# Posit Team Reviews **Vendor:** Posit **Category:** [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms) **Average Rating:** 4.5/5.0 **Total Reviews:** 570 ## About Posit Team Posit is a Public Benefit Corporation building open-source software and an enterprise data science platform. We created the RStudio IDE, Shiny, Positron, and Quarto — tools used by millions of data scientists, machine learning engineers, and researchers worldwide, including teams at 25% of the Fortune Global 100. Our commercial products help organizations put those tools into production: Posit Workbench provides centralized development environments supporting Positron, RStudio, VS Code, and Jupyter; Posit Connect handles publishing and deployment for Shiny, AI applications, Streamlit, Dash, FastAPI, Flask, Bokeh, and more; and Posit Package Manager provides security-compliant package management for R and Python. ## Posit Team Pros & Cons **What users like:** - Users appreciate the **ease of use** of Posit, enabling seamless integration and streamlined workflows for data analysis. (13 reviews) - Users value Posit's **market leadership and innovative features** , enhancing productivity and simplifying complex data workflows. (9 reviews) - Users praise Posit's **commitment to open source support** , enhancing usability and integration for various programming languages. (7 reviews) - Users value the **responsive customer support** of Posit, enhancing their experience and ensuring smooth problem-solving. (5 reviews) - Users appreciate the **easy integrations** of Posit, enhancing their workflows and simplifying the data analysis process. (5 reviews) - Flexibility (5 reviews) - Insights (5 reviews) - Useful (5 reviews) - Users commend the **user-friendly interface** of Posit, making navigation easy and enhancing overall experience. (5 reviews) - Analysis Efficiency (4 reviews) **What users dislike:** - Users report **slow performance** with large datasets, which disrupts workflow and hampers overall experience. (7 reviews) - Users face a **steep learning curve** with Posit, making initial setup and advanced feature usage challenging. (4 reviews) - Users experience **performance issues** with Posit, particularly when handling larger datasets and requiring frequent updates. (4 reviews) - Users find the **steep learning curve** of Posit challenging, especially for new users adapting to its features. (4 reviews) - Users experience **lagging performance** with Posit, especially when handling large datasets, impacting overall productivity. (3 reviews) - Cost (2 reviews) - Expensive (2 reviews) - Large Datasets (2 reviews) - Limited Features (2 reviews) - Not User-Friendly (2 reviews) ## Posit Team Reviews ### 1. Effortless Deployment and Community Support **Rating:** 5.0/5.0 stars **Reviewed by:** Bruno T. | Actuarial Consultant **Reviewed Date:** February 17, 2026 **What do you like best about Posit Team?** I love Posit's leadership in the market and its ability to stay ahead of the curve by quickly adopting new technologies and paradigms. They've significantly contributed to the open-source community with a culture that's best in class. The documentation is top-notch, comprehensive, and the community is responsive. Posit is reliable and lets me focus on my actual work without bother. It excels in publishing, enabling even new users to explore confidently. The admin tools like logs and diagnostics are top notch. It's easy for end-users to set up access and schedule content execution. The product is well-designed and aesthetically pleasing, reflecting the care and passion of the smart people behind it. The integration and connectedness with other tools are seamless, making setup a breeze, especially for those familiar with RStudio. Importantly, Posit serves my needs fully without the extensive feature list overpowering my workflow. **What do you dislike about Posit Team?** We have some issues with the OS we decided to use for deployment, RHEL9. It's related to OS packages and not Posit. There's been the unusual blastula curl bug, python bin mismatch, and misconfigurations over the years, but nothing that I could directly blame Posit for. They have bugs in their software suite, but they're never blocking. We can usually route around them in about an hour. **What problems is Posit Team solving and how is that benefiting you?** I use Posit as a managed development environment, offering collective compute, standardized environment, and preinstalled libraries. It allows one-click deployment and easy, high-security content sharing. ### 2. The Creative Lab for Insightful Data Analysis **Rating:** 4.5/5.0 stars **Reviewed by:** Johny B. **Reviewed Date:** February 17, 2026 **What do you like best about Posit Team?** I use Posit as my focused space for turning scattered data into clear insight. It helps me explore datasets, test ideas, build models, and shape clean visual stories in R and Python. I love how everything stays organized in one structured workspace where coding, testing, and reporting flow naturally, reducing errors and saving time. The editor feels clean and focused, and the console responds quickly, which makes testing ideas easy and comfortable. I appreciate how plots, data, and project files stay connected, allowing me to understand my work at a glance. It keeps my scripts, results, and reports connected in one smooth workflow and helps me stay structured, confident, and fully focused on analysis without unnecessary distractions. One more thing I really enjoy about Posit is how stable and reliable it feels, even during long work sessions. It handles large projects smoothly and rarely interrupts my flow. I also appreciate how easily it connects with version control and reporting tools, making collaboration simple and organized. **What do you dislike about Posit Team?** While I value Posit overall there are a few areas that could improve. Occasionally performance slows when working with very large datasets which can interrupt momentum. The interface is clean but some advanced settings feel hidden and take time to discover. I also think the built in collaboration features could be more seamless for real time teamwork. Small refinements in speed, discoverability, and collaboration would make the experience even stronger. **What problems is Posit Team solving and how is that benefiting you?** I use Posit to turn scattered data into clear insights, keeping scripts, results, and reports connected in one workflow. It solves the chaos of data work, reducing errors, saving time, and allowing me to focus on analysis by organizing everything into a structured workspace. ### 3. Reliable Tool for Data Analysis with R and Python **Rating:** 4.0/5.0 stars **Reviewed by:** Gautam H. | Software Programmer, Small-Business (50 or fewer emp.) **Reviewed Date:** February 06, 2026 **What do you like best about Posit Team?** I like that Posit provides a stable and well-organized platform for data analysis with R and Python. It helps keep workflows reproducible and projects structured, reducing environment and setup issues. Posit facilitates focusing more on analysis and insights rather than managing tools. Additionally, it integrates smoothly with other tools I use, fitting seamlessly into my workflow for analytics tasks. **What do you dislike about Posit Team?** Overall, Posit does what I need, but it’s not perfect. When I first started using it, the setup took longer than expected, and figuring out some of the options wasn’t very intuitive. There’s also a bit of a learning curve with more advanced features. Occasionally, performance slows down when working with larger datasets. Better onboarding and clearer guidance would make the experience smoother, especially for new users. **What problems is Posit Team solving and how is that benefiting you?** Posit helps solve the challenge of managing data analysis projects with R and Python in a consistent way. It supports reproducible workflows, reduces errors, and makes collaboration and sharing results easier without compatibility issues. ### 4. Posit Streamlines Enterprise Data Science with Workbench, Connect, and Package Manager **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Consumer Electronics | Enterprise (> 1000 emp.) **Reviewed Date:** January 25, 2026 **What do you like best about Posit Team?** Posit is a platform developed by actual data scientists that understand the actual "boring" problems that most data scientists face in a business setting. Each tool is purpose-built to solve a particular problem. Workbench makes it easy for everyone on your team to be working in the same environment from day one, with consistent software versions. Further, you get your choice of IDE and scalable compute. Connect is the "crown jewel" that allows push-button publication of reports, APIs and applications. This product means that key analyses are no longer lost in email or sent around as Excel files, but are shared in an enterprise-ready production platform. Package Manager is the least exciting, but solves a critical need around cyber security compliance. **What do you dislike about Posit Team?** Posit costs have been increasing at higher than expected rates year-to-year which makes managing budget difficult. **What problems is Posit Team solving and how is that benefiting you?** Posit solves a number of problems: - shared data science environment with consistent software - scalable compute - easy integration with Databricks - ability to quickly launch, and manage, background jobs - publication of reports, APIs and applications - scaling of compute to support API and application usage without needing dedicated ML ops - facilitates collaboration - cyber-security approved package management - easy deployment and installation of custom packages. ### 5. A Game-Changer for Data Science with Seamless R and Python Integration **Rating:** 4.5/5.0 stars **Reviewed by:** Simmi k. | Consultant, Mid-Market (51-1000 emp.) **Reviewed Date:** January 08, 2026 **What do you like best about Posit Team?** So i have used many tensorflow,scikit platform and one of my friend recommended me this app after some years of experience in Python,R and Machine Learning. So this platform was a total game changer for me in terms of effectively using R and python language. Now i can easily club all my works into an extraordinary platform which have a great backup facility too. This platform gives you an super edge to focus on the analysis of your code rather than debugging and data cleaning. Honestly this gives you the professional vibe to implement and work on your data Science work. Another thing i like the most that you don't have to take tension for your project files and databases because each project have it's won file,database,library and environment.And even if you come after an year and load and run your project it will run smoothly like before. **What do you dislike about Posit Team?** Well it is one of the best platforms which i have ever used and the only dislike i think is that for beginners it is hard to understand it's functionality for the first time, and for some I think it took them a year to know about the features and how to use them. Other than this one major thing is that it is heavy platform so for smooth performance the RAM>=14 needed quadcore with 526 GB SSD needed .But it will still run on 4 GB RAM too with minimum lags if you only need to run smaller models and want to used to it all the features. **What problems is Posit Team solving and how is that benefiting you?** One of the problems which it have solved is running the previous or old models as clean and smoothly as it was running before. ### 6. Powerful Analytics with Outstanding Support **Rating:** 5.0/5.0 stars **Reviewed by:** Justin P. | Software Administrator, Enterprise (> 1000 emp.) **Reviewed Date:** March 25, 2026 **What do you like best about Posit Team?** Posit delivers a powerful, reliable platform that makes data work easy and efficient. The interface is intuitive. As the Posit admin for my compqny, what really stands out is their customer support—fast, knowledgeable, and genuinely helpful with technical issues. **What do you dislike about Posit Team?** Some advanced configurations and integrations can have a learning curve, especially in more complex environments. Experienced admins will be fine implementing though. **What problems is Posit Team solving and how is that benefiting you?** Posit enables deeper analysis of data that other tools often miss, helping uncover insights that matter. This allows our leadership team to make faster, more informed decisions with confidence. ### 7. Outstanding User Experience and Excellent Support for Open Source IDEs **Rating:** 5.0/5.0 stars **Reviewed by:** Naman B. | Statistician, Mid-Market (51-1000 emp.) **Reviewed Date:** November 01, 2025 **What do you like best about Posit Team?** What I appreciate most about posit is its support for open source IDEs like RStudio. In addition, the support provided is excellent, and the overall user experience is outstanding. **What do you dislike about Posit Team?** When it comes to deep machine learning, it doesn't offer the same level of power as Python. **What problems is Posit Team solving and how is that benefiting you?** I appreciate having all-in-one solutions that come with built-in apps such as R Markdown and Quarto. These tools make it convenient to manage different tasks in one place. ### 8. Easy-to-Use Interface Well-Suited for Scientific Work **Rating:** 4.0/5.0 stars **Reviewed by:** Andrés G. | Analyst, Small-Business (50 or fewer emp.) **Reviewed Date:** April 18, 2026 **What do you like best about Posit Team?** Easy-to-use interface, more suited to scientific use than to computational expertise. **What do you dislike about Posit Team?** The C++ integration has a noticeable impact on speed and overall performance. **What problems is Posit Team solving and how is that benefiting you?** The user interface for R and Python. ### 9. Review of posit **Rating:** 5.0/5.0 stars **Reviewed by:** Naman B. | Technical officer - Biostatistics and Programming , Mid-Market (51-1000 emp.) **Reviewed Date:** April 03, 2025 **What do you like best about Posit Team?** Posit provides a range of software support, including RStudio, Quarto, Shiny, and more. What I appreciate most about Posit is its commitment to supporting open source software, which is extremely beneficial for users. **What do you dislike about Posit Team?** Posit Enterprise is quite expensive, which could be a concern for small-scale users. **What problems is Posit Team solving and how is that benefiting you?** Posit is giving user ease of use, functions and interface is really user friendly, compare to other software like sas and python, posit is way more advance and powerful ### 10. R and python in the cloud **Rating:** 5.0/5.0 stars **Reviewed by:** Chary A. | Senior Biostatistician, Small-Business (50 or fewer emp.) **Reviewed Date:** October 08, 2025 **What do you like best about Posit Team?** It is easy to integrate to github and github copilot, works on any computer with an internet access with a basic browser. The platform even works on a cheapest chromebook, which makes it easy to adopt for public schools. There is no need to worry about the packages, because it is immediately available and updated **What do you dislike about Posit Team?** servers may be busier sometimes but this happens very rarely, or this latency is because of a narrow bandwidth on a local network. **What problems is Posit Team solving and how is that benefiting you?** it provides cloud based software development, and this can be through collaborative environment. ### 11. Amazing Tool for Building and Analyzing Statistics **Rating:** 5.0/5.0 stars **Reviewed by:** Akshay D. | Analyst, Small-Business (50 or fewer emp.) **Reviewed Date:** January 13, 2026 **What do you like best about Posit Team?** I have worked on statistics, and this tool is amazing. From an intention of building statistics to great analysis. **What do you dislike about Posit Team?** We lose functions when upgrading to newer versions of the tool. **What problems is Posit Team solving and how is that benefiting you?** I have been using it for analysis, statistics and model building. ### 12. Posit Which every data team loves. **Rating:** 4.5/5.0 stars **Reviewed by:** Omkar G. | Applicatiion Enginner, Small-Business (50 or fewer emp.) **Reviewed Date:** August 03, 2025 **What do you like best about Posit Team?** Things that i like about this is open source. Along withMultiple language support.Also this isable to scale and flexible as per need. It also have enough enterprice level features. **What do you dislike about Posit Team?** The few things that I dislike about this are learning curve is not flexible at a starting level but with hands on it make easier.Not flexible for custom change as per requirement. **What problems is Posit Team solving and how is that benefiting you?** Posit help for big data processing with multiple use cases like,Infrastructure is scalable.With help of Python it make very much easier.It also improves in data visualisation ### 13. Best tool for the Data analysis, Visualization **Rating:** 4.5/5.0 stars **Reviewed by:** PS G. | DATA ENGINEER, Small-Business (50 or fewer emp.) **Reviewed Date:** April 06, 2025 **What do you like best about Posit Team?** The best thing about the Posit is the Multilanguage support and the Enterprise Security and the how easily some one can use and implement that **What do you dislike about Posit Team?** The con about the Posit is the learning curve. New users will face a very steep curve in learning that. It is also a resource-intensive technique that demands significance computational power to perform well. last thing is that it's user interface which can be a bit improved **What problems is Posit Team solving and how is that benefiting you?** The mananaging data easily and get the optimum workflow is the most important thing in that which works finely with that ### 14. Posit: Our Data Science Ally **Rating:** 5.0/5.0 stars **Reviewed by:** Aniket P. | Senior Software Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** April 07, 2025 **What do you like best about Posit Team?** I really love how Posit simplifies our data workflows, making complex data tasks . **What do you dislike about Posit Team?** I think interface feels a bit cluttered, and I wish it was more streamlined **What problems is Posit Team solving and how is that benefiting you?** Before Posit, managing our data processes was chaotic. Now, it saves us so much time and hassle, making our data analysis more efficient and accurate. ### 15. Posit : one roof for R & Python **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Pharmaceuticals | Mid-Market (51-1000 emp.) **Reviewed Date:** April 02, 2025 **What do you like best about Posit Team?** Posit is a easy to use for R Programming specially its cloud based so we can use from anywhere and any system. **What do you dislike about Posit Team?** sometimes it can take much time times for load. **What problems is Posit Team solving and how is that benefiting you?** we can generate graphs and plot using posit with R studio ### 16. Posit is Amazing! **Rating:** 5.0/5.0 stars **Reviewed by:** Zoyla P. | Insurance verification speaciliast, Small-Business (50 or fewer emp.) **Reviewed Date:** April 01, 2025 **What do you like best about Posit Team?** Posit is amazing application and easy to navigate. **What do you dislike about Posit Team?** There really isn't anything negative I can say about Posit. **What problems is Posit Team solving and how is that benefiting you?** Posit is a great company that is committed to helping enterprises adopt incredible open-source data. ### 17. Open source data analysis **Rating:** 5.0/5.0 stars **Reviewed by:** Megan P. | Principal Senior Marine Scientist, Enterprise (> 1000 emp.) **Reviewed Date:** January 20, 2025 **What do you like best about Posit Team?** It's free and allows easier integration to R programming. Well set out software and powerful **What do you dislike about Posit Team?** Crashes and often needs updating to keep up to date **What problems is Posit Team solving and how is that benefiting you?** Large datasets and automated data processing. Scripts to make consistent and fast plots ### 18. R Posit **Rating:** 5.0/5.0 stars **Reviewed by:** Ayush M. | Statistical Programmer, Small-Business (50 or fewer emp.) **Reviewed Date:** November 08, 2024 **What do you like best about Posit Team?** Posit makes easy to use Rstudio in cloud based, and guide for any help if required. **What do you dislike about Posit Team?** We were using Rstudio as open sourse but this poist is paid. **What problems is Posit Team solving and how is that benefiting you?** Wide range of library and fuction or a task make us use differenct approch to do analysis ### 19. Posit is best for Food & Beverages business **Rating:** 4.5/5.0 stars **Reviewed by:** Manan S. | Mid-Market (51-1000 emp.) **Reviewed Date:** August 16, 2023 **What do you like best about Posit Team?** It has a user friendly interface so that it is easy to navigate for multiples customer value platfrom and that thing enhance the overall experience of the customer. Its consistency of performance and realiability are much crucial for others plateform too, So we will Appriciate because this operates very decent without giving technical issues. **What do you dislike about Posit Team?** When we talk about Posit features while we consider for our essential task then i m dissapointed.It has performance issues of like loading time is much and It delay in response so our productivity growth is down . **What problems is Posit Team solving and how is that benefiting you?** Its manage Our very large volume of data like organize and analyze ,So it help us for better decision making and giving right insights for improved our outcomes.It helps in marketing and sales plateform assist business of reaching our target audience,Track our sales activites and managing some campaigns . So this will be help in our revenue also. ### 20. Best for Food & beverages **Rating:** 4.5/5.0 stars **Reviewed by:** Manan S. | Business Analyst, Mid-Market (51-1000 emp.) **Reviewed Date:** August 22, 2023 **What do you like best about Posit Team?** Its consistency of performance and realiablity are much crucial for others plateform,so we will appriciate because this operates very decent without giving any technical issue.It has user friendly interface so that it is easy to navigate for multiple customer value plateform. **What do you dislike about Posit Team?** The challenge in posit is lack of standardization compared to established number representations.It has limited features so that when we consider for our essential projects then i m dissapointed. **What problems is Posit Team solving and how is that benefiting you?** Posit system can be manage our large volume of data like organise and analyze,So it will benfitial for taking better decisions so we can give right insights for improved our outcomes.It also help in sales and marketing platform assist business of reaching our target peoples,track our business activites and managing campaigns So this help in our revenue growth also. ### 21. The Best thing for Data Scientist **Rating:** 5.0/5.0 stars **Reviewed by:** Samrit P. | Business Analyst - Data Scientist, Enterprise (> 1000 emp.) **Reviewed Date:** April 24, 2023 **What do you like best about Posit Team?** Posit is so user-friendly and easily accessible and their product RStudio is just excellent. We can do anything like data pre-processing, analysis, model building and visualization with it literally. **What do you dislike about Posit Team?** There is nothing to dislike about Posit as its latest update brought together R, Python, and Java Script under the same umbrella so that we can use any of the programming languages as our own requirements. **What problems is Posit Team solving and how is that benefiting you?** Being a Data Scientist I have to solve many analytical problems using statistical tools and Posit is the exact software to do those tasks efficiently and in more straightforward ways. So, it serves me everything I wanted in my day-to-day work in my organisation from data analysis to generate reports and dashboard building. ### 22. Data Science(Machine Learning, Data Visualization) through Posit **Rating:** 5.0/5.0 stars **Reviewed by:** Praveen K. | Mid-Market (51-1000 emp.) **Reviewed Date:** August 23, 2023 **What do you like best about Posit Team?** The best part about Posit is that it is Open Source Software. It provides features like Machine Learning, Data Visualization, merging tables by using SQL commands and many more. It has a wonderful user interface. **What do you dislike about Posit Team?** Must provide inbuilt training related to how to use tool more efficiently rather than depending on external sources. Performance is slow when dealing with huge datasets. **What problems is Posit Team solving and how is that benefiting you?** Posit benefits us in many aspects like it helps in the visualization of data, preparing the data science models using machine learning, business intelligence that leads to the growth of an organisation and many more. ### 23. Posit / Rstudio is the best statistical software out there **Rating:** 5.0/5.0 stars **Reviewed by:** Chance Y. | Staff Quantitative User Researcher, Internet, Enterprise (> 1000 emp.) **Reviewed Date:** March 28, 2023 **What do you like best about Posit Team?** Highly customizable interface. Clean and simple design. Easy to use. I do about 95% of my work in Posit/Rstudio. **What do you dislike about Posit Team?** Nothing really to dislike about Posit. Maybe a little easier to use native code commenting features? **What problems is Posit Team solving and how is that benefiting you?** Helps me to analyze cross-sectional and longitudinal survey data as well as run simple content analyses. ### 24. RStudio **Rating:** 5.0/5.0 stars **Reviewed by:** Claudiu P. | Assistant professor, Enterprise (> 1000 emp.) **Reviewed Date:** August 09, 2022 **What do you like best about Posit Team?** They provide open-source software. It is of the highest quality the R community has ever seen. They also organize package ecosystems so that other devs work on software that is easily interlinked. RStudio is a Public-benefit corporation that enhances the lives and work of data scientists around the globe. **What do you dislike about Posit Team?** Nothing about RStudio is to be disliked. I personally don't use RStudio Connect or other paid services, but they seem to be very high quality, the same for the open-source ones. **What problems is Posit Team solving and how is that benefiting you?** RStudio provides the best R language IDE, ecosystems of packages for data analysis and statistics together with other services that help the R community to prosper. ### 25. Everything you need for your statistical needs **Rating:** 4.5/5.0 stars **Reviewed by:** brodie G. | Survey and Data Officer, Enterprise (> 1000 emp.) **Reviewed Date:** September 15, 2022 **What do you like best about Posit Team?** Straightforward syntax, excellent built-in functions and powerful libraries for everything else. Building anything from simple mathematical functions to complicated machine learning models is a breeze. **What do you dislike about Posit Team?** A lack of programmatic functionality can make large dynamic loop functions painful to implement. Debugging tools are also somewhat limited compared to mainstream IDEs. **What problems is Posit Team solving and how is that benefiting you?** RStudio allows us to quickly perform large-scale data manipulation and analysis, saving us lots of time and effort. It also enables us to test different ideas and models without much hassle rapidly. ### 26. Best R IDE **Rating:** 4.5/5.0 stars **Reviewed by:** Tanishq G. | Data Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** March 24, 2022 **What do you like best about Posit Team?** The best thing is, it's Open Source and it has so many features packed in it. We can also save our workspace which helps a lot. It has a separate screen/tab for variable view, plot, help, workspace, directory console etc which helps to see so many things at once and is very helpful. It has many GUI tools also which are very helpful when doing some work directly on the console. Also, its complete feature is good. **What do you dislike about Posit Team?** Its GUI can be made a little better, Dark mode can be introduced too. Its GUI was a little hard in the begining, so it's not new user-friendly we have to invest time to understand it. Also maybe a package manager would be good addition which is common in many IDEs now. Also, there should be an option to save console commands till now. **What problems is Posit Team solving and how is that benefiting you?** I am analyzing data in my organization using R studio and also making models on it to predict the other data. I also used it when I was learning machine learning. It is a great tool. ### 27. Best software for data analysis and data visualization with R **Rating:** 4.0/5.0 stars **Reviewed by:** Aman G. | Web Developer, Mid-Market (51-1000 emp.) **Reviewed Date:** March 24, 2022 **What do you like best about Posit Team?** R studio is free open-source software and easy to install. It consists of very big libraries that are very useful for data analysis purposes. It provides many features such as we can save our variables in the workspace for a long time, importing variables, can execute particular lines of code without executing the whole program. It requires fewer resources and can run in old and slow hardware also. It runs big data files in very short time. **What do you dislike about Posit Team?** It is just a user interface it can't work without R software so we need to install R separately, it would be so good if it comes with R also. R studio interface is not very simple for beginners it requires practice. Sometimes it crashes due to not proper execution between R and R studio. It takes time to open. **What problems is Posit Team solving and how is that benefiting you?** I have done some courses which require R for machine learning for that I have used R studio. I have made some projects which require data analysis and data visualization with R.It takes very less time compared to other data analysis tools to execute big data files. ### 28. RStudio is great secondary software **Rating:** 5.0/5.0 stars **Reviewed by:** Shelby V. | Computer Technician, Information Technology and Services, Small-Business (50 or fewer emp.) **Reviewed Date:** September 27, 2022 **What do you like best about Posit Team?** R Studio is a beneficial software for our online business presence, coding of our online and also the coding of our website. RStudio makes coding easier than most. **What do you dislike about Posit Team?** I have not found many things that I disliked about RStudio Desktop or the use of the program. When I used it seemed the program was very innovative and easy to use. **What problems is Posit Team solving and how is that benefiting you?** RStudio desktop is benefiting not only myself but our business in the data recovery industry and computer repair industry by making our online coding much easier ### 29. I am a convert to Rstudio **Rating:** 5.0/5.0 stars **Reviewed by:** Ryan M. | Marketing Analytics Engineer, Marketing and Advertising, Enterprise (> 1000 emp.) **Reviewed Date:** December 23, 2021 **What do you like best about Posit Team?** I like the way that I can step line by line through my code so I can see my data at every step along the way. **What do you dislike about Posit Team?** The language took some getting used to but once I got used to it, I have loved it. **Recommendations to others considering Posit Team:** You may have preferences for other languages but give R and RStudio a try. In my job, I am the primarily analyst and I work with others that are less familiar with software so they would be overwhelmed by Python and RStudio is a lot more user-friendly for the rest of my team. **What problems is Posit Team solving and how is that benefiting you?** I spend 8 hours a day in Rstudio analyzing data for efficacy of my edTech software. ### 30. This is the best statistical software I've ever used, and it's easy to learn. **Rating:** 4.5/5.0 stars **Reviewed by:** Jackson I. | Data Analytics Developer, Enterprise (> 1000 emp.) **Reviewed Date:** June 26, 2022 **What do you like best about Posit Team?** The UI is relatively intuitive. I appreciate that I can run the software and see its operation by creating many windows. Additionally, autosuggest prevents me from using Google to research syntax. It is comparable to Eclipse software, thus it meets all requirements. **What do you dislike about Posit Team?** R Studio doesn't have anything I don't like about it. **Recommendations to others considering Posit Team:** I highly recommend this program as a powerful tool for big data analysis. It is simple to use and has several capabilities that facilitate the procedure. **What problems is Posit Team solving and how is that benefiting you?** I am actively collecting cancer datasets, and R is an excellent tool for retrieving data from public archives. R contains a variety of packages. It provides several API choices for multiple databases. ### 31. A must have tool for data analysts and data scientists **Rating:** 5.0/5.0 stars **Reviewed by:** Jatin S. | Graduate Engineering Trainee, Mid-Market (51-1000 emp.) **Reviewed Date:** March 25, 2022 **What do you like best about Posit Team?** It is open source and has a lot of community support. R language is very powerful and is specialized for data analysis and big data. That makes it a very important tool in data science feild. **What do you dislike about Posit Team?** Setting up environments and working directories every time is very tiresome. Also, the syntax in R is very different from other programming languages and does not provide functionalities outside of mathematics and statistics. **What problems is Posit Team solving and how is that benefiting you?** I have made a lot of Exploratory data analysis projects for my portfolio. I also used it in my internship where I predicted Stock prices using machine learning in R. ### 32. RStudio is a free, powerful tool capable of incredible data science, analytics and visualizations **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Internet | Mid-Market (51-1000 emp.) **Reviewed Date:** July 13, 2022 **What do you like best about Posit Team?** RStudio is free and allows the user to perform powerful data analysis, visualizations and machine learning on their personal computer. **What do you dislike about Posit Team?** The R language, and by extension, RStudio, can have a steep learning curve for people not familiar with object-oriented coding languages. **What problems is Posit Team solving and how is that benefiting you?** RStudio is giving me and my organization better insights into our data and helping answer questions and solve problems. ### 33. Great for Data Analysis using R **Rating:** 5.0/5.0 stars **Reviewed by:** Shubham C. | System Engineer, Small-Business (50 or fewer emp.) **Reviewed Date:** March 06, 2022 **What do you like best about Posit Team?** The Easy to navigate User Interface of R Studio, It's easy to install and use it. Its best for Data Scientists as it gives you all the features a data scientist or statistician may require to do using R. **What do you dislike about Posit Team?** User Interface can be improved a lot. R Studio takes a time to load and becomes non-responding sometimes. Memory management can be improved here. The learning guide can be improved to include tasks that data scientists do frequently to reduce the learning curve. **What problems is Posit Team solving and how is that benefiting you?** We are giving it to do some data analysis tasks for our project. Also, our data scientists use it to do regression tasks and they like to use it due to its easy-to-use and interactive UI. ### 34. RStudio: A best interface for R **Rating:** 5.0/5.0 stars **Reviewed by:** Jai Chand P. | Postdoctoral Research Associate, Mid-Market (51-1000 emp.) **Reviewed Date:** January 07, 2022 **What do you like best about Posit Team?** It's very user-friendly. As a beginner, it is very easy to learn and it has many different windows showing package, path set, data import simultaneously which make it easier to understand the overall picture at once. **What do you dislike about Posit Team?** The major problem is that Rstudio doesn't work until we install R. and sometimes it may cause problems when R console and R studio clash due the different versions of any R library. **What problems is Posit Team solving and how is that benefiting you?** There are various packages in R. It provides a wide majority of API options for various databases. Right now I am collecting cancer datasets so R plays a wonderful role in that context to fetch the data from public repositories. ### 35. Complex for beginners, yet very powerful in the right hands **Rating:** 3.5/5.0 stars **Reviewed by:** Verified User in Research | Enterprise (> 1000 emp.) **Reviewed Date:** July 06, 2022 **What do you like best about Posit Team?** Rstudio provides for a large number of customizing statistical analyses. Familiarity with other coding languages makes cross-platform coding easy and accessible. **What do you dislike about Posit Team?** Open source requires a ton of extra packages to be loaded and additional knowledge to be acquired. In the beginning, I found it really hard and frustrating to learn new tools. **Recommendations to others considering Posit Team:** Make use of the huge community on stackoverflow and github. **What problems is Posit Team solving and how is that benefiting you?** Environment for solving every statistical problem imaginable as long as you know what you do. This benefits me not only in my research but also insolving private issues. ### 36. R studio review **Rating:** 3.5/5.0 stars **Reviewed by:** Joseph H. | Unemployed, Small-Business (50 or fewer emp.) **Reviewed Date:** December 09, 2021 **What do you like best about Posit Team?** I like how R studio gives you the flexibility to design graphs and charts in exactly the way that you want just by inputting the correct code. This, for example, is not the case with programs such as Excel, which only have a limited number of options for data visualization. **What do you dislike about Posit Team?** I do not like how R studio can be quite complicated compared to other statistics programs, such as Excel. There may be certain analyses or charts that are a simple click in Excel, but require several lines of code to be replicated in R studio. **Recommendations to others considering Posit Team:** I would definitely recommend R studio to someone who is looking to undertake complex statistical analyses on large datasets, as well as visualize those results using graphs or charts. The flexibility you have with this software is worth the extra effort required to learn the language. **What problems is Posit Team solving and how is that benefiting you?** I was able to create the exact visuals, charts and graphs that I was after for my reports, and represent my data in multiple ways. Although more difficult to get the hang of, it is definitely better than using Excel to create my graphs and charts. ### 37. Convenient tool for R-users **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Higher Education | Enterprise (> 1000 emp.) **Reviewed Date:** October 23, 2021 **What do you like best about Posit Team?** RStudio supports various formats of R codes, including R Markdown, R script and R Notebook. When I first learned to write R codes, I directly started with RStudio. Compared with R, RStudio is more convenient and easy-to-use. For example, users can view parameters and functions within the environment. And users can also find all installed packages. In addition, it's easy to connect with data source through Spark. And it's easy to pull from and push back changes to a Git repository. **What do you dislike about Posit Team?** Collaborative editing is not supported in RStudio at this time. Team members cannot view the changes made by other team members in real time. And the .Rproj file is not easy to be shared. **What problems is Posit Team solving and how is that benefiting you?** I used RStudio for various data analysis and modeling, including Data Analysis, Data Visualization, Statistical Modeling, Hypothesis Testing, Machine Learning, and so on. In addition, I also used RStudio to generate data analysis reports. I realized that R Markdown within RStudio is very convenient for displaying both codes and interpretation. ### 38. Great software that does everything I wished R could **Rating:** 5.0/5.0 stars **Reviewed by:** Noelle T. | Researcher, Enterprise (> 1000 emp.) **Reviewed Date:** December 08, 2021 **What do you like best about Posit Team?** I'm a very visual person, and sometimes I have trouble with R because of that. R sort of requires you to imagine how something looks, or know the code well enough not to have to print a figure 12 times to make it right. I like having the GUI so that I can just see what I'm doing **What do you dislike about Posit Team?** Nothing really. I haven't had a problem with it that was due to RStudio (just R issues) **What problems is Posit Team solving and how is that benefiting you?** I use RStudio to statistically analyze data. ### 39. Steep learning curve, powerful performance **Rating:** 3.5/5.0 stars **Reviewed by:** Verified User in Environmental Services | Small-Business (50 or fewer emp.) **Reviewed Date:** December 03, 2021 **What do you like best about Posit Team?** RStudio is amazing at data analysis and working with spreadsheets. It is open source and available for anyone to use, on any laptop or desktop. Users who are already familiar with Python with find the language easy to pick up. The platform itself is well designed and the help panel is a lifesaver. **What do you dislike about Posit Team?** Errors can be confusing to navigate, especially when first starting out as an R programmer. The help section would benefit from having more examples under functions (although this is not a fault of the platform itself). **What problems is Posit Team solving and how is that benefiting you?** I have found RStudio tremendously useful in analyzing data from my research and helping me save time and energy on computations. RMarkdown is also great for generating beautiful reports integrated with LaTeX. ### 40. Rstudio is alternative tool of matlab and also open source tool. **Rating:** 4.0/5.0 stars **Reviewed by:** Ramkishore S. | Software tester, Mid-Market (51-1000 emp.) **Reviewed Date:** October 13, 2020 **What do you like best about Posit Team?** Rstudio is a free, open source tool Easy to install Packages can be easily installed Easily used for data analysis Now adays it is mainly used by data scientists Or fir statisticians **What do you dislike about Posit Team?** Rstudio doesn't comes with predefined packages Memory management, as it gets crashed many times in respect of big data UI is not as attractive for user, it is less user friendly **Recommendations to others considering Posit Team:** Just go for it, if u are learning R language or data analysis Rstudio is best tool. Simple UI will make u easier to understand Provides flexibility to generates reports or outputs in many formats **What problems is Posit Team solving and how is that benefiting you?** Basically if u are learning R language or data analysis Rstudio is best tool. Simple and old UI Provides flexibility to generates reports or outputs in many formats Can be integrated with database easily ### 41. Student using RStudio for Homework and Side Projects **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Higher Education | Mid-Market (51-1000 emp.) **Reviewed Date:** March 16, 2022 **What do you like best about Posit Team?** I like the interface and being able to switch around windows, see the console and the code file, and look at the datasets loaded into the environment. **What do you dislike about Posit Team?** I dislike the fact that sometimes RStudio packages will be updated without warning, so you need to keep your packages up to date **What problems is Posit Team solving and how is that benefiting you?** I am currently using RStudio to model customers who might be fraudulent, and customers who might buy another product ### 42. Versatile Data Analysis tool for any need **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Pharmaceuticals | Mid-Market (51-1000 emp.) **Reviewed Date:** November 27, 2021 **What do you like best about Posit Team?** RStudio has incredible management for a wide range of tasks that the user may perform. From simple addition to complex time-series analysis, RStudio is able to effectively handle whatever the user throws at it. I have used RStuio in various applications ranging from school projects to complex financial analyses for firms. It is my go-to tool for any analysis that I need to run. In a word, I would say that the best feature for this software is its reliability. Yes, the language does change from time to time, but it almost always is in the pursuit of making a better experience for the user. Packages for RStudio are constantly being made, which continually amplifies the already incredible power of the software. **What do you dislike about Posit Team?** My one negative criticism of RStudio is its learning curve. When I was first learning the language, I was always told that RStudio "makes complicated tasks easy and easy tasks complicated." The language itself can sometimes be vague and confusing; however a quick search on Google will be your greatest friend. I am writing this from the perspective of someone who does not have advanced coding experience. I think that RStudio is a logical "next step" from programs like Excel. It will take some time to get used to the software, but this is no different than any household software you have used in the past. Even in Excel, we are constantly learning new functions and programs within the software. If you are looking for something that will enrich your analysis, RStudio is a fantastic tool to use. **What problems is Posit Team solving and how is that benefiting you?** I know that I have been talking a lot about the duality between RStudio and Excel in this review. In my experience, both of these programs were mentioned in the same breath. When I was working for a gene therapy firm, most of the reports that we needed to run were Excel-based. Excel, at its core, in the absence of VBA, aims for user-friendliness. However, Excel is known for its slow processing. What RStudio does well is its reading and processing of data. The interface is not as pleasing, but it allows for faster processing of complex programs. For this project, we needed to create a forecasting model for sales based on a failure rate of a drug. Forecasting in Excel is quite complicated and can be counter-intuitive at times. In RStudio, there are easily downloadable packages that you can use for these purposes, which is exactly what I did. After a day of learning the package, we were able to run a fast program that produced the results we wanted. I could go into more detail, but at a fundamental level, the speed and brevity of the programs that you create in RStudio are well worth it. If you do not have advanced coding experience, the first few months will be a bit challenging, but it is well worth it in the long run. ### 43. Much-improved IDE with room to improve further **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Higher Education | Enterprise (> 1000 emp.) **Reviewed Date:** April 30, 2019 **What do you like best about Posit Team?** I like the RStudio IDE because it provides a helpful interface for data wrangling, data visualization, and data analysis purposes. Especially helpful are the alert features for typos and missed commas or parentheses as well as a number of hover-and-click options for many data management work. **What do you dislike about Posit Team?** So far, my most disliked feature of the IDE is the very slow data viewer. While it's not great practice to rely on viewing the data frame in its entirety, it still helps at times to do so and the viewer can use a speed boost since there tends to be a lag in loading data frame items even for relatively small data frames. **Recommendations to others considering Posit Team:** RStudio is definitely a must and is likely the industry standard for working with R. **What problems is Posit Team solving and how is that benefiting you?** Data cleaning, data analysis, data visualization ### 44. RStudio **Rating:** 3.5/5.0 stars **Reviewed by:** Clay S. | Network Administrator, Small-Business (50 or fewer emp.) **Reviewed Date:** December 02, 2021 **What do you like best about Posit Team?** Any product that you can use open source, and it works well is a plus. The fact that I can use this and get my work done without being hassled to buy something, now that's the ticket! **What do you dislike about Posit Team?** Sometimes it's hard to get answers to questions I have with regards to a technical issue. That being said, that is true of almost anything these days, overall I like the product. **What problems is Posit Team solving and how is that benefiting you?** We really like the analytics that we are able to capture and digest. This product has helped the company keep moving forward in the technology-based world we live in. ### 45. Best Software for Data Analysis **Rating:** 3.5/5.0 stars **Reviewed by:** Sanjay K. | Technical Lead, Small-Business (50 or fewer emp.) **Reviewed Date:** July 01, 2021 **What do you like best about Posit Team?** The IDE is simple and easy to use, and integration with Git/Github makes version control very easy. There is well documentation of the Rstudio and Cheatsheet availability helps to make the learning curve much easy and productive. Flexibility to change the panel is a good one and can be customized according to the User's needs. Really having good packages ready to install and support for different data science/ Analysis solution **What do you dislike about Posit Team?** Expertise is required to start with RStudio and some idea about Git and version control. Software Setup is complicated especially connecting to GitHub. **Recommendations to others considering Posit Team:** This is the best tool if looking for exploring Data Science and Data Analysis. **What problems is Posit Team solving and how is that benefiting you?** Doing Data Analysis, performing Linear and Logistic regression and understanding the behavior of the audience on the website, and implementing the different projects. ### 46. Best ide for R programming **Rating:** 5.0/5.0 stars **Reviewed by:** Anil K. | Manager - Statistics (Data Science) , Enterprise (> 1000 emp.) **Reviewed Date:** December 10, 2021 **What do you like best about Posit Team?** It's provide unique file management and project management features. **What do you dislike about Posit Team?** They should make more user friendly key board shortcuts **What problems is Posit Team solving and how is that benefiting you?** Predictive modeling, discriptive statistics, geo coding, location intelligence, market research ### 47. RStudio Review **Rating:** 4.5/5.0 stars **Reviewed by:** Mun Q. | Biostatistician, Mid-Market (51-1000 emp.) **Reviewed Date:** November 02, 2021 **What do you like best about Posit Team?** I like that it is clear and efficient to use. **What do you dislike about Posit Team?** I do not have any problems with it at all. **What problems is Posit Team solving and how is that benefiting you?** I am using this to solve public health issues. The benefit of using this is that you can see clear trends or patterns on graphs. ### 48. Great editor that satisfies all of your R programming needs **Rating:** 5.0/5.0 stars **Reviewed by:** Ashwin B. | Research Intern, Management Consulting, Small-Business (50 or fewer emp.) **Reviewed Date:** October 21, 2021 **What do you like best about Posit Team?** I like the editor's user interface, the ease of selecting files and its ability to show useful visuals and outputs from the code. **What do you dislike about Posit Team?** It gets really slow when you are dealing with large dataframes. **Recommendations to others considering Posit Team:** Only tool you need for your R programming needs. **What problems is Posit Team solving and how is that benefiting you?** Data visualization, manipulation, and big data analytics. ### 49. Great software for Data Scientists **Rating:** 5.0/5.0 stars **Reviewed by:** Sarwat F. | Quality Analyst(Statistics), Mid-Market (51-1000 emp.) **Reviewed Date:** November 09, 2021 **What do you like best about Posit Team?** It is quite useful for Statistical Programming. **What do you dislike about Posit Team?** Nothing as such but one needs to learn coding to access this software efficiently. **Recommendations to others considering Posit Team:** Please use this for large data files **What problems is Posit Team solving and how is that benefiting you?** Solving Statistical problems, plotting graphs , conducting hypothesis and regression analysis. ### 50. RStudio is perfect for data analysis and modelling **Rating:** 5.0/5.0 stars **Reviewed by:** Sibongakonke N. | P, Small-Business (50 or fewer emp.) **Reviewed Date:** September 23, 2021 **What do you like best about Posit Team?** RStudio makes data analysis a breeze. you get access to countless data analysis modules and extensions that make it easy to turn data into information and insights **What do you dislike about Posit Team?** The user interface is old and needs improvement **Recommendations to others considering Posit Team:** The Platform is excellent because of the community of developers and data scientists. Start using it immediately **What problems is Posit Team solving and how is that benefiting you?** Data Analysis and Machine Learning Modelling ## Posit Team Discussions - [Can we save our process if we don't save a project?](https://www.g2.com/discussions/32624-can-we-save-our-process-if-we-don-t-save-a-project) - 2 comments, 1 upvote - [What is the best way to run R code within a VBA routine?](https://www.g2.com/discussions/what-is-the-best-way-to-run-r-code-within-a-vba-routine) - 1 comment, 1 upvote - [Which software is used for R programming?](https://www.g2.com/discussions/which-software-is-used-for-r-programming) - 1 comment - [View Posit Team pricing details and edition comparison](https://www.g2.com/products/posit-team/reviews?section=pricing&secure%5Bexpires_at%5D=2026-06-04+15%3A20%3A12+-0500&secure%5Bsession_id%5D=d52df0bf-fc47-4f36-8025-9defd29332cc&secure%5Btoken%5D=25b4d3dccbc38cd1e0a662db722b8949827068656f4edb08d956c291c75a8cd2&format=llm_user) ## Posit Team Integrations - [Databricks](https://www.g2.com/products/databricks/reviews) - [GitHub](https://www.g2.com/products/github/reviews) - [Snowflake](https://www.g2.com/products/snowflake/reviews) ## Posit Team Features **Administration** - Quality Control - Data Sampling - Collaboration **System** - Data Ingestion & Wrangling **Model Development** - Language Support - Drag and Drop - Pre-Built Algorithms - Model Training **Database** - Real-Time Data Collection - Data Distribution - Data Lake **Capabilities** - Data Visualization - Survival Analysis - Risk Data Attributes - Cost Analysis **Model Development** - Feature Engineering **Machine/Deep Learning Services** - Computer Vision - Natural Language Processing - Natural Language Generation - Artificial Neural Networks **Integrations** - Hadoop Integration - Spark Integration **Methodology** - ANOVA Support - Regression - Time Series Analysis **Machine/Deep Learning Services** - Natural Language Understanding - Deep Learning **Deployment** - Managed Service - Application - Scalability **Platform** - Machine Scaling - Data Preparation - Spark Integration **Generative AI** - AI Text Generation - AI Text Summarization **Processing** - Cloud Processing - Workload Processing **Generative AI** - AI Text Generation - AI Text Summarization - AI Text-to-Image **Agentic AI - Data Science and Machine Learning Platforms** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Natural Language Interaction - Proactive Assistance - Decision Making **Building Reports** - Data Transformation - Data Modeling - WYSIWYG Report Design - Integration APIs **Platform** - Mobile User Support - Customization - User, Role, and Access Management - Internationalization - Sandbox / Test Environments - Performance and Reliability - Breadth of Partner Applications ## Top Posit Team Alternatives - [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) - 4.2/5.0 (328 reviews) - [KNIME](https://www.g2.com/products/knime-analytics-platform/reviews) - 4.4/5.0 (81 reviews) - [IBM SPSS Statistics](https://www.g2.com/products/ibm-spss-statistics/reviews) - 4.2/5.0 (893 reviews)