Open Source in Pharma 2025 Training Badge
A Hands-On Workshop with {teal} for Clinical Data Exploration

Distributed by:

Issued to

Tayaramma Thatava

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Credential Verification

Issue date: November 17, 2025

ID: 0707d91e-baff-4b57-930e-1fa9b7cbbd76

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R/Pharma

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R/Pharma is a scientifically & industry oriented, collegial online conference focused on the use of R in the development of pharmaceuticals, with breakout in-person and APAC satellite events.

Type

Training

Level

Foundational

Format

Online

Duration

120 minutes

Price

Free

Description

{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.

Skills

Clinical Data Visualization

Data Exploration

Interactive Applications

Open Source Tools

R Programming

R Shiny

Reproducible Analysis

Scalable Application Development

Shiny Frameworks

teal Ecosystem

Transparency in Research

Web Application Development

Earning Criteria

Participation

Attending and completing 75% of class objectives