56 cited
  • 2016The hard road to reproducibility51 cited
  • 2017Packaging data analytical work reproducibly using R (and friends)

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47 cited

Cited by

  • 2021Reproducible Research in R: A Tutorial on How to Do the Same Thing More Than Once37 cited
  • 2023Implementing code review in the scientific workflow: Insights from ecology and evolutionary biology31 cited
  • 2024Toward open science in marketing research21 cited
  • 2023Means to valuable exploration II: How to explore data to modify existing claims and create new ones14 cited
  • 2023rang: Reconstructing reproducible R computational environments12 cited