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R for the Rest of Us

Learn to use the most powerful tool for working with data.
Even if you've never coded before.

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From "what's R?" to "I love R" in three self-paced courses.
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R in 3 Months

R in 3 Months

Looking for even more? R in 3 Months is a cohort-based program to help you finally learn R.

High-Quality Instruction

With R in 3 Months, you’ll get high-quality instruction that will guide you from R newbie to R expert.

Personalized Feedback

You'll work on your own code every week and get in-depth feedback.

Supportive Community

You'll be on this journey alongside a supportive community that will help you learn and keep you accountable to yourself.

Testimonials

Don't Take it From Us

Our learners say it best.

Very good explanations in an entertaining way, I really enjoyed the course

Julia Maier DLR

The course is highly accessible in its pedagogical style, its language, and practicality. I've never coded before and this course allowed me to feel confident about my R journey! My favorite part was that David was reachable to help with queries!

Sam C
Sam C

I have learned a lot from this introductory course in R. I would recommend for any one trying to learn R to start with this course. Thanks, R for the rest of us.

Mewael Hailegiorgis
Mewael Hailegiorgis

Excellent course to know the basics of this great tool (R).

David Morales
David Morales Universidad Nacional de Colombia

Started today with the "Getting started with R" course and although being already a not-so-bad R user clarity and some helpful tricks proved really great. Looking forward to attend the other courses. Thank you!

Tobia Dondè -

I'm extremely proud and happy to announce that in March I received a scholarship for R 3 in Months Course by R for the Rest of Us thanks to David Keyes and Charlie Joey Hadley. I want to express my deep appreciation for this amazing program, which is greatly helping me in significant professional growth. Their expertise, dedication, and commitment to helping students succeed in their different fields using data analysis and visualization in R is admirable and praiseworthy. Doing this course was definitely an enjoyable experience. Eternal thanks to R for the Rest of Us and to David & Charlie.

Alejandra Marchán
Alejandra Marchán

I loved it. I absolutely loved it. The notepad can be very disheartening. You know immediately that there will be a lot of coding involved, but once you start the journey, you just want to go on. By the time I got to the Objects and Functions phase, I was saying goodbye to Excel. I also loved the quote about the coder. I confirmed this with my coder friends and they agreed with it 100%. I can now feel confident getting into R and coding without fear. This has been mind-opening. I would definitely recommend this course!

Innocent Ouko
Innocent Ouko

This was an easy to follow course.

Coutney Green

This is an excellent introduction to R and Rstudio and the capabilities of R. It was easy to understand and the exercises and tips were very helpful. I learned a lot. Thank you for offering this us to dip our toes into using R.

Eric Excellent beginner course...

I've been dipping my toes in the R water for many years, your site and approach has been the most accessible and useful by far!

Bohdanna Kinasevych
Bohdanna Kinasevych Leading4Impact
Consulting

Let Us Handle the R

Our consulting arm, Clarity Data Studio, creates reports, dashboards, websites, and more to help organizations to communicate more effectively with their data.

Clarity Data Studio
Blog

Blog

Learn to use the most powerful tool for working with data.
Even if you've never coded before.

How to Get Started Using AI with R

May 27, 2026

There are so many ways to use AI with R now that it's genuinely hard to know where to start. Should you just use ChatGPT in a browser tab? Install something into your code editor? And if so, which one? I made a video walking through the main options, with the pros and cons of each. The simplest approach is the one most people start with. Pop open ChatGPT in a browser and ask it R questions the same way you'd ask anything else. It works, but you end up bouncing back and forth between the...

Introducing the {pdfcheck} R package for checking the accessibility of PDFs

February 5, 2026

Are the PDFs you're creating accessible? Can someone using a screen reader navigate them? Is the color contrast sufficient for people who are colorblind? These are questions we've been getting a lot from our consulting clients at Clarity Data Studio. And honestly? When we reviewed our own PDFs, we found there wasn't a really great tool to check accessibility and give us actionable steps to improve. So we decided to build our own. It's called {pdfcheck}, and it's an R package that helps you...

[Livestream Recording] How to Make High-Quality PDFs with Quarto and Typst

November 20, 2025

Last week, we released our massive blog post on making report templates using Quarto and Typst. R for the Rest of Us consultant Joseph Barbier and I did a livestream yesterday where we went over several questions submitted to us on this topic. In the livestream we covered several topics, including: Making complex elements that we used in the state-level immunization reports we recently created for the Johns Hopkins University International Vaccine Access Center. Taking a Typst template and...