Embracing the dual role of data scientist and software developer with state-of-the-art tooling, illustrating the fundamentals of Shiny (literally), and the TidyX crew put their data wrangling skills to the test. Episode Links This week's curator: Sam Parmar (@parmsam_ (https://twitter.com/parmsam_)) Are you Data Scientists or Software Developers?! (https://milesmcbain.micro.blog/2022/10/18/are-you-data.html) Understanding ShinyApps (https://cosimameyer.com/post/understanding-shinyapps/) TidyX Episode 121: Tell me what you want - user submitted data (https://www.youtube.com/watch?v=RvV6aL5RD4U) Entire issue available at rweekly.org/2022-W44 (https://rweekly.org/2022-W44.html) Supplement Resources Manage Dependencies with the deps R Package for Docker Containers (https://hosting.analythium.io/manage-dependencies-with-the-deps-r-package-for-docker-containers/) Alternatives to paired bar charts (https://albert-rapp.de/posts/ggplot2-tips/15_alternative_paired_bars/15_alternative_paired_bars.html)