Sign in

R Works

@rworks.bsky.social
1.6K followers 201 following 63 posts

rworks.dev #rstats community blog, edited by @RevoJoe & @ivelasq3

PostsRepliesMedia
Reposted by R Works
troy_phd @troyhernandez.bsky.social · 29/09/2026
If you’re a fan of Top 40 lists, check out my startup’s Top 40 countdown playlists on YouTube! They’re generated entirely in #rstats using our AI packages; diffuseR, chatterbox, and whisper! Links below. Thanks for the diffuseR shoutout @rworks.bsky.social!
121
R Works @rworks.bsky.social · 29/09/2026
The CRAN Top 40 is a monthly attempt to sort through the new packages submitted to CRAN and find 40 quality packages that demonstrate the #RStats language and appeal to a wide audience of potential users. We hope you find something interesting and maybe even useful. rworks.dev/posts/august...
rworks.dev
August 2026 Top 40 New CRAN Packages – R Works
The CRAN Top 40 is an attempt to sort through the massive amount of new packages submitted to CRAN every month and find forty, quality packages that demonstrate the broad use of the R language, and ap...
1165
R Works @rworks.bsky.social · 31/08/2026
Another month, another incredible 300+ #RStats packages on CRAN! Check out @revojoe.bsky.social's Top 40 picks for July, spanning Causal Inference, Chemistry, Climate Studies, Computational Methods, and more. rworks.dev/posts/july-2...
rworks.dev
July 2026 Top 40 New CRAN Packages – R Works
A personal, idiosyncratic, unabashedly biased, time-constrained attempt to capture the depth and breadth of the new packages submitted to CRAN in a single month.
031
R Works @rworks.bsky.social · 29/07/2026
An astounding 412 (!) #RStats packages made their way to CRAN last month, and @revojoe.bsky.social picked out forty that he thinks you should know about. Check them out on R Works: rworks.dev/posts/june-2...
rworks.dev
June 2026 Top 40 New CRAN Packages – R Works
A personal, idiosyncratic, unabashedly biased, time-constrained attempt to capture the depth and breadth of the new packages submitted to CRAN in a single month.
052
R Works @rworks.bsky.social · 01/07/2026
323 (!) new #RStats packages were submitted to CRAN in May. Here are @revojoe.bsky.social's Top 40 picks in eighteen categories: Artificial Intelligence, Computational Methods, Ecology, and more. Read here: rworks.dev/posts/may-20...
rworks.dev
May 2026 Top 40 New CRAN Packages – R Works
A personal, idiosyncratic, unabashedly biased, time-constrained attempt to capture the depth and breadth of the new packages submitted to CRAN in a single month.
082
R Works @rworks.bsky.social · 12/06/2026
CRAN continues to be the most accessible repository for statistical knowledge on the planet, and the number of new packages being accepted by CRAN is growing faster than ever. But, is the #RStats community benefiting from this new growth? @revojoe.bsky.social explores: rworks.dev/posts/too-ma...
rworks.dev
New CRAN Packages: signal or noise? – R Works
CRAN continues to be the most accessible repository for statistical knowledge on the planet, and the number of new packages being accepted by CRAN is growing faster than ever. But, is the R community ...
161
R Works @rworks.bsky.social · 01/06/2026
An incredible 376 #RStats packages made it on to CRAN in April. Do you want to know which had the most interesting applications, thorough documentation, innovative functions? No need to ask Claude, @revojoe.bsky.social already looked through them all meticulously for you: rworks.dev/posts/april-...
rworks.dev
April 2026 Top 40 New CRAN Packages – R Works
An idiosyncratic, unabashedly biased, time-constrained attempt to capture the depth and breadth of the new packages submitted to CRAN in a single month entirely without the use of AI: clearly unsustai...
0124
R Works @rworks.bsky.social · 27/04/2026
Top 40 New CRAN #RStats Packages: an idiosyncratic, unabashedly biased, time-constrained attempt to capture the depth and breadth of the new packages submitted to CRAN in a single month entirely without the use of AI: clearly unsustainable, but maybe entertaining and somewhat useful.
rworks.dev
March 2026 Top 40 New CRAN Packages – R Works
An idiosyncratic, unabashedly biased, time-constrained attempt to capture the depth and breadth of the new packages submitted to CRAN in a single month entirely without the use of AI: clearly unsustai...
0124
R Works @rworks.bsky.social · 21/04/2026
We often see Healthcare Economics Models from the practitioner's perspective, but what if we view them as a practitioner, instead? @revojoe.bsky.social explores the continuous-time Markov chain behind this new paradigm in #RStats: rworks.dev/posts/oscc-p...
rworks.dev
Stage II OSCC — Health Economics Model – R Works
This post presents a proof of concept for constructing Healthcare Economics Models from a patient’s perspective. Taking oral squamous cell carcinoma as a case study, it models the health states that a...
040
Reposted by R Works
Isabella Velásquez @ivelasq3.bsky.social · 01/04/2026
I wrote a post on Claude Skills for #RStats users, and I got asked if they work with Posit Assistant for RStudio. Absolutely! You can also add custom Skills by putting them in your skills directory, or asking the Assistant to create one. I wrote a bit about it here: rworks.dev/posts/skills...
rworks.dev
Can I use Skills with Posit Assistant for the RStudio IDE? – R Works
Posit Assistant does indeed support Skills.
2273
R Works @rworks.bsky.social · 29/03/2026
Discover @revojoe.bsky.social's picks for top #RStats CRAN pkgs released in February, including ✅ quallmer v0.3.0: Tools for AI-assisted qualitative data coding 🏥 nhanesdata v4.1.0: Access to NHANES data 📏 ggInterval v0.2.4: Visualize intervals w/ ggplot2 Read the post: rworks.dev/posts/Feb-20...
rworks.dev
February 2026 Top 40 New CRAN Packages – R Works
An attempt to capture the depth and breadth of what’s new on CRAN.
096
Reposted by R Works
Isabella Velásquez @ivelasq3.bsky.social · 03/03/2026
I rounded up a few Claude Skills for #RStats users. Huge thanks to the creators who developed them. They share Skills for everything from tidyverse code to brand.yml files to learning while using AI. Hope the list is useful, and please let me know what I missed! 🧡 rworks.dev/posts/claude...
rworks.dev
A Few Claude Skills for R Users – R Works
The community has come together to create some great Claude Skills that you can try out today.
415340
Reposted by R Works
Isabella Velásquez @ivelasq3.bsky.social · 25/02/2026
The kuzco package from @frankiethull.bsky.social made the January 2026 Top 40 CRAN #RStats packages by @revojoe.bsky.social! Congratulations, Frank, on such a great package ❤️🦙 rworks.dev/posts/januar...
rworks.dev
January 2026 Top 40 New CRAN Packages – R Works
An attempt to capture the depth and breadth of what’s new on CRAN.
083
R Works @rworks.bsky.social · 02/02/2026
196!! #RStats packages hit CRAN in December 2025. Interested in a curated selection? @revojoe.bsky.social has you covered with the Top 40 New CRAN Packages. rworks.dev/posts/decemb...
rworks.dev
December 2025 Top 40 New CRAN Packages – R Works
An attempt to capture the depth and breadth of what’s new on CRAN.
060
R Works @rworks.bsky.social · 15/12/2025
Take a fresh look at ROC curves with this mathematical take from @revojoe.bsky.social. By using ideas from differential geometry, like curvature and arc length, it offers new insights into a familiar tool. rworks.dev/posts/roc-an... #RStats
rworks.dev
Smoothed ROC Curves, Calculus and Curvature – R Works
This post proposes smoothing ROC curves to make them into objects that can be studied with calculus. It shows how taking derivatives of the ROC curve enables conducting likelihood ratio tests and expl...
030
R Works @rworks.bsky.social · 01/12/2025
Every month, @revojoe.bsky.social reviews and summarized 40 #RStats packages that landed on CRAN, based on their topics, documentation, applicability, and more! Check out the picks from October: rworks.dev/posts/octobe...
rworks.dev
October 2025 Top 40 New CRAN Packages – R Works
Here are my picks for the best of the two hundred and four new packages that landed on CRAN in October. Packages are organized into fifteen categories: Data, Decision Analysis, Ecology, Econometrics, ...
081
R Works @rworks.bsky.social · 12/11/2025
You may have heard of ROC curves, but what exactly are they? Learn the the basics of ROC curves using simple #RStats code and intuitive explanations. "ROC Curves in Two Lines of Code": rworks.dev/posts/Horton...
rworks.dev
ROC Curves in Two Lines of Code – R Works
This post explains the basics of ROC curves using simple code and intuitive explanations.
1101
Reposted by R Works
Isabella Velásquez @ivelasq3.bsky.social · 03/11/2025
I wrote a lil post on the amazing work that @ginareynolds.bsky.social does championing ggplot2 extension developers and teaching others to build their own! The post features the Scrollytelling Quarto extension and the group's cute #RStats hex 🐱: rworks.dev/posts/ggplot...
rworks.dev
An Introduction to Writing Your Own ggplot2 Geoms – R Works
The ggextenders club provides inspiration and resources for those venturing into the exciting world of creating custom ggplot2 extensions.
16816
R Works @rworks.bsky.social · 29/10/2025
It's time for the Top 40 New #RStats Packages on CRAN for September 2025! Learn about new packages for data, statistics, finance, and more. These great packages come complete with great documentation, images, references. Read the post: rworks.dev/posts/septem...
rworks.dev
September 2025 Top 40 New CRAN Packages – R Works
Here are my picks of the best of the two hundred forty new packages that landed on CRAN in September, organized into thirteen categories: Computational Methods, Data, Decision Analysis, Ecology, Epide...
0113
R Works @rworks.bsky.social · 23/10/2025
Be Mindful of the Time: Estimating a Continuous-Time Markov Chain from Incomplete Data In his latest post, @revojoe.bsky.social shows how data can implicitly define time scales and why that matters when modeling real-world processes. #RStats Read here: rworks.dev/posts/5-stat...
rworks.dev
Be Mindful of the Time – R Works
In a previous post, A Simple Bayesian Multi-state Survival Model for a Clinical Trial, I described a textbook example comparing the effectiveness of asthma treatments by fitting a discrete-time Markov...
010
R Works @rworks.bsky.social · 29/09/2025
August 2025's Top 40 picks are out, highlighting excellent #RStats packages from Differential Privacy to Toxicology to Causal Inference. This marks 1 year of Top 40 posts since we started R Works! 🎉 Check out the post here: rworks.dev/posts/august...
rworks.dev
August 2025 Top 40 New CRAN Packages – R Works
Here are my picks for the best from the ninety-seven new packages that landed on CRAN in August, organized in eighteen categories: Causal Inference, Data, Differential Privacy, Ecology, Environmental ...
0114
R Works @rworks.bsky.social · 22/09/2025
A Note on the Dirichlet Distribution by @revojoe.bsky.social 🔗 rworks.dev/posts/note-o... #RStats
rworks.dev
A Note on the Dirichlet Distribution – R Works
In this post, I explore some properties of the Dirichlet distribution and illustrate the behavior of the symmetric Dirichlet distribution as alpha, the concentration parameter, varies. Understanding t...
020
R Works @rworks.bsky.social · 28/08/2025
The July 2025 Top 40 New CRAN #RStats Packages blog post is now out! Check out great picks from @revojoe.bsky.social in 13 categories, including Causal Inference, Ecology, Mathematics, Medical Statistics, Pharma, Statistics, and Visualization. rworks.dev/posts/july-2...
rworks.dev
July 2025 Top 40 New CRAN Packages – R Works
The CRAN new package Top 40 - Here are my picks for the best new packages to land on CRAN in July, organized in thirteen categories: Causal Inference, Computational Methods, Data, Ecology, Epidemiolog...
051
R Works @rworks.bsky.social · 21/08/2025
On the R Works blog, @ivelasq3.bsky.social shares a short blog post on getting started with the ANES 2024 data in #RStats! rworks.dev/posts/anes20...
rworks.dev
ANES 2024 is Out! How to Analyze the Data with R – R Works
Explore the newly released ANES 2024 survey data in R with {survey} and {srvyr}.
040
R Works @rworks.bsky.social · 01/08/2025
This month's Top 40 New CRAN packages includes ... some really awesome visualizations! Check out @revojoe.bsky.social's picks in 21 categories, including AI, chess, epidemiology, music theory, and more. Blog post: rworks.dev/posts/june-2... #RStats
Fractal forest with height on the y-axis
021
R Works @rworks.bsky.social · 31/07/2025
In our latest post, Vidisha Vachharajani discusses the fundamental driver of successful AI agent use: prompting, or instructing an #LLM to perform a task with input text. See how to go from vague directions to specific #RStats guidance in #RStudio using GitHub Copilot. rworks.dev/posts/health...
rworks.dev
Health Technology notes: Copilot tips and guidance – R Works
In this post, we walk the reader through the fundamental driver of successfully using AI agents – prompting. Prompting is the method of instructing an LLM to perform a task by carefully designing an i...
010
R Works @rworks.bsky.social · 24/07/2025
Vidisha Vachharajani continues the "Tidyverse with GitHub Copilot for Healthcare Analytics" series! Part 2 evaluates the effectiveness of healthcare delivery and impact of patient-level variables on downstream outcomes while exploring the #RStats + AI! Read the post: rworks.dev/posts/health...
rworks.dev
Tidyverse with GitHub Copilot for Healthcare Analytics – Part 2 – R Works
In this second installment, we analyze a complex dataset of diabetes patient encounters with 100,000+ rows and over 50 columns and dive deeper to evaluate the effectiveness of healthcare delivery and ...
070
R Works @rworks.bsky.social · 30/06/2025
May was a big month for #RStats! 186 new packages landed on CRAN. We've got the top 40 highlighted on R Works, featuring an image from the GencoDymo2 package (human and mouse genomes!). Check it out here: rworks.dev/posts/may-20...
rworks.dev
May 2025 Top 40 New CRAN Packages – R Works
An attempt to capture the depth and breadth of what’s new on CRAN. - One Hundred seventy-six new packages made it to CRAN in May. Here are my Top 40 picks in eighteen categories: Climate Science, Comp...
061
R Works @rworks.bsky.social · 25/06/2025
Markov Chains can model patient outcomes. This post walks through calculating transition probabilities and using absorbing states to estimate long-term health outcomes in #RStats. rworks.dev/posts/simple...
rworks.dev
A Simple Bayesian Multi-state Survival Model for a Clinical Trial – R Works
This post shows how to use the elementary theory of discrete time Markov Chains to construct a multi-state model of patients progressing through various health states in a randomized clinical trial co...
010
R Works @rworks.bsky.social · 04/06/2025
Using GitHub Copilot to analyze complex healthcare datasets comes with opportunities and challenges. Vidisha Vachharajani walks through an example and shares reflections in our latest blog post: rworks.dev/posts/health... #RStats
rworks.dev
Tidyverse with GitHub Copilot for Healthcare Analytics – Part 1 – R Works
In this post, the first in a series of two focused on healthcare applications, I will introduce a complex healthcare data set and outline the problems I propose to solve using tidyverse and GitHub Cop...
171
R Works @rworks.bsky.social · 29/05/2025
We're delighted by the depth and breadth of #RStats packages released in CRAN! @revojoe.bsky.social shares April's Top 40 picks, including Olajoke Oladipo's cheetahR for super-fast table gen and Russ Conte's ClassificationEnsembles for building classification models. rworks.dev/posts/april-...
rworks.dev
April 2025 Top 40 New CRAN Packages – R Works
An attempt to capture the depth and breadth of what’s new on CRAN. Here are my Top 40 picks in twenty-two categories: Archaeology, Artificial Intelligence, Biology, Chemistry, Climate Science, Data, E...
040
R Works @rworks.bsky.social · 20/05/2025
In a previous post, we presented an #RStats rjags version of a Bayesian model from Evidence Synthesis for Decision Making in Healthcare by Welton et al. This second post explores cost-effectiveness frameworks in healthcare using deterministic and stochastic models. rworks.dev/posts/ESDM-2/
rworks.dev
Cost-Effectiveness Analysis – R Works
In a previous post, we presented an rjags version of a Bayesian model from the textbook: Evidence Synthesis for Decision Making in Healthcare by Welton et al. (2012). This post continues the work of p...
040
R Works @rworks.bsky.social · 09/05/2025
Thanks for the shoutout, @bsky.chrisbrownlie.com!
010
R Works @rworks.bsky.social · 08/05/2025
Thinking about using VS Code for integrating both #RStats and #Python in your code? John Mark Agosta shares some considerations in our latest blog post: rworks.dev/posts/r-pyth...
rworks.dev
A Data Scientist’s View of Running R in Visual Studio Code – R Works
VS Code is a popular, customizable coding environment excellent for working with multiple languages. As a data scientist, its R <-> Python integration deserves careful consideration.
120
R Works @rworks.bsky.social · 08/05/2025
Thank you for the shout out on the R Weekly podcast ❤️ @rpodcast.bsky.social and @mike-thomas.bsky.social are always a great listen, and appreciate you @batoolmm.bsky.social for highlighting the Top 40 Packages post! Check out the other great highlights this week: rweekly.org #RStats
051
R Works @rworks.bsky.social · 30/04/2025
In March, 182 new packages made it to CRAN. Here are @revojoe.bsky.social's Top 40 picks in 16 categories, including agriculture, archaeology, biology, epidemiology, and more! rworks.dev/posts/march-... #RStats
rworks.dev
March 2025 Top 40 New CRAN Packages – R Works
An attempt to capture the depth and breadth of what’s new on CRAN: here are my Top 40 picks in sixteen categories: Agriculture, Archaeology, Biology, Climate Modeling, Computational Methods, Data, Eco...
052
R Works @rworks.bsky.social · 14/04/2025
Fall down an ARIMA model rabbit hole with @revojoe.bsky.social and explore a time series where forecast::auto.arima() and fable::ARIMA() chose very different models but gave nearly identical forecasts. A good case study in identifiability! #RStats rworks.dev/posts/arima-...
rworks.dev
Down a Rabbit Hole with ARIMA Models – R Works
This post describes a chance encounter with a time series data set for which the forecast and fable packages found different ARIMA models that don’t look much alike, but produce surprisingly close for...
041
R Works @rworks.bsky.social · 31/03/2025
In February, one hundred fifty-nine new #RStats packages made it to CRAN. Check out @revojoe.bsky.social's top picks, including two in a new category, "Weather"! rworks.dev/posts/februa...
rworks.dev
February 2025 Top 40 New CRAN Packages – R Works
An attempt to capture the depth and breadth of what’s new on CRAN: Here are my Top 40 picks in fifteen categories: Artificial Intelligence, Computational Methods, Ecology, Genomics, Health Sciences, M...
040
R Works @rworks.bsky.social · 21/03/2025
How many ways can you color a 2x2 grid of squares? Vidisha Vachharajani walks through a simplified version of the four color theorem: You paint each square one of four colors, but no two adjacent squares have the same color. Check out the solution, done with #RStats! rworks.dev/posts/math-p...
rworks.dev
How Many Ways to Color This Grid: Teaching Combinatorics Using R – R Works
A simplified version of the four color theorem: suppose you have a 2x2 grid of squares, and you need to paint each square one of four colors: red, blue, green, or yellow. The restriction is that no tw...
061
R Works @rworks.bsky.social · 17/03/2025
Evidence Synthesis for Decision Making in Healthcare is an exemplary presentation of healthcare decision analysis and Bayesian modeling. In this blog post, we present a JAGS version of a WinBugs model from the book using the jagsUI and rjags #RStats packages: rworks.dev/posts/eviden...
rworks.dev
Evidence Synthesis for Decision Making in Healthcare – R Works
This post presents a JAGS version of a WinBUGS model presented in the classic textbook Evidence Synthesis for Decision Making in Healthcare by Nicky J. Welton, Alexander J. Sutton, Nicola J. Cooper, K...
062
R Works @rworks.bsky.social · 14/03/2025
It's Friday, which means it's time for an #RStats puzzle! Can you arrange the digits 1 2 3 4 5 6 7 8 9 0 in such order that they form a number that may be divided by every number from 2 to 18 without a remainder? Nina Zumel walks through it in "Digital Difficulties" 🔢 rworks.dev/posts/digita...
rworks.dev
Digital Difficulties – R Works
061
Reposted by R Works
Rami Krispin @ramikrispin.bsky.social · 12/03/2025
I am excited to present this Thursday, March 13, at the Bay Area useR meetup about analyzing time series data at scale with cluster analysis methods. Mariana Menchero, the author of the nixtlar R library from Nixtla, will present about forecasting foundation models using TimeGPT 🚀! #RStats
1141
R Works @rworks.bsky.social · 10/03/2025
Interested in Bayesian Meta-Analysis with the brms package? Learn how to formulate complex Bayesian models without writing any stan code: rworks.dev/posts/bma-wi... #RStats
rworks.dev
Bayesian Meta-Analysis with brms – R Works
In our previous post, Examining Meta Analysis, we contrasted a frequentist version of a meta analysis conducted with R’s meta package with a Bayesian meta analysis done mostly in stan using therstan p...
0103
R Works @rworks.bsky.social · 07/03/2025
Very well deserved! Check out @liomys.mx's forgts package for converting formatted spreadsheets to presentation-ready display gt #RStats tables! luisdva.github.io/forgts/
luisdva.github.io
Convert Formatted Spreadsheets to Presentation-Ready Display Tables
Reads cell contents plus formatting from a spreadsheet file and creates an editable gt object with the same data and formatting. Supports the most commonly-used cell and text styles including colors, ...
0122
Reposted by R Works
Luis D. Verde Arregoitia @liomys.mx · 03/03/2025
📦 forgts made it into the latest top 40 CRAN packages list 😀 rworks.dev/posts/januar...
rworks.dev
January 2025 Top 40 New CRAN Packages – R Works
An attempt to capture the depth and breadth of what’s new on CRAN.
081
R Works @rworks.bsky.social · 28/02/2025
The Top 40 New CRAN Packages from January 2025 are now out 👀 #RStats rworks.dev/posts/januar...
rworks.dev
January 2025 Top 40 New CRAN Packages – R Works
An attempt to capture the depth and breadth of what’s new on CRAN.
010
R Works @rworks.bsky.social · 26/02/2025
ESMARConf 2025 has been announced - 11-13th June 2025! esmarconf.org
esmarconf.org
ESMARConf - Evidence Synthesis and Meta-Analysis in R
ESMARConf is a FREE, online annual conference series dedicated to evidence synthesis and meta-analysis in R.
000
Reposted by R Works
Martin Stein @martinstein.bsky.social · 20/02/2025
Great Time Series review by Joseph Rickert. He shows TimeGPT using nixtlar. I would love to see more use cases with different data sets. Who's next? #TimeSeries #rstats #TimeGPT #nixtlar rworks.dev/posts/revise...
rworks.dev
A First Look at TimeGPT using nixtlar – R Works
TimeGPT is a pre-trained, multi-layer, encoder/decoder transformer model with self-attention mechansims designed specifically for time series forecasting. This post, a revision of the of the post firs...
194
Reposted by R Works
RevoJoe @revojoe.bsky.social · 13/02/2025
Experimenting with TimeGPT, the new transformer model trained on time series data from Nixtla, is straightforward with the nixtlar #rstats package. See rworks.dev/posts/TimeGPT/
rworks.dev
A First Look at TimeGPT using nixtlar – R Works
TimeGPT is a pre-trained, multi-layer, encoder/decoder transformer model with self-attention mechansims designed specifically for time series forecasting. This post is a first look at forecsting with ...
094
R Works @rworks.bsky.social · 13/02/2025
Our Simpson’s Paradox in a Logistic Regression post was featured on @dataelixir.bsky.social! Thank you for the shout out 🙌 Check out the post here! rworks.dev/posts/simpso... #RStats
rworks.dev
Simpson’s Paradox in a Logistic Regression – R Works
In this post, I show an example of Simpson’s paradox in a logistic regression model of synthetic clinical trial data.
030