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Steps toward reproducible research Karl Broman Biostatistics & Medical Informatics, UWMadison kbroman.org github.com/kbroman @kwbroman Course web: kbroman.org/AdvDataThis lecture is based on slides
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How to fill out initial steps toward reproducible

01
Identify the goal of reproducibility: Understand why reproducibility is important for your research or project.
02
Document the steps: Clearly document the steps involved in your research or project.
03
Version control: Use a version control system to track changes in your code and data.
04
Use open-source tools: Utilize open-source tools and software to ensure transparency and accessibility.
05
Data management: Implement effective data management practices to organize and store your data.
06
Code documentation: Document your code thoroughly, including explanations of the purpose, inputs, and outputs.
07
External dependencies: Keep track of any external dependencies and ensure they are properly documented and managed.
08
Automation: Automate repetitive tasks to ensure consistency and reproducibility.
09
Test and validate: Regularly test and validate your code and results to identify and resolve any issues.
10
Share and publish: Share your code, data, and documentation to promote reproducibility and enable others to build upon your work.

Who needs initial steps toward reproducible?

01
Researchers in various academic fields
02
Data scientists
03
Software developers
04
Policy makers
05
Journalists
06
Anyone involved in research or projects that require transparent and replicable results.
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Initial steps toward reproducible usually refer to the initial actions or procedures taken to ensure that research findings can be replicated by others.
Researchers and organizations that conduct studies requiring reproducibility are typically required to file initial steps toward reproducible.
To fill out initial steps toward reproducible, one must provide detailed information about the research methods, data, and protocols used in the study.
The purpose is to promote transparency in research, enabling others to understand, verify, and replicate the findings.
Information such as research methodology, data sources, analytical procedures, and any assumptions made during the study must be reported.
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