--- title: Posit Team Reviews meta_title: 'Posit Team Reviews 2026: Details, Pricing, & Features | G2' meta_description: Filter 574 reviews by the users' company size, role or industry to find out how Posit Team works for a business like yours. aggregate_rating: rating_value: 4.5 review_count: 574 scale: '5' date_modified: '2026-07-17' parent_category: name: Artificial Intelligence url: https://www.g2.com/categories/artificial-intelligence --- # 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:** 574 ## 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 find Posit to be **highly user-friendly** , enabling efficient analysis and simplifying integration with existing tools. (13 reviews) - Users appreciate Posit's **leadership in innovation** and seamless integration, enhancing their productivity and workflow efficiency. (9 reviews) - Users value Posit's **commitment to open source software** , enhancing accessibility and integration for R programming. (7 reviews) - Users value the **responsive customer support** of Posit Team, enhancing their experience with excellent guidance and assistance. (5 reviews) - Users appreciate the **easy integrations** of Posit Team, allowing seamless workflow and reducing setup complications. (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 experience **slow performance** when handling large datasets, disrupting workflow and requiring significant system resources. (7 reviews) - Users experience a **steep learning curve** with Posit Team, making initial setup and advanced features challenging. (4 reviews) - Users experience **performance issues** with Posit, particularly when handling larger datasets and during high usage. (4 reviews) - Users face a **steep learning curve** with Posit Team, making initial setup and advanced features challenging for newcomers. (4 reviews) - Users experience **lagging performance** with Posit, particularly 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. 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. ### 2. 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. ### 3. 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. ### 4. 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 ### 5. A complete package **Rating:** 4.0/5.0 stars **Reviewed by:** Manali S. | Vice President - Quant Modelling Lead, Enterprise (> 1000 emp.) **Reviewed Date:** November 24, 2021 **What do you like best about Posit Team?** R studio provides a comprehensive package to perform data analysis by utilizing various built-in and importable libraries and statistical packages. **What do you dislike about Posit Team?** While dealing with large datasets, RStudio sometimes tends to crash. **What problems is Posit Team solving and how is that benefiting you?** I use RStudio to perform regression analysis (linear, logistic etc.). RStudio built in packages makes it super easy to make prediction and eventually help come up with a risk management solution. ### 6. RStudio is a great, versatile program! **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Higher Education | Small-Business (50 or fewer emp.) **Reviewed Date:** April 27, 2021 **What do you like best about Posit Team?** RStudio allows for data importation and analysis. It has a lot of features that allow for statistical tests to be run. I consider it easy to use as numerous tutorials teach someone how to use all of RStudio's functions. You can import data files using a URL or directly from files saved on your computer. Code and outputs can be directly saved as a pdf or in another format, which is great. **What do you dislike about Posit Team?** RStudio is somewhat challenging to learn since you have to understand the language and code. However, once you understand it, R is a great program and works very well for statistical analyses. **Recommendations to others considering Posit Team:** I recommend following the tutorials RStudio provides users with. They are accommodating and easy to understand. In addition, they will help you learn to use R. **What problems is Posit Team solving and how is that benefiting you?** RStudio allows for scientific and mathematical data analysis and is an extremely useful tool. In addition, RStudio allows for the quick creation of graphs and visualizations of data. ### 7. Rstudio for data science **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Biotechnology | Mid-Market (51-1000 emp.) **Reviewed Date:** November 18, 2021 **What do you like best about Posit Team?** The fact that it is open source and has a package for virtually every operation **What do you dislike about Posit Team?** Because it is open source sometimes different packages have different methods of implementing same analysis **What problems is Posit Team solving and how is that benefiting you?** Ratudio helps us analyze data to gain real world insights on our products' utilization patterns ### 8. Data Management **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Higher Education | Small-Business (50 or fewer emp.) **Reviewed Date:** December 06, 2021 **What do you like best about Posit Team?** The design of the software is relatively user friendly and easy to follow **What do you dislike about Posit Team?** The different tabs can feel a little overwhelming at times **What problems is Posit Team solving and how is that benefiting you?** Manage and learning how to manage large data sets. ### 9. The best data analysis software I've ever worked with **Rating:** 4.0/5.0 stars **Reviewed by:** Diane S. | Business Data Analyst, Small-Business (50 or fewer emp.) **Reviewed Date:** January 18, 2021 **What do you like best about Posit Team?** This software is designed to handle large amounts of data, the data display functions are of high quality, it is also quite easy to create reproducible documents, it is also capable of handling large amounts of data without storage problems, the user interface is very clean and very easy to understand, you can also effortlessly review your data sets and factors, it also allows you to check your data frames and filter them in a format, it also has many display packages, it allows to easily manage and visualize all objects in your environment. **What do you dislike about Posit Team?** The only drawback that I have had with this tool is that when downloading some packages, I have had some problems to carry out that process, but only that, everything else works very well. **Recommendations to others considering Posit Team:** It is an excellent tool to analyze data, very easy to use with a wide variety of functions that help throughout the process, I recommend the use of this software. **What problems is Posit Team solving and how is that benefiting you?** It is a great open source and data analysis tool, it has quite intuitive visualizations, it has helped us save a lot of time and move forward with our projects, it also provides great functionality and a wide variety of libraries, the auto-save sessions are incredible, it is one of the best tools to carry out the data analysis project that I have used. ### 10. THE solution for R code development, which can scale with your organization's usage **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Marketing and Advertising | Small-Business (50 or fewer emp.) **Reviewed Date:** June 09, 2021 **What do you like best about Posit Team?** This is THE best interface for R development work. They have a strong IDE product, but also a strong vision for what is needed across the organization to roll out and share analytics **What do you dislike about Posit Team?** Lots of flexibilty in the platform - package management is good, and improving, but needs co-ordination across users that share code to maxmize efficiency **Recommendations to others considering Posit Team:** Best to jump in and get started with the IDE first, and then test & scale to their other offerings. **What problems is Posit Team solving and how is that benefiting you?** RStudio solves the problem of having an easy to use IDE for R code development. Their expanded services (shiny hosting, RStudio Connect) offer great, easy to use, ways to share analysis processes and outputs. ### 11. Analytical Software **Rating:** 4.0/5.0 stars **Reviewed by:** Prafulla K. | Project Manager, Mid-Market (51-1000 emp.) **Reviewed Date:** October 13, 2021 **What do you like best about Posit Team?** Easy coding and user friendly Toolbars. Input and output screens on the same page. **What do you dislike about Posit Team?** Finding an error in the programming is very difficult. **What problems is Posit Team solving and how is that benefiting you?** Aviation projects , ICAM. ### 12. A decent software to get strated on **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Education Management | Enterprise (> 1000 emp.) **Reviewed Date:** July 20, 2021 **What do you like best about Posit Team?** The user interface is quite simple to understand. I like the part where I can run and see the output by creating different windows. Another thing is autosuggestion helps me not googling syntax. It falls on the same line as Eclipse software, so definitely ticks all the boxes **What do you dislike about Posit Team?** Some of the complex data science algorithms took a long time. I did not understand if it was due to the way data was built with n number of columns. **What problems is Posit Team solving and how is that benefiting you?** I was trying to provide solutions to several business queries with the help of data. That made me ran A/B testing, hypothesis testing. Building MI models. ### 13. Versatile, limitless analytics tool! **Rating:** 5.0/5.0 stars **Reviewed by:** Diego W. | US University Undergraduate Admissions Application Mentor, Enterprise (> 1000 emp.) **Reviewed Date:** May 21, 2021 **What do you like best about Posit Team?** There really isn't anything you can't do with RStudio and a working knowledge of R programming. With so many packages, and unparalleled flexibility, I always find myself coming back to RStudio for my analytics workload. **What do you dislike about Posit Team?** It can be pretty ugly without substantial effort. R and other basic statistical programming tools tend to be hard on the eyes--especially when presenting data and findings to stakeholders. **What problems is Posit Team solving and how is that benefiting you?** We've used RStudio for all of our analytics needs. It's virtually limitless, and it just takes time for us to clearly define our business problems. ### 14. Good Data analytics tool **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Information Technology and Services | Enterprise (> 1000 emp.) **Reviewed Date:** October 16, 2021 **What do you like best about Posit Team?** open-source libraries and easy availability **What do you dislike about Posit Team?** sometimes getting online solutions and core coding can be challenging **Recommendations to others considering Posit Team:** Use R because it is open source and if you are technically strong, you save a lot of money for your org **What problems is Posit Team solving and how is that benefiting you?** Trend analysis, customer churn, ease of data investigation ### 15. Easy to learn and best statistical software I have ever used **Rating:** 5.0/5.0 stars **Reviewed by:** Yang W. | Data analyst, Enterprise (> 1000 emp.) **Reviewed Date:** October 16, 2020 **What do you like best about Posit Team?** It's open-source, agile, easy to start, and we learn new skills on the websites. There are tons of resources and great websites out there. Such as Kaggle, stackoverflow.com, R-bloggers, and many University websites. Besides, I found youtube is a good place to learn RStudio too. When I have a question, just google it, and will find answers very quickly. Most importantly, it's free software, everyone can download and learn it. Without it, I can't work. **What do you dislike about Posit Team?** Some new packages are not compatible. Another problem is it doesn't save the process. Every time it requires to run the whole script if my computer restarts. **Recommendations to others considering Posit Team:** Download the latest version of the software. Some packages are not compatible with each other. Like if you use Bioconductor packages, you may lose some of the previous packages, don't know how this works, but it happened to me many times. **What problems is Posit Team solving and how is that benefiting you?** RStudio is my daily used software, I use it most of the time for data analysis. I use it for data manipulation, such as text strings, matrix, or data frames with both texts and numbers information. It's very good for statistical analysis. I found some built-in packages are kinda old, some functions are really hard to understand and use, have to explore some new packages for simple functions. ### 16. Easy to use, clean and effective **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Pharmaceuticals | Small-Business (50 or fewer emp.) **Reviewed Date:** August 31, 2021 **What do you like best about Posit Team?** Integration with R and support online. Easy interface. **What do you dislike about Posit Team?** Does take some learning of the language but not more difficult than others **What problems is Posit Team solving and how is that benefiting you?** Data analytics, data science, research, visualization ### 17. Rstudio **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Financial Services | Enterprise (> 1000 emp.) **Reviewed Date:** November 03, 2021 **What do you like best about Posit Team?** You can open multiple of them on different projects **What do you dislike about Posit Team?** The start up time is pretty slow. Updates on packages could go wrong **What problems is Posit Team solving and how is that benefiting you?** mostly modeling ### 18. A Modern Scientists Best Friend **Rating:** 4.5/5.0 stars **Reviewed by:** Maddy E. | Student, Small-Business (50 or fewer emp.) **Reviewed Date:** November 20, 2020 **What do you like best about Posit Team?** RStudio is extremely useful and free software for interpreting and analysing datasets of any size. It's open source, and with the variety of packages available for download, you can run any type of data analysis you desire. There are so many resources available to teach you how to use it, and it's an essential skill for any scientist. **What do you dislike about Posit Team?** UI isn't very user friendly but does the job (but you can change the colour scheme in settings if you prefer!). Particularly large datasets also require more time to calculate. Otherwise a great tool. **What problems is Posit Team solving and how is that benefiting you?** Statistical analysis of data to assess the health of Caribbean coral reefs and create projections about future conditions. ### 19. RStudio design to handle complex data frame **Rating:** 5.0/5.0 stars **Reviewed by:** Anoj A. | Agriculture Instructor, Mid-Market (51-1000 emp.) **Reviewed Date:** August 29, 2020 **What do you like best about Posit Team?** I have been using RStudio for more than two years. I feel awesome to play with its scripts. I feel good to learn new things every time. For me using this software is the best experience as it has more and more potential to learn a new way of playing with data. This software is made to handle large data frames. It works on the way we provide the command to it. Really learning the command always makes us feel that more and more to go to find the easier method. Really I feel like playing the game of data. I am more passionate about it. I have learned its scripts from the software itself by using the package swirl. As a mathematician creating an R Markdown document to assist the students is one of the best features of this software. Free software, creating own of a project file, saving the script for further work, different packages available for different work makes it more attractive. **What do you dislike about Posit Team?** Does not read the empty cells, spacing and unnecessary characters can be stated as constraints of this software but I don’t think it as a big deal to be addressed. **Recommendations to others considering Posit Team:** I fully recommend to all the researchers to use RStudio as it may be difficult for the beginners but later on, you cannot imagine the potentiality of the software and its packages features. it's just a wow!! Awesome!! **What problems is Posit Team solving and how is that benefiting you?** I mainly use Agricolae, Tidyverse, GGplot, Multcom and Car packages to analyze the data. I feel good to design the script according to my need and the data frame. Mainly I use RStudio for DMRT calculation, finds the nature of the scatterings of the data, allocate the missing data, correlate the data, Boxplot it, and also to analyze the molecular yielding data. ### 20. Bio R is the best thing for computational biologist **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Biotechnology | Mid-Market (51-1000 emp.) **Reviewed Date:** October 15, 2021 **What do you like best about Posit Team?** Easy Not space hungry Intuitive Effective **What do you dislike about Posit Team?** Some of the add insult are difficult to install or buggy **What problems is Posit Team solving and how is that benefiting you?** Bio R ### 21. Working faster with data **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Information Services | Enterprise (> 1000 emp.) **Reviewed Date:** June 24, 2021 **What do you like best about Posit Team?** What I like the best about working with RStudio is that the extraction of data, the installation of new packages is very easy to do. Also, the interface is amicable for new users **What do you dislike about Posit Team?** What I don't like about RStudio is that sometimes you have to do some modifications that you didn't know that you have to do for some instalations. **What problems is Posit Team solving and how is that benefiting you?** I can extract data faster than in other applications and then analyze it ### 22. Rstudio- Review **Rating:** 4.5/5.0 stars **Reviewed by:** Akshat G. | Data Science Consultant, Enterprise (> 1000 emp.) **Reviewed Date:** January 02, 2021 **What do you like best about Posit Team?** The best thing about R studio is the felixible interface. You get a window environment where you can see all the tables. It all also come with suggestions while you code which are really hepful **What do you dislike about Posit Team?** There is nothing much to dislike. It will be really helpful if they come with similar editor for python as well. Several machine learning libraries are designed for python **What problems is Posit Team solving and how is that benefiting you?** I mostly build machine learning models for healthcare idustries using R studio ### 23. A must for graduate students **Rating:** 5.0/5.0 stars **Reviewed by:** Sukran Bahar S. | Doctoral Student, Small-Business (50 or fewer emp.) **Reviewed Date:** October 14, 2020 **What do you like best about Posit Team?** I use Rstudio for my classes, training research assistants and for data analysis in my lab. I also generate figures here when creating figures for research papers. I like that R is very user friendly and that I can leave comments and make scripts for the students to use and try on their own. **What do you dislike about Posit Team?** I sometimes wish that the figures/graphs we create did not automatically "float". There is always a weird gap between the x-axis and where the bar graphs start which I later on modify. This sometimes confuses the reader and also makes the graph look less aesthetically pleasing **What problems is Posit Team solving and how is that benefiting you?** I use it for quick, efficient data analysis as well as an introduction to data analysis for training assistants. They can apply what they learn in statistics classes and see that these can be much more efficiently done using R. For example if they are dealing with frequency distributions and learn how to look up t and z scores from tables I find it extremely helpful that they also learn how to compute these in R then compare from the graph, as everyone uses programs to do statistics nowadays. ### 24. RStudio Review **Rating:** 5.0/5.0 stars **Reviewed by:** William H. | Robotic Process Automation Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** September 28, 2020 **What do you like best about Posit Team?** The libraries you can add on to R for text analysis and literally any kind of data analysis you would like to do is phenomenal. The visualization libraries are beautiful to integrate with your data and make it easy to understand and tell a story through data. **What do you dislike about Posit Team?** Not much, the IDE is easy to move windows around and run commands on the terminal. You can build out logic to your datasets in the environment and see all the variable you have stored values in. It is immensely helpful to watch your variables when designing the code. **Recommendations to others considering Posit Team:** It is a very powerful tool with some of the most advanced analytical capabilities, it will certainly help you understand the data you are dealing with. **What problems is Posit Team solving and how is that benefiting you?** I analyzed several features of the stock market to try to understand keywords and articles that were effecting the stock prices. I was able to identify a few that with the help of the plotting and graphing libraries, I was able to visualize and gain an understanding on what words mattered in the market. ### 25. Long time R studio user **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Apparel & Fashion | Small-Business (50 or fewer emp.) **Reviewed Date:** March 09, 2021 **What do you like best about Posit Team?** There are four panels in the UI where you can see your code, the console, the plots, and all of the variables that are present in your session **What do you dislike about Posit Team?** Personally I do not dislike anything about R Studio **What problems is Posit Team solving and how is that benefiting you?** Using R Studio allows me to do many things at scale that are not possible otherwise ### 26. An amazing open source software for exploratory data analysis **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Higher Education | Enterprise (> 1000 emp.) **Reviewed Date:** August 25, 2020 **What do you like best about Posit Team?** Commands can be run line by line, which makes it convenient find errors and correct them. The program environment is friendly. Ability to save several R scripts in one project. There are many packages with readily available codes which makes programming with it super easy. graphics using packages like ggplot can generate attractive charts plots and help the users in carrying out comprehensive graphical representations. Coding language is relatively easy to learn. Can generate data analysis reports easily with r mark down files. can easily access objects in the interactive environment. **What do you dislike about Posit Team?** It is relatively slow when running programs and optimizations for large data sets. Being an open source software anyone can develop packages and upload , hence the algorithms in different packages may need to be run differently. **What problems is Posit Team solving and how is that benefiting you?** I do time series analysis. Especially for econometric data. The package Quandl is heavily used. The best benefit is the ability to download econometric time series data easily and fast. It is free. Also, downloading procedure is very simple hence it saves a lot of time. I also use simulation studies with RStudio. generating random numbers , density functions of various probability distributions is easy. Can create multi dimensional arrays to store data, and also, can export data, tables to text documents such as LaTeX easily. ### 27. Easy to use and the best analytical software out there. **Rating:** 4.0/5.0 stars **Reviewed by:** Punit B. | Lead software engineer, Enterprise (> 1000 emp.) **Reviewed Date:** March 11, 2021 **What do you like best about Posit Team?** -Ease of use -Can easily handle large amount of data -Clean user interface -Intuitive design -Array of available packages for every use case **What do you dislike about Posit Team?** Some packages are not compatible and sometimes ingestion/processing of data takes more time than normal and hangs. **What problems is Posit Team solving and how is that benefiting you?** -Crunching numbers/data at scale and pattern analysis ### 28. A gateway to zillion analysis with ever growing libbraries **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Higher Education | Mid-Market (51-1000 emp.) **Reviewed Date:** March 09, 2021 **What do you like best about Posit Team?** It can help you with any analysis you'd like to perform on your dataset with minimal learning curve possible. Just spend a few minutes on youtube and you're good to go. The way it interfaces with R programming, makes it easier to use on day to day basis. **What do you dislike about Posit Team?** The need to update periodically without an automatic option. **What problems is Posit Team solving and how is that benefiting you?** Market basket analysis. Able to understand product purchase behavior and help the customers to bundle products based on their preference. ### 29. Simple and powerful **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Higher Education | Small-Business (50 or fewer emp.) **Reviewed Date:** September 08, 2020 **What do you like best about Posit Team?** Rstudio is one of the most popular integrated development environments (IDEs) for the R language. It has become the gold standard for using and teaching R. You can use the after just after the installation with zero settings. In fact, it is so popular that the Python community has developed the Python equivalent of RStudio. **What do you dislike about Posit Team?** There is nothing in RStudio that I dislike. **What problems is Posit Team solving and how is that benefiting you?** Well, the main R interface is not easy to use. RStudio gathers all the resources for coding in one place and makes it easy and smooth for coders. Everything such as the code, the results section, the objects, help pages, package management, etc. It also helps users with multiple versions of R. It is an almost perfect tool for new users and novice programmers. ### 30. Made for statistical analytics **Rating:** 4.5/5.0 stars **Reviewed by:** Prashast V. | Trainee Decision Scientist, Enterprise (> 1000 emp.) **Reviewed Date:** November 19, 2020 **What do you like best about Posit Team?** Since R is open source, the support from community is simple superb. R studio has a great user interface (for usability)and navigating options is very easy **What do you dislike about Posit Team?** The user interface is a little dull and some times buggy. This could a problem with my system, but sometimes R studio hangs a bit **Recommendations to others considering Posit Team:** One should try it out, especially the users who want to switch from python **What problems is Posit Team solving and how is that benefiting you?** I am working with an analytics company and use r studio for visualizing data ### 31. RStudio is a great (FREE) tool for teaching and doing statistics, probability, and data analysis. **Rating:** 4.5/5.0 stars **Reviewed by:** John H. | Associate Professor Of Mathematics, Mid-Market (51-1000 emp.) **Reviewed Date:** January 05, 2018 **What do you like best about Posit Team?** It is free! And it's also easy to install and use. **What do you dislike about Posit Team?** Pasting text into the console can be odd. **What problems is Posit Team solving and how is that benefiting you?** We use R and RStudio for our teaching, research, and analysis needs. We have been using it so well that other departments across campus are starting to use it as well. ### 32. Open access, free, and powerful **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Higher Education | Enterprise (> 1000 emp.) **Reviewed Date:** October 16, 2020 **What do you like best about Posit Team?** Object-oriented platform. You can manipulate information like an object and put them into analysis. If you have specific "formula" in mind you can always make things work without being constrained by other paid software. **What do you dislike about Posit Team?** It may take a while before you can master the relevant language, but once you are familiar with R, you cannot live without it. **What problems is Posit Team solving and how is that benefiting you?** Statistical analysis and data visualization mostly, and it is the best software I have used to analyze complex data and for visualization. ### 33. R Studio review **Rating:** 4.0/5.0 stars **Reviewed by:** Chaitanya M. | Android Developer, Small-Business (50 or fewer emp.) **Reviewed Date:** October 18, 2020 **What do you like best about Posit Team?** Graphics are more accessible in R Studio for the beginner. **What do you dislike about Posit Team?** The visual interface is not as good as Jupyter notebook it's tough to read the font especially when projecting onto a screen with projector for meetings. **What problems is Posit Team solving and how is that benefiting you?** One of the best platform for direct code execution, as well as tools for plotting, history, debugging and workspace management. Models are really easy to deploy in this language. The functions are simple and relatively straightforward. ### 34. Rstudio **Rating:** 3.0/5.0 stars **Reviewed by:** Verified User in Telecommunications | Enterprise (> 1000 emp.) **Reviewed Date:** March 09, 2021 **What do you like best about Posit Team?** Coding ide is more user friendly and auto editing **What do you dislike about Posit Team?** It’s only available on windows would like to have it on Linux **What problems is Posit Team solving and how is that benefiting you?** Matlab coding is done with face detection ### 35. Great tool for custom and batch data analysis **Rating:** 5.0/5.0 stars **Reviewed by:** Bruno G. | Scientist, Small-Business (50 or fewer emp.) **Reviewed Date:** July 21, 2020 **What do you like best about Posit Team?** Writing batch codes to analyse large amaounts of similar data. **What do you dislike about Posit Team?** The limited calculation speed for larger and complex data analysis. **Recommendations to others considering Posit Team:** Due to the great community, learning R is dooable without being a dedicated programmer (if you have a general knowledge about how software and code works). Almost every problem that you could encounter has already been solved by the active community. When implementing R, this is a big help. **What problems is Posit Team solving and how is that benefiting you?** Batch analysis of laser scan data and automated deriving of key indicators of laser scans, analysis of multidimensional point clouds, spatial data analysis. ### 36. It's great working in R Studio for statistical analysis. I don't have to use excel anymore. **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Computer & Network Security | Small-Business (50 or fewer emp.) **Reviewed Date:** October 17, 2020 **What do you like best about Posit Team?** Once you get the hang of it, it is easy to use. Beautiful charts and easy to read analysis. **What do you dislike about Posit Team?** It can be very difficult to use of you don't have background coding and statistics. **Recommendations to others considering Posit Team:** Great statistical too amd user friendly. Just have your basics in statistics. **What problems is Posit Team solving and how is that benefiting you?** I am using R studio for my research, it really has helped with data visualisation and statistical analysis. I don't have to run difficult analysis in excel anymore. ### 37. Best software for data analysis. **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Research | Small-Business (50 or fewer emp.) **Reviewed Date:** July 28, 2020 **What do you like best about Posit Team?** Easy to learn even for a beginner.Many inbuilt packages are available for most of the tasks.data visualization features are great. **What do you dislike about Posit Team?** Can not run 2 codes simultaneously. Without basic statistics knowledge difficult to use. **Recommendations to others considering Posit Team:** Have at least a basic statistical knowledge when using this software.You need to have the capability of interpreting the results.simple coding error can make a huge impact on the results. **What problems is Posit Team solving and how is that benefiting you?** Statistical inference through data analysis. Easy to create documents and interpret the results ### 38. Best tool to work on machine learning/data science for beginners **Rating:** 5.0/5.0 stars **Reviewed by:** Sruthi Keerthi B. | Data Scientist, Small-Business (50 or fewer emp.) **Reviewed Date:** August 15, 2020 **What do you like best about Posit Team?** Easy coding and many in built packages to work around most of the problems **What do you dislike about Posit Team?** Some functionalities are better in python than in R **What problems is Posit Team solving and how is that benefiting you?** Classification, regression, timeseries ### 39. perfect interface **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Information Technology and Services | Mid-Market (51-1000 emp.) **Reviewed Date:** November 03, 2020 **What do you like best about Posit Team?** i can order the windows as i need it and i can watch all the active objects and packages, import databases really easy. **What do you dislike about Posit Team?** i recently notice that when i open the program, there is a emergent consol windows and i don't know what it means or its purpose. **What problems is Posit Team solving and how is that benefiting you?** it's easier working with this than original R interface. ### 40. Statistical Analysis with Rstudio **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Research | Enterprise (> 1000 emp.) **Reviewed Date:** June 25, 2020 **What do you like best about Posit Team?** Rstudio has an exceptional interface and a large community around it. It also has great tools for data visualization and software development. Rstudio also provides educational resources for academic and technical development. **What do you dislike about Posit Team?** Switching from an obsolete version to a newer one may be a pain given the fact that you have to re-download packages. **Recommendations to others considering Posit Team:** If you are newcomer, take lessons free MOOC courses. Attend workshops and other coding classes. Most importantly, learn by using Rstudio to solve problems modeling problems. **What problems is Posit Team solving and how is that benefiting you?** Statistical modeling, data visualization, machine learning and software development. The ability to do all these on one platform is really cool. ### 41. I use Rstudio daily to analyze genomic data, run statistical analysis, generate visualization, etc. **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Biotechnology | Enterprise (> 1000 emp.) **Reviewed Date:** November 09, 2019 **What do you like best about Posit Team?** It makes using R much easier and enjoyable, with the four quadrants layout I have total control of what I need for performing my analysis and I know where to search for variables, files navigation, etc. **What do you dislike about Posit Team?** It crashes often when it's running some computationally intense calculation (running clustering and using tSNE or UMAP plots), there's no solution for using with Google Cloud Platform and running it in a cloud environment by launching through the command line. **Recommendations to others considering Posit Team:** This is the best IDE to use for statistical analysis in R. Make sure to read through R studio's recommendations, docs and tutorials for updated features as technology seems to be updated quite often **What problems is Posit Team solving and how is that benefiting you?** I am working on a multimodal single cell genomic pipeline for characterization of tumor infiltrating lymphocytes. It's a great platform for using R packages and reproducible research, generating deliverables for my boss and facilitating communication. ### 42. Must for statistical computing **Rating:** 5.0/5.0 stars **Reviewed by:** Isuru D. | Teaching Assistant, Small-Business (50 or fewer emp.) **Reviewed Date:** July 27, 2020 **What do you like best about Posit Team?** Frequent updates and user friendly interface **What do you dislike about Posit Team?** nothing at all. May be little bit of features from other popular IDEs **Recommendations to others considering Posit Team:** If you want to do R coding then RStudio is a must **What problems is Posit Team solving and how is that benefiting you?** almost every statistical analyses ### 43. Ultimate tool for statistics **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Hospital & Health Care | Mid-Market (51-1000 emp.) **Reviewed Date:** August 29, 2020 **What do you like best about Posit Team?** Built-in statistics functions Quick and ease of tool usage Quickly show up the graphs to analysis **What do you dislike about Posit Team?** Library are most the time does not loads and offeten hi errors and take s time to fix , load and use **What problems is Posit Team solving and how is that benefiting you?** Analytics problem s Very easy and less line of code to write and quickly analize data statistically ### 44. The best IDE for R **Rating:** 4.5/5.0 stars **Reviewed by:** Marco Antonio F. | Actuarial Science Degree, Enterprise (> 1000 emp.) **Reviewed Date:** September 10, 2019 **What do you like best about Posit Team?** What I like most about RStudio is how it makes working with R. super practical. You have all the information of your R session distributed in the panels in a clear way, you will always have your variables, functions, graphs and Datasets in sight which helps a lot in my work. The generation of reports is simple since it comes with an integrated Markdown editor and can be generated in other formats such as HTML or Shiny slides. **What do you dislike about Posit Team?** There are few things that dislike Rstudio, the processing speed is reduced a bit when using it, sometimes it can be inconvenient to have to update R and RStudio due to version incompatibilities. **Recommendations to others considering Posit Team:** Totally recommended for students and researchers, it is the best way to work with R and the best, totally free. **What problems is Posit Team solving and how is that benefiting you?** With RStudio I have been able to do data analysis in a more orderly and fast way, create reports of my analysis to share them with collaborators and students. ### 45. Best IDE for R Workflow **Rating:** 4.0/5.0 stars **Reviewed by:** Andrés E. | Data Engineer, E-Learning, Enterprise (> 1000 emp.) **Reviewed Date:** October 31, 2019 **What do you like best about Posit Team?** RStudio is an IDE packed with features for the R programmer. From a debugger to integrated documentation and easy package management. I particularly like how R Studio handles R Markdown files; it is pretty easy to create reproducible documents that are documented with Markdown. With RStudio I've become less dependent on google to search for documentation for R functionality. It is as easy as adding a ´?´ before the command name in R Studio console and the documentation for that function will display automatically. **What do you dislike about Posit Team?** I would like R Studio to have better collaborative features such as those found in databricks or IPython notebooks. **Recommendations to others considering Posit Team:** Make sure you kleep it up to date as well as the base R package. Sometimes you m **What problems is Posit Team solving and how is that benefiting you?** - Data wrangling - Exploratory Data Analysis using R graphics packages such as base, lattice and ggplot2 - Model development and Machine Learning - Routine data exploration - Integration with dashboard development tools such as Tableau for calculation assistance ### 46. Most of what you need for your analytical projects **Rating:** 4.5/5.0 stars **Reviewed by:** Jose P. | Senior Data Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** October 29, 2019 **What do you like best about Posit Team?** RStudio provides a simple interface where it is easy to find what you need at the right moment. If you need to install a library package, or if you need to run a simple command on the terminal, look at your current variables, sort your datasets visually, look at your created graphs, everything is at the reach of your hand. The shortcuts make the experience of programming a lot better as you can skip some nuisances pertaining to the language itself. **What do you dislike about Posit Team?** The Export Image option in the Plots section doesn't always give the best results. Also, it lacks a default option of block code execution that other software, even if they use another programming language, have as core mechanic. **Recommendations to others considering Posit Team:** Get your hands on the R programming language capabilities and you will realize everything is considered in the RStudio interface. Most of the limitations of the software are dictated by the limitations of the programming language and not by RStudio itself. However, if you are looking for good data visualization options, you should consider another tool. **What problems is Posit Team solving and how is that benefiting you?** It wraps the R programming language in a well done interface, therefore any analytical project in my current workflow has as a step the data exploration availability provided by RStudio. Also, it has the capability of managing your data in files in a quick manner, making it possible for you to integrate the results of your analysis into other tools that work with flat files. ### 47. Updated Coding platform for R **Rating:** 4.0/5.0 stars **Reviewed by:** Gamáh T. | Student Technical Consultant (IT/AVStaff, Level 3), Higher Education, Small-Business (50 or fewer emp.) **Reviewed Date:** August 11, 2019 **What do you like best about Posit Team?** R Studio, the alternate version of the original "R" application, is definitely new and improved. Instead of having to look at separate windows and copy to run code, it is all in one place simultaneously, which makes every step just that much easier. I had started off using R, but once a professor of mine recommended I use Rstudio, I did not go back to R! Combining all the windows into one was a very necessary change. **What do you dislike about Posit Team?** Sometimes R studio can become a little funky when creating variables/adding new variables to an imported data set, which can be annoying. Also, I wish it was more optimized for excel when copying tables as well but that's just a personal minor issue. **Recommendations to others considering Posit Team:** It can be a little overwhelming, as most coding environments are at first, but it is a great coding environment for programming in R **What problems is Posit Team solving and how is that benefiting you?** I do like how it shows your variables made on the right-hand side, which ensures me that my variable is indeed in the data set or has been appended to it correctly. ### 48. Outstanding environment for statistical computation **Rating:** 4.5/5.0 stars **Reviewed by:** Antonio G. Z. | Researcher, Enterprise (> 1000 emp.) **Reviewed Date:** October 02, 2019 **What do you like best about Posit Team?** Rstudio is not only an incredible graphical interface for R language but it represents a complete (the most one) user and development environment. With Rstudio is very easy, for instance, to automatically import datasets and to navigate through source files and workspaces without write any line of code. Plus, it allows for a very efficient management of the generated plots and of the command flow. Eventually, Rstudio is a must-to-have tool for any R user. **What do you dislike about Posit Team?** It's very hard to find some cons about Rstudio. Maybe, some graphical components could be more visually appreciable with an icon restyling **What problems is Posit Team solving and how is that benefiting you?** When I have to proceed with statistical hypothesis, post-hoc analyses and descriptive statistics, including plotting, I heavily use Rstudio for that. ### 49. Simplify the process of updating a database **Rating:** 5.0/5.0 stars **Reviewed by:** Frederick D. | IT Implementer, Information Technology and Services, Mid-Market (51-1000 emp.) **Reviewed Date:** August 07, 2019 **What do you like best about Posit Team?** Knowing the R language and using RStudio allows you to manage data on database, giving the user all the statistical information needed, something especially useful when you’re evaluating historical data. We have used it for ourselves and it has helped us to save a lot of time and advance with our projects. There is only a low risk of losing your information as you’re able to save your codes. Last but not least, RStudio is an open source software. **What do you dislike about Posit Team?** When trying to view large database, sometimes the software doesn’t show all the fields and some information is missing I don't know exactly why this happens, but it's very annoying and it takes too much timeu. Also, I have encountered some bugs that made me return to the terminal and even if it doesn’t happen too often, it's annoying when it does. **Recommendations to others considering Posit Team:** I recommend RStudio for coders and analyst with knowledge on the R language. Once you know this, RStudio is a simply yet useful tool. I prefer this one over other similar software, like Rodeo, because I find Rstudio to be more effective and simpler to use. **What problems is Posit Team solving and how is that benefiting you?** RStudio is a handy tool when it comes to updating a database, as it makes this process shorter and easier. Not only that, but it simplifies the process of creating and even reading databases. When I’m doing some research work, RStudio shows statistical information, helping me a lot with the overall analysis. ### 50. The best tool to start learning and working with R language **Rating:** 5.0/5.0 stars **Reviewed by:** Neus M. | Data & Business Analyst, Enterprise (> 1000 emp.) **Reviewed Date:** November 17, 2019 **What do you like best about Posit Team?** The interface is very friendly, both the console, the script and the environment where you can see your dataset. I started learning R with RStudio and it helps a lot because you can find the packages documentation in the help section of RStudio. You can also write your code in different formats and languages (C++, Python...). **What do you dislike about Posit Team?** Visualizations need a lot of personalization if you want them looking beautiful. **Recommendations to others considering Posit Team:** Very useful to analyze thousands of rows with your data. **What problems is Posit Team solving and how is that benefiting you?** Have a very stable software and interface to write my code and applying machine learning algorithms to my data. ## 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?page=2§ion=pricing&secure%5Bexpires_at%5D=2026-07-31+21%3A35%3A18+-0500&secure%5Bsession_id%5D=9a7d6b4d-0e19-42ea-a370-08a5bcc9b147&secure%5Btoken%5D=f9b1f8251761daff215e30a2cc8a927a1fdd1afacf667a71437b0ff077355ff0&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) - 4.5/5.0 (102 reviews) - [IBM SPSS Statistics](https://www.g2.com/products/ibm-spss-statistics/reviews) - 4.2/5.0 (893 reviews)