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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.

Supporting forward looking organizations

Core Courses

New to R?

From "what's R?" to "I love R" in three self-paced courses.
Start here when you're just starting out.

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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.

It was really great and helpful, thank you very much!

Johanna Lebeth

super cool!

Camila Segura Student - Wien

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

David Morales
David Morales Universidad Nacional de Colombia

I loved your teaching skills. I had some doubt before, now most of the things are clear after watching your videos.

Asadul Islam

This is a terrific resource for learning R! I cannot believe it is free. The videos are well-made, and the information is extremely helpful. Kudos to the R for the rest of us platform, David, and the rest of the team.

Sinibaldo R. Romero Arocha
Sinibaldo R. Romero Arocha Great free resource to learn R

I've been working with R for several years, but looked at this intro just for the heck of it because I keep hearing about R for the Rest of Us. To my shock, I learned a few new very useful tricks. David is a clear and thoughtful teacher. Don't let the short videos or his calm presence trick you into thinking this is too simplistic. It is easy because David is clear. But he's also gently (subtly) telling you some REALLY important stuff. He's laying down an excellent foundation for your future work with R. Don't skip this. Build your good foundation with David's guidance. I'm so glad I finally decided to give R for the Rest of Us a look; now I need to go look at more of it.

Steve Meyer Data Scientist and Research Analyst

This was a great introductory course!

Grace Kane
Grace Kane

As I had never used R before, this course helped me learn the basics of R and the different methodologies for data visualization and coming up with errors.

Saeed Ullah
Saeed Ullah Geologist & GIS Engineer, University of Salzburg

It’s like I’ve broken through a wall that had been stopping me [from learning R]!

This course was a straightforward and quick way to learn the basics about using R.

Tyler McDonald Student, Monmouth College
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...