Contributing Code to the Tidyverse

Contributing code to open source projects can be intimidating. These projects are often widely used and have well known maintainers. Contributing code and having it accepted seems an almost insurmountable task.

However if you follow a few simple strategies you can have your code accepted into even the most popular projects in the Tidyverse.

Don’t Contribute Code at all

The easiest way to contribute to an open source package is not to contribute code at all. Find a typo in the documentation, add a reproducible example to an open issue without one, post a solution to a question in an issue, on twitter or stackoverflow. These types of contributions are among the easiest things for maintainers to review and accept, so it is a great place to start getting used to the contribution process.


Often projects will have a document that has instructions for contributing to the project. These are guidelines the maintainers would like contributors to adhere to and exist to make the process flow more smoothly. As a contributor you should try to make accepting your code as easy as you can, this greatly increases the chance your contribution will be accepted.

Explore Previously Merged Contributions

Next you should read a few previously merged pull requests for additional context. If a project does not have a (or similar) document this is your best source of information on expected practices for contributions.

Things you should look for include how are the commit messages formatted? Are any additional files changed apart from the code changes (such as NEWS updates)? Do the contributions all include additional test cases? Do internal only changes need documentation?

Read the reviewer comments in the pull request to get an idea of what in particular reviewers are looking for. Do they require certain code style, variable names or code organization? Are there common requests such as adding a note to the NEWS commonly forgotten? If you can handle these things before the reviewer even sees your code is greatly reduces the friction in merging your changes.

Write good commit messages

Chris Beams has a great article on How to Write a Git Commit Message. If there was one thing apart from the code itself that effects how maintainers see your contribution the commit message is it. A properly formatted message is a huge indicator of high quality acceptable code.

Make your changes as small as possible

One of the most common mistakes contributors make is to add a complicated new feature as their first contribution.

Accepting code as a maintainer means you have to maintain that code in the future, fixing bugs, updating documentation, refactoring it as the rest of the code evolves. This means the maintainer need to fully understand any code they accept.

What this means for contributors is they should strive to make their contribution as simple to understand as possible. The best way to do this is to make the contribution as short and clear as possible, changing as little of the existing code as you can. First time contributions is not the time to do major restructuring or reformatting of existing code. The best way to check exactly what changes you are proposing is to use git diff prior to submitting your contribution. This will ensure it contains only the changes necessary for the new functionality.

Include tests

Contributions with test cases are easier to accept because the tests ensure the code does what it intends to do and nothing else. Without tests the maintainer needs to check the new functionality by hand, a burden you can lessen or remove by including tests. If you are not sure what parts of your code is covered by tests covr is a great tool to use before submission. Just run the following to get a local coverage report of the package so you can see exactly what lines are not covered in the project.

# install.packages("covr")
co <- covr::package_coverage()

In addition adding tests to parts of the code base that is not currently covered is a great way to contribute to a project.

Follow the style

One of the first barriers to acceptance is coding style. Do not submit a contribution using camelCase to a project that uses snake_case, or use tabs when the project uses spaces. For Tidyverse projects read the Style Guide and use the lintr package to find code which does not adhere to the style guide.

# install.packages("lintr")

Remember to include style changes only in code you are contributing. If you want to fix style overall in the package that is a great idea, but it should be in a separate pull request!

Contribute to active projects

Development of Tidyverse projects typically progresses in waves. We work intensely on a certain project for a period of time, then let it lie fallow for awhile and work on other things. Because of this contributions to projects which are not being actively developed may not be addressed for a long length of time. This does not mean the contribution is not appreciated, but it does mean you have to be patient and when it is reviewed be prompt with a response.

You can avoid these lengthy wait times by contributing to projects being actively developed. Look at the GitHub contributions of members of the Tidyverse and times of recent commits of projects to see which are active and which are fallow.

Be attentive, not pushy

When a maintainer does review a contribution, try to address the comments in short order, your changes are much more likely to be accepted if they are addressed in the next day than the next month. In addition occasional comments bumping the issue can be useful if changes have been made, but do not repeatably ‘ping’ an issue because you feel it is been opened too long without acceptance.

If you absolutely need a feature from a development package an option is to install your personal fork with the features included, or even install the package directly from the pull request.

# install.packages("devtools")

# install from personal fork

# install from a pull request #123

View contributing as a relationship, not a one night stand

The best way to be successful contributing to open source projects is to do so repeatably. This means cultivating trust between yourself and the maintainer by multiple contributions. After many small contributions have been successful added they will be much more willing to review and accept more substantial changes. As with any relationship being polite and considerate is a great way to improve trust. If you instead view the contribution as a single interaction to add your pet feature you are much less likely to be successful.


Contributing to open source software will make you a better programmer, gain valuable feedback through code review, look great on your resume and increase your visibility in the community. It may even get you a job; I am on the Tidyverse team today mainly because I was a frequent open source contributor to Tidyverse packages over a number of years.

Jim Hester
Software Engineer

I’m a Senior Software Engineer at Netflix and R package developer.