Solutions: Data Scientists

FOR DATA SCIENTISTS, BY DATA SCIENTISTS

Data science tools for the way you work

You didn't study data science to spend your weekdays debugging environments. With Posit, AI assistants, reproducible environments, and professional R and Python IDEs come standard, so you can spend your time on what matters.

Enter the lab

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Powering real data teams everywhere

From Python script to live dashboard without a single IT ticket using Positron, Streamlit, and Posit Connect

Work in the language you want

R, Python, or both. Your choice of language and IDE shouldn't require a new environment every time you switch. Posit keeps your setup consistent so you can focus on the problem, not the plumbing.

Ship your work without a ticket queue

Your analysis has no business value sitting in a deployment backlog. Get models, apps, and reports in front of the people who need them directly from your IDE, no engineering handoff required.

Write code that still works next year

Package updates break things. Colleagues leave and take their setup with them. Posit keeps your dependencies locked and your environments reproducible, so your code runs today and six months from now.

Posit Workbench

R or Python? Why not both?

Whether you like to code in Positron, RStudio, VS Code, or Jupyter, Posit Workbench handles the hard parts. You get AI coding assistance and data discovery right in your IDE, massive compute when you need it, and the freedom to hop between languages without melting your laptop.

EXPLORE WORKBENCH

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POSIT CONNECT

Get your work out there

Stop waiting weeks for engineering to rewrite your code. Push your data apps, reports, APIs, and websites straight from your IDE or Git repo to Posit Connect so stakeholders can actually see them in minutes.

EXPLORE CONNECT

POSIT PACKAGE MANAGER

Goodbye, dependency hell

Get instant access to approved CRAN and PyPI snapshots from Posit Package Manager, so your code runs today, tomorrow, and when someone accidentally nukes the server next year.

EXPLORE PACKAGE MANAGER

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OPEN TO THE CORE

We make tools people love. That’s literally why we exist.

Seriously, we’re a Public Benefit Corporation (PBC). Our legal mandate is to create free and open source software for data science. No bait-and-switch, no surprise paywalls. We’re here to keep data science open and accessible forever. For you, the data people.

RStudio

The world’s most popular IDE for R

Download RStudio

Positron

The free data science code editor for Python and R

Download Positron

Shiny

Easy web apps for data science

Explore Shiny

Quarto

An open-source scientific and technical publishing system

Get Quarto

Customer stories

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ACES manages the immense complexity of U.S. energy markets by overseeing more than 1,000 production models that inform high-stakes investment and risk decisions. By standardizing on Posit Team and the Positron IDE, their data science group has replaced fragmented workflows with a scalable, polyglot environment capable of modeling everything from hourly demand to 25-year price scenarios.

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TruDiagnostic faced an infrastructure challenge, managing the world's largest epigenetic dataset with fragmented tools. By adopting Posit Workbench with Amazon SageMaker, they empowered their scientists to control their computational resources with greater efficiency, unifying their R and Python environments. This transformation saved them a full year of product development time, cut their cloud infrastructure costs by 60%, and increased both their AI and statistical model training performance tenfold.

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KS&R transformed its market research reporting by replacing manual, legacy workflows with an automated pipeline powered by Posit Team and Quarto. This modernization has cut reporting cycles by 50%, enabling the team to generate 100 tailored PDF reports for survey respondents in under seven minutes while ensuring total reproducibility through GitHub.

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