{teal} is an innovative open-source R-Shiny framework that has transformed how clinical trial data is analyzed and visualized in recent years. By streamlining the creation of interactive web applications, it enables R programmers and data scientists to deliver insights faster while promoting efficiency, transparency, and reproducibility in data exploration. This hands-on workshop, built on the latest {teal} 1.0 release, will start from the basics and progressively cover practical topics for building {teal} applications. Together, we will explore key features of {teal} and work through step-by-step exercises designed to build confidence and proficiency in {teal} programming. No prior experience with {teal} or attendance at previous workshops is required - all R users are welcome. Designed to deepen participants’ understanding of the {teal} framework, this session will equip attendees with the skills to leverage the {teal} ecosystem to create scalable, reproducible applications that accelerate insight generation in clinical research.
Dony Unardi | Nina Qi
Genentech | Genentech
From Data to Insights: A Hands-On Workshop with {teal} for Clinical Data Exploration
 teal  is an innovative open-source R-Shiny framework that has transformed how clinical trial data is analyzed and visualized in recent years. By streamlining the creation of interactive web applications, it enables R programmers and data scientists to deliver insights faster while promoting efficiency, transparency, and reproducibility in data exploration. This hands-on workshop, built on the latest  teal  1.0 release, will start from the basics and progressively cover practical topics for building  teal  applications. Together, we will explore key features of  teal  and work through step-by-step exercises designed to build confidence and proficiency in  teal  programming. No prior experience with  teal  or attendance at previous workshops is required - all R users are welcome. Designed to deepen participants’ understanding of the  teal  framework, this session will equip attendees with the skills to leverage the  teal  ecosystem to create scalable, reproducible applications that accelerate insight generation in clinical research.