--- title: Posit Team Reviews meta_title: 'Posit Team Reviews 2026: Details, Pricing, & Features | G2' meta_description: Filter 575 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: 575 scale: '5' date_modified: '2026-08-07' 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:** 575 ## 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. R studio is a data recovery software **Rating:** 3.5/5.0 stars **Reviewed by:** Verified User in Consumer Services | Enterprise (> 1000 emp.) **Reviewed Date:** November 28, 2017 **What do you like best about Posit Team?** R-Studio recovered over 98% of files in our tests regardless of the file type. **What do you dislike about Posit Team?** It is little difficult to use because built-in hex editor greatly expands the software’s capabilities, provided you know how to use it. **What problems is Posit Team solving and how is that benefiting you?** I did Data analysis with r studio ### 2. Better than nothing **Rating:** 1.5/5.0 stars **Reviewed by:** Anastasiia C. | Mid-Market (51-1000 emp.) **Reviewed Date:** October 11, 2017 **What do you like best about Posit Team?** I appreciate the variety of options that RStudio provides. In other words, you could either programming with R or managing data sets or do both simultaneously. That's really conviniety as you shouldn't switch between different sofwares. **What do you dislike about Posit Team?** Poor ( in my opinion) and non-friendly interface. **Recommendations to others considering Posit Team:** Try it before running Stata if applicable. **What problems is Posit Team solving and how is that benefiting you?** I tried to solve anything, but faced far from intuitive interface and stopped using RStudio. ### 3. Rstudio is best and custom made **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Higher Education | Mid-Market (51-1000 emp.) **Reviewed Date:** January 24, 2018 **What do you like best about Posit Team?** Rstudio is open source and it's best thing . You have many contributors to improve it and even be one of contributors! Above all , you can customize it as per your use. Love it! **What do you dislike about Posit Team?** Rstudio is not that ui friendly which is sometimes irritating. **What problems is Posit Team solving and how is that benefiting you?** I use it in predictive modelling. ### 4. Rstudio for research **Rating:** 3.5/5.0 stars **Reviewed by:** Verified User in Higher Education | Enterprise (> 1000 emp.) **Reviewed Date:** April 09, 2018 **What do you like best about Posit Team?** Works nice and fast, easy to understand. **What do you dislike about Posit Team?** Some packages override other packages variables. **What problems is Posit Team solving and how is that benefiting you?** Research ### 5. Quality product and easy to use **Rating:** 4.5/5.0 stars **Reviewed by:** Bronson B. | Transit Planner, Government Administration, Mid-Market (51-1000 emp.) **Reviewed Date:** February 01, 2017 **What do you like best about Posit Team?** Best part about R-Studio is its simplicity. Being able to navigate inputs as tabs, manage your environment, and constantly see what data frames you have helps users with coming back to projects and being able to pick up where they left off with little downtime. It's also nice to navigate packages while keeping your console and code blocks open. Obviously, its nice that its open source as well and that it can deal with very large data sets, but that is unique to R, not RStudio. **What do you dislike about Posit Team?** Honestly there isn't too much I dislike about the program. There are some shortfalls in the ease-of-use if you aren't familiar with R, but in that case you shouldn't be using such a program. The only reason I didn't rate it 10 is due to the fact I've found it prone to crashing. **What problems is Posit Team solving and how is that benefiting you?** This has helped me work with other colleagues in R, which has revolutionized how we deal with large datasets. Just working in R console seems daunting to most users, but when they look at the interface of RStudio, it is much more approachable and therefore more people will use it. ### 6. R Studio Review **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Information Technology and Services | Small-Business (50 or fewer emp.) **Reviewed Date:** March 14, 2018 **What do you like best about Posit Team?** Ease of visualizing and manipulating large datasets **What do you dislike about Posit Team?** The syntax is a little tricky and can get time getting used to **What problems is Posit Team solving and how is that benefiting you?** Data Engineering and visualization ### 7. Ease of use to run the R code **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Information Technology and Services | Small-Business (50 or fewer emp.) **Reviewed Date:** March 06, 2018 **What do you like best about Posit Team?** R studio is the best place for beginners to get hands on R **What do you dislike about Posit Team?** There is nothing much to dislike anything. **What problems is Posit Team solving and how is that benefiting you?** To run regression analysis, statistical models etc ### 8. Easiest way to use R **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Computer Networking | Enterprise (> 1000 emp.) **Reviewed Date:** January 31, 2018 **What do you like best about Posit Team?** Was a perfect IDE and it met all my requirements. **What do you dislike about Posit Team?** Some more documentarion on licensing (for shiny, etc.) would be nice. Need to know what OSS I can use **What problems is Posit Team solving and how is that benefiting you?** Used as and IDE to code in and create reports and an application ### 9. RStudio Review **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in E-Learning | Small-Business (50 or fewer emp.) **Reviewed Date:** January 21, 2018 **What do you like best about Posit Team?** The way this platform makes it easier to deal with the R language. **What do you dislike about Posit Team?** Actually, I don’t have much to complaint about it, as it does what it’s supposed to do. **Recommendations to others considering Posit Team:** Great platform for those who are programming with R. **What problems is Posit Team solving and how is that benefiting you?** Only experienced this software while studying Data Science. ### 10. Good for starters in research **Rating:** 5.0/5.0 stars **Reviewed by:** Zheng Z. | Research Assistant, Higher Education, Enterprise (> 1000 emp.) **Reviewed Date:** January 24, 2017 **What do you like best about Posit Team?** RStudio has a well-designed interface that is user friendly & easy to get on with. It is coed-based, so it takes some time to learn this language - which is something a little bit intimidating to those who haven't worked as a coder before. However, it is not hard to learn, and once proficient, you can do so many things in R that takes forever in Excel or SPSS. Extra point: RStudio is incredibly powerful, that it conjures up data within seconds. **What do you dislike about Posit Team?** It might be mu delusion, but when dataset is super large, RStudio seems to be operating tiny bit slower than R. **Recommendations to others considering Posit Team:** If you want to be proficient in R - start with using RStudio. **What problems is Posit Team solving and how is that benefiting you?** I work in a neuroscience lab, where we intensively use R to analyze neuro-signal data. By using RStudio, we were able to train all our research assistants so that they can use R to analyze data, and this makes everything so much easier. In the past, we have to use Excel or SPSS to analyze data, and putting data into Excel or SPSS has never stopped being a huge pain for everyone. Now with RStudio, just writing down some codes and it automatically drags the data we want. Also, in the past, after the data analysis, we need to pull out the data and create graphs, put them in powerpoint slide. If data changes, we have to start all over again, which will take forever. Now with RStudio, we simply create graphs and slides within R, and if our database changes, all those graphs and slides change automatically. It works so well, that we cannot think of going back to excel & powerpoint - there' simply no point of doing that. ### 11. Highly recommended for data scientist **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Accounting | Enterprise (> 1000 emp.) **Reviewed Date:** February 13, 2018 **What do you like best about Posit Team?** It has best packages which helps data analysis and modeling very simple and effective. Highly collaborative and easy to use **What do you dislike about Posit Team?** IDE is not much improved when compared to eclipse **What problems is Posit Team solving and how is that benefiting you?** Machine learning modeling and data analysis ### 12. A program that is adaptable and can be used for analyzing and visualizing data. **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Research | Enterprise (> 1000 emp.) **Reviewed Date:** October 09, 2017 **What do you like best about Posit Team?** -Versatile -Extensive library -Active, friendly userbase -Good quality figure output **What do you dislike about Posit Team?** -The initial phase involves a steep learning curve (since I had no prior programming experience) -It can be challenging to identify errors in the code based on official error messages **Recommendations to others considering Posit Team:** -Do a few online, user-friendly tutorials if you are new to coding before getting started (I recommend CodeSchool to start with for a fun twist!) -Familiarize yourself with common libraries in your field **What problems is Posit Team solving and how is that benefiting you?** I used it to analyze the prevalence of fungicide resistance in tomato and potato crops for both local and international growers. The ability to analyze larger data sets was essential. ### 13. It makes all the unique features of R easier to use **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Automotive | Enterprise (> 1000 emp.) **Reviewed Date:** November 29, 2017 **What do you like best about Posit Team?** I like how it has multiple embedded windows and gui access to powerful features of R **What do you dislike about Posit Team?** I think it would be great if there was more of a focus on creating and executing source code files. **What problems is Posit Team solving and how is that benefiting you?** R studio is a great tool kit for creating visualizations, pre processing data and summarizing data all within the same interface. It's much me forcible than tools like Excell, spss, mini tab or python shell. ### 14. Easy to use, free **Rating:** 3.5/5.0 stars **Reviewed by:** Tancy C. Z. | Graduate Student Life Program Peer Coach, Higher Education, Mid-Market (51-1000 emp.) **Reviewed Date:** September 19, 2017 **What do you like best about Posit Team?** What I like the best about RStudio is that it's free, accessible and easy to use **What do you dislike about Posit Team?** Compared to competitor data analytic tools, it is less comprehensive **What problems is Posit Team solving and how is that benefiting you?** Data analysis, cleaning, basic statistics ### 15. A user-friendly UI to start applying your STAT skills **Rating:** 3.5/5.0 stars **Reviewed by:** Meghana H. | Enterprise (> 1000 emp.) **Reviewed Date:** July 20, 2017 **What do you like best about Posit Team?** R-Studio has ease of use. The User Interface is easy to learn and easy to navigate. There is enough documentation and help. The help is easy to access. Graphic capabilities are powerful! **What do you dislike about Posit Team?** The location of variable view and plots could be improved. The layout could be changed to something more spacious. R Studio graphs are great but only if it improved the look and feel if it! **Recommendations to others considering Posit Team:** Great tool for stats oriented professionals **What problems is Posit Team solving and how is that benefiting you?** I used it for data mining. R Studio works great with data visualization. I could mine TBs of data though it computes a little slowly. ### 16. Very powerful software, steep learning curve **Rating:** 3.5/5.0 stars **Reviewed by:** Verified User in Medical Devices | Mid-Market (51-1000 emp.) **Reviewed Date:** October 29, 2017 **What do you like best about Posit Team?** RStudio makes the R language a little easier to work with, giving the user a little more clarity in terms of working with their statistical analysis. **What do you dislike about Posit Team?** While RStudio makes things a little bit clearer, this is still R at its heart, and it still takes a decent amount of time to learn how to achieve your desired goal. **Recommendations to others considering Posit Team:** Take some time to figure out how to achieve your goal in an elegant way-- it'll pay off big time in the future. **What problems is Posit Team solving and how is that benefiting you?** Robust statistical analysis. ### 17. Great simple product to recover deleted files. **Rating:** 5.0/5.0 stars **Reviewed by:** Malik E. | Tech Lead / Solutions Architect, Logistics and Supply Chain, Small-Business (50 or fewer emp.) **Reviewed Date:** September 28, 2017 **What do you like best about Posit Team?** Ease of use and the interface is simple to understand. It's a great product to recover files but not too complex for a harsh learning curve. **What do you dislike about Posit Team?** There is nothing really bad to say about this product other than the scan time it takes for larger drives. **What problems is Posit Team solving and how is that benefiting you?** When we have accidentally deleted files, we were able to recover them saving us time. ### 18. Superior statistical software **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Management Consulting | Mid-Market (51-1000 emp.) **Reviewed Date:** October 24, 2017 **What do you like best about Posit Team?** Ease of use and the fact that it is open source makes RStudio a superior statistical software. **What do you dislike about Posit Team?** There is really slow adoption of this software versus other statistical software in our industry. **What problems is Posit Team solving and how is that benefiting you?** Increased efficiency in having thousands of packages at our disposal on the internet. ### 19. Great interface for using R **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Research | Small-Business (50 or fewer emp.) **Reviewed Date:** October 10, 2017 **What do you like best about Posit Team?** My favorite feature is the fact you can easily see the graphs that you make in RStudio. It saves the trouble of having to open and close multiple tabs. **What do you dislike about Posit Team?** Sometimes it is difficult to figure out the correct size of an image for saving. Larger images cannot be easily visualized. **What problems is Posit Team solving and how is that benefiting you?** RStudio allows me to easily visualize the data that I have. It is also a great tool to teach those first starting to use R. For instance, it lets you see the data in a very excel like format. ### 20. R Studio review by beginner user **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Research | Mid-Market (51-1000 emp.) **Reviewed Date:** October 27, 2017 **What do you like best about Posit Team?** I like the community base around R studio where if you don't know a code, someone will always answer your question. **What do you dislike about Posit Team?** Coding can be tedious and frustrating at times, but with experience it becomes much easier. **What problems is Posit Team solving and how is that benefiting you?** I am able to quickly analyze and organize large datasets. It is easier to manipulate the coding based on the type of data. Once you have a sequence of coding that works, it is extremely easy to use it again on a different dataset. ### 21. RStudio **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Insurance | Enterprise (> 1000 emp.) **Reviewed Date:** December 31, 2017 **What do you like best about Posit Team?** The gui of RStudio allows for easy tracking of variables and data tables created. **What do you dislike about Posit Team?** Sometimes the syntax trips me up because it is slight different than many other languages I use. **What problems is Posit Team solving and how is that benefiting you?** Predictive modeling. It is Ana amazing statistical software that can be efficient when you linearize your code. ### 22. Statistical Analysis using R **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Higher Education | Small-Business (50 or fewer emp.) **Reviewed Date:** October 17, 2017 **What do you like best about Posit Team?** R makes it very easy to combine data manipulation with statistical analysis. Predictive analytics are easy to derive insights from in the same tool that you would use for data extraction and manipulation. **What do you dislike about Posit Team?** There are some issues with R when trying to production tables and outputs where a language like python would work better. Also the SQL interface when using RMarkdown is not always reliable. **What problems is Posit Team solving and how is that benefiting you?** With R we are able to parse data, perform data cleanup, and run geolocation analysis through available packages. ### 23. Best statistical software **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Research | Enterprise (> 1000 emp.) **Reviewed Date:** December 19, 2017 **What do you like best about Posit Team?** It's free and comprehensive. Staticians' lingua franca. **What do you dislike about Posit Team?** Steep learning curve. Poor documentation. **What problems is Posit Team solving and how is that benefiting you?** Predictive models. ### 24. R Studio for statistics **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Higher Education | Enterprise (> 1000 emp.) **Reviewed Date:** October 02, 2017 **What do you like best about Posit Team?** R is an easy coding language, but it is also flexible and can be used for both simple and complicated coding. **What do you dislike about Posit Team?** Data cleaning, such as renaming, recoding, and computing new variables in R can be time consuming and results in bulky code. **What problems is Posit Team solving and how is that benefiting you?** I use R Studio for most of my statistical computing. ### 25. R studio great addition to R base package **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Hospital & Health Care | Enterprise (> 1000 emp.) **Reviewed Date:** September 19, 2017 **What do you like best about Posit Team?** The R studio program adds a user-friendly component to the standard R program. The functionality has improved with each update and these features improve the ability to view and process your data. **What do you dislike about Posit Team?** The output formats for R markdown files can be difficult to format in a predictable way, particularly for PDF files. **What problems is Posit Team solving and how is that benefiting you?** Statistical analysis for clinical research. ### 26. Must-have software for all R users. **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Research | Enterprise (> 1000 emp.) **Reviewed Date:** March 14, 2017 **What do you like best about Posit Team?** - Makes R even better. - It helps you know which objects / datasets you are working with at all times. - The windows help you navigate through graphs and help files. - It is free. - It helps you keep your sanity while using R. **What do you dislike about Posit Team?** Well, it makes R very user-friendly. I am not sure how I feel about that. In more serious terms, sometimes you might run into compatibility issues with certain R packages. During my five-year experience with RStudio, I run into a total number of "1" compatibility issue. I survived. **Recommendations to others considering Posit Team:** Start using RStudio now! **What problems is Posit Team solving and how is that benefiting you?** I teach research methods using R and also use R in my own research (did I mention R and RStudio are both free?). The main benefit of RStudio is basically making R into more of a software. Otherwise, R is a command-line program. Try explaining command-line to a 18 year-old PR student, I dare you! ### 27. Big data **Rating:** 5.0/5.0 stars **Reviewed by:** Ameya B. | Data Analyst, Small-Business (50 or fewer emp.) **Reviewed Date:** May 04, 2017 **What do you like best about Posit Team?** it loads huge data and can be used to create graphs and plots easily **What do you dislike about Posit Team?** nothing really, I actually enjoy working using in R studio **Recommendations to others considering Posit Team:** great to work with **What problems is Posit Team solving and how is that benefiting you?** Graphs and mapping becomes easily ### 28. Great upgrade to standard R suite **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Higher Education | Enterprise (> 1000 emp.) **Reviewed Date:** October 03, 2017 **What do you like best about Posit Team?** Everything is contained within a single window. **What do you dislike about Posit Team?** Sometimes there are issues when trying to save a graphic as a PDF. Maybe due to R packages being used, but such functions work with other programs. **Recommendations to others considering Posit Team:** Great beginning software. Pursue workshops. **What problems is Posit Team solving and how is that benefiting you?** Statistical analyses of large datasets. Quick and easy to use. ### 29. Rstudio **Rating:** 2.5/5.0 stars **Reviewed by:** Verified User in Hospital & Health Care | Enterprise (> 1000 emp.) **Reviewed Date:** January 29, 2018 **What do you like best about Posit Team?** Ease of learning curve. It is am.easy product to learn **What do you dislike about Posit Team?** The fact that it seems overbearing to learn all the tips and tricks **Recommendations to others considering Posit Team:** Yes **What problems is Posit Team solving and how is that benefiting you?** Optimization.models, efficiency, management engineering ### 30. Statistical Analysis made easy **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Research | Mid-Market (51-1000 emp.) **Reviewed Date:** November 01, 2017 **What do you like best about Posit Team?** The abundance of modules and inbuilt functions to do a multitude of tasks ranging from statistical analysis to differential calculus. **What do you dislike about Posit Team?** Interface is a little different in RStudio as compared to IDEs for other languages. I don't really dislike it but it was something I had to get used to. **Recommendations to others considering Posit Team:** Easy to use. Good for non CS or Math people while doing analysis. **What problems is Posit Team solving and how is that benefiting you?** Statistical Analysis of datasets for regression and classification. ### 31. Great platform to write R code. **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Government Administration | Mid-Market (51-1000 emp.) **Reviewed Date:** December 16, 2017 **What do you like best about Posit Team?** It's integration with shiny to publish web applications. Extremely user friendly. Installing packages and information about them is easily available. **What do you dislike about Posit Team?** Hosting web applications on shiny isn't free. Sometimes r is not able to handle to much of data. **What problems is Posit Team solving and how is that benefiting you?** Healthcare analytics. Increasing the revenue by analysing claims data. ### 32. Easy for Data Analysis and Web Scraping **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Non-Profit Organization Management | Mid-Market (51-1000 emp.) **Reviewed Date:** May 11, 2017 **What do you like best about Posit Team?** R Studio is a much enhanced version of the R GUI. I'd highly recommend for anyone considering running R code. It allows for color-coding of functions and other tags. It has error-analysis and is easy to download. **What do you dislike about Posit Team?** I've never had a problem with it- though I hear now that you may to pay for licenses. Mine was free, so that may have been an older feature. Regardless- it is highly worth it over the older, clunkier R GUI. **Recommendations to others considering Posit Team:** It is the way to go when it comes to data analysis. **What problems is Posit Team solving and how is that benefiting you?** Web scraping and reading CSV files for data manipulation are the primary use. It helps us understand a lot of our data. ### 33. Great tool for easier visualization and programming **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Environmental Services | Enterprise (> 1000 emp.) **Reviewed Date:** November 09, 2017 **What do you like best about Posit Team?** I like the user-friendly interface to assist in graphing and statistical analysis. **What do you dislike about Posit Team?** I don't have any complaints. It is easy to use and there is plenty of troubleshooting assistance on the internet if desired. **What problems is Posit Team solving and how is that benefiting you?** The graphing tools and statistical analysis made possible with RStudio is great. The open source nature also makes it easy to learn more about programming. ### 34. Great graphical and statistical software **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Hospital & Health Care | Enterprise (> 1000 emp.) **Reviewed Date:** December 27, 2017 **What do you like best about Posit Team?** Ease of use Can code Efficiently Help function is very useful while using new packages **What do you dislike about Posit Team?** Crashes too often if loading a huge dataset or a different package **What problems is Posit Team solving and how is that benefiting you?** Statistics and graphical usage to analyze biological data ### 35. Flexible, no-frills workspace **Rating:** 5.0/5.0 stars **Reviewed by:** Raul G. | Small-Business (50 or fewer emp.) **Reviewed Date:** March 21, 2017 **What do you like best about Posit Team?** Ease of use, flexibility to adjust the screen layout, and ability to easily interact with the base R server. It provides an easy to use interface to access most of the features available in R. **What do you dislike about Posit Team?** The syntax highlighting could use some improvement to bring it up to par with other editors such as Atom or Notepad++, for example. **What problems is Posit Team solving and how is that benefiting you?** The vast collection of statistical packages in R is easily available through RStudio. I have been using RStudio to analyze large financial datasets for many years. Some of the more tedious housekeeping tasks in R are nicely handle by RStudio. ### 36. This is a powerful math language, put into a more user friendly UI. **Rating:** 4.5/5.0 stars **Reviewed by:** Alexander B. | Research Assistant, Program Development, Small-Business (50 or fewer emp.) **Reviewed Date:** September 20, 2017 **What do you like best about Posit Team?** I like the small, yet effective changes they put in which are different from the base R UI. **What do you dislike about Posit Team?** I dislike some of the features of R in general. **What problems is Posit Team solving and how is that benefiting you?** I have not run into any problems with it, and have benefitted from the better UI. ### 37. Insightful **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Information Technology and Services | Enterprise (> 1000 emp.) **Reviewed Date:** January 02, 2018 **What do you like best about Posit Team?** Flexibility to analyze data. Assistance in visualizing data. **What do you dislike about Posit Team?** The load times to execute code. compatibility with SAP data sources **Recommendations to others considering Posit Team:** Extremely useful tool **What problems is Posit Team solving and how is that benefiting you?** Business Analysis. Data Visualozation. KPI Tracking. ### 38. Powerful program but not too user friendly **Rating:** 4.5/5.0 stars **Reviewed by:** Adam W. | Network Administrator, Information Technology and Services, Mid-Market (51-1000 emp.) **Reviewed Date:** January 27, 2017 **What do you like best about Posit Team?** This is my favorite of all the file recovery software I've tried. I like the interface and scan mechanism and the ability to save scan information. It searches for known file types along with unknown and has helped recover important files. **What do you dislike about Posit Team?** The software is not too user friendly. Once a scan has been completed you are presented with multiple results organized in a sort of directory tree. Exactly what the difference is between the branches of the tree are I'm not sure, and if there's a way to focus your results better, I'm not sure about that either. **Recommendations to others considering Posit Team:** The program is powerful, affordable, and has good support. **What problems is Posit Team solving and how is that benefiting you?** Accidentally deleted files is problem in any environment, recovering them is the benefit. ### 39. Simple and clean **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Banking | Mid-Market (51-1000 emp.) **Reviewed Date:** December 11, 2017 **What do you like best about Posit Team?** Cuts down advanced tasks in just a few lines of code. **What do you dislike about Posit Team?** That I have to do the install and updates myself. Open source means that there are disparate support sites. **What problems is Posit Team solving and how is that benefiting you?** Predictive analytics, repeat manual tasks to consolidate databases. ### 40. Excellent Development Environment for R **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Information Technology and Services | Enterprise (> 1000 emp.) **Reviewed Date:** December 12, 2017 **What do you like best about Posit Team?** I like the way R Studio makes it easy to write and test R code. **What do you dislike about Posit Team?** It doesn't have all of the bells and whistles of other commercial IDEs. **What problems is Posit Team solving and how is that benefiting you?** To develop solutions in data science using R ### 41. A much better tool for doing data analytics **Rating:** 4.0/5.0 stars **Reviewed by:** Neel K. | Software Developer, Information Technology and Services, Enterprise (> 1000 emp.) **Reviewed Date:** April 27, 2017 **What do you like best about Posit Team?** it's an open source and comes with lots of open source packages for analytics. **What do you dislike about Posit Team?** Visualization is not available, you need to write so many lines of code for making the graphs speak. **What problems is Posit Team solving and how is that benefiting you?** It allowed easy load to billions of records. We basically used it for Forecast shipment and sales . After trying lots of models, we finalized one model. We used that model to embed in the frontend and used it Whatif scenario. ### 42. RStudio **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Mental Health Care | Enterprise (> 1000 emp.) **Reviewed Date:** December 11, 2017 **What do you like best about Posit Team?** It allows you to use code, allowing for straightforward analyses **What do you dislike about Posit Team?** It takes time to learn the code, however it is quite worth the investent **Recommendations to others considering Posit Team:** Check online forums for help with coding **What problems is Posit Team solving and how is that benefiting you?** Biopsychological research ### 43. Simply the best R ide **Rating:** 4.0/5.0 stars **Reviewed by:** Joe W. | Data Scientist, Higher Education, Enterprise (> 1000 emp.) **Reviewed Date:** June 30, 2017 **What do you like best about Posit Team?** Easy to use, quick to launch, complete support for development in R. **What do you dislike about Posit Team?** Sometimes can be a bit buggy. Debugging isn't as intuitive as it should be. **What problems is Posit Team solving and how is that benefiting you?** We do data analysis using R study. It's an essential tool at our workplace. ### 44. R Studio Review **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Broadcast Media | Small-Business (50 or fewer emp.) **Reviewed Date:** October 23, 2017 **What do you like best about Posit Team?** I like the different options that R Studio provides users-whether it be from an education or professional landscape. I have used his both to conduct research in the University as well as research for media and political platforms. **What do you dislike about Posit Team?** For those who are not coders, it is daunting to use R Studio at first. **What problems is Posit Team solving and how is that benefiting you?** Research, documentation, statistical work. ### 45. Most amazing IDE for R **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Investment Banking | Enterprise (> 1000 emp.) **Reviewed Date:** December 15, 2017 **What do you like best about Posit Team?** Extremely user friendly, love the panes. Also R markdown, Rpubs as well as integration with got and svn. **What do you dislike about Posit Team?** Not much to dislike, there is no better option. **What problems is Posit Team solving and how is that benefiting you?** Data science ### 46. Great **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Higher Education | Enterprise (> 1000 emp.) **Reviewed Date:** December 11, 2017 **What do you like best about Posit Team?** It's R and usable. Helpful for stats and visualization. **What do you dislike about Posit Team?** Learning menu that is different from Rcmdr or SPSS. Not having great organization support for using this. **Recommendations to others considering Posit Team:** Use it, it's free **What problems is Posit Team solving and how is that benefiting you?** Stats ### 47. Using a R without Rstudio would be ridiculous. **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Government Administration | Enterprise (> 1000 emp.) **Reviewed Date:** November 21, 2017 **What do you like best about Posit Team?** R STUDIO makes the interface of R easier to use and look at. **What do you dislike about Posit Team?** I didn't know it existed for my first 2 years if using R! **Recommendations to others considering Posit Team:** I'm not sure why you wouldn't use it! **What problems is Posit Team solving and how is that benefiting you?** Data analysis, ease of learning R ### 48. Awesome recovery software **Rating:** 5.0/5.0 stars **Reviewed by:** Jeff B. | Technicial Support, Public Safety, Small-Business (50 or fewer emp.) **Reviewed Date:** July 29, 2017 **What do you like best about Posit Team?** I used this software personally to recover data from a failed RAID 0. This software was able to pull most data, where most other software wasn't able to pull much of anything. **What do you dislike about Posit Team?** Nothing, this software saved me hours of recreating work that would have been otherwise lost. **What problems is Posit Team solving and how is that benefiting you?** Time saving, for being able to recover data from a failed RAID. ### 49. Easy to use **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Financial Services | Enterprise (> 1000 emp.) **Reviewed Date:** November 28, 2017 **What do you like best about Posit Team?** Its best to performs statistics using R. The results are essy to comprehend and implement **What do you dislike about Posit Team?** Shows only 100 columns from the data when you view the data as a data frame **Recommendations to others considering Posit Team:** Try python instead **What problems is Posit Team solving and how is that benefiting you?** Machine learning ### 50. Amazing experience **Rating:** 5.0/5.0 stars **Reviewed by:** Ivano M. | Assistant Professor, Research, Enterprise (> 1000 emp.) **Reviewed Date:** July 13, 2017 **What do you like best about Posit Team?** The possibility to perform very powerful data analyses with a powerful language. Good data visualization. **What do you dislike about Posit Team?** Nothing, it is really good like it is now. **What problems is Posit Team solving and how is that benefiting you?** Data analysis for scientific results. ## 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=10§ion=pricing&secure%5Bexpires_at%5D=2026-08-07+11%3A36%3A05+-0500&secure%5Bsession_id%5D=aa9c727b-92e4-4350-8925-b57190bd5bd1&secure%5Btoken%5D=aa188324ec1bc4637ba342705f8b6ba6b360552fe316bd6200b1a10695722d31&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 **Additional Functionality** - Tagging - Natural Language Processing - Data Extraction - Multi-Language - Predictive Analytics - Drag & Drop - Speech Recognition - Reporting/Analytics - Data Storage Management - Virtual Personal Assistant (VPA) - AI Copilot - Customer Segmentation - Collaboration Tools - Data Import/Export - Generative AI - For eCommerce - Role-Based Permissions - Customizable Branding - Search/Filter - Monitoring - Document Management - API - Data Visualization - Trend Analysis - Machine Learning - Access Controls/Permissions - Alerts/Escalation - Performance Metrics - Real-Time Data - Third-Party Integrations - Mobile App - Multiple Data Sources - For Sales Teams/Organizations - Sentiment Analysis - Activity Dashboard - Chatbot - Workflow Automation **Administration** - Quality Control - Data Sampling - Collaboration - Multiple Data Sources - Real-Time Data - Statistical Process Control **System** - Data Ingestion & Wrangling - Real-Time Data **Model Development** - Language Support - Drag and Drop - Pre-Built Algorithms - Model Training - Database Support - Multi-Language **Database** - Real-Time Data Collection - Data Distribution - Data Lake **Capabilities** - Data Visualization - Survival Analysis - Risk Data Attributes - Cost Analysis - Multivariate Analysis - What-if Analysis - Statistical Analysis - Bayesian Analysis - Trend Analysis - Regression 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 - Generative AI **Additional Functionality** - Customizable Reports - Collaboration Tools - Data Extraction - Semantic Search - Data Storage Management - Ad hoc Reporting - Reporting/Analytics - Predictive Analytics - Activity Dashboard - Access Controls/Permissions - Visual Analytics - Data Mapping - Data Synchronization - Statistical Analysis - Categorization/Grouping - Trend Analysis - Data Profiling - Linked Data Management - Data Visualization - API - Multiple Data Sources - Sentiment Analysis - Search/Filter - Data Import/Export - Data Capture and Transfer - AI Copilot - Monitoring - Data Connectors - Ad hoc Analysis - Text Mining - Reporting & Statistics - Predictive Modeling - Real-Time Analytics - Configurable Workflow - Tagging - Endpoint Management - No-Code - Data Preparation - Auditing - Big Data Analytics - ML Algorithm Library - Data Management - Activity Tracking - Data Security - Workflow Management **Additional Functionality** - Compliance Tracking - Real-Time Reporting - Statistical Simulation - Forecasting - Neural Network Modeling - Visual Analytics - Access Controls/Permissions - Data Connectors - Customizable Reports - Drag & Drop - Self Service Data Preparation - Performance Metrics - Data Transformation - Activity Dashboard - Data Extraction - Reporting/Analytics - Predictive Analytics - API - AI Copilot - Association Discovery - Ad hoc Reporting - Reporting & Statistics - Third-Party Integrations - Customization - Search/Filter - Monitoring - Data Clustering - Data Import/Export - SSL Security - File Storage - Decision Tree - Multiple Scoring Models **Processing** - Cloud Processing - Workload Processing **Generative AI** - AI Text Generation - AI Text Summarization - AI Text-to-Image - Generative AI **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 - Third-Party Integrations **Building Reports** - Data Transformation - Data Modeling - WYSIWYG Report Design - Integration APIs - Real-Time Data - Real-Time Data - Third-Party Integrations **Platform** - Mobile User Support - Customization - User, Role, and Access Management - Internationalization - Sandbox / Test Environments - Performance and Reliability - Breadth of Partner Applications - Mobile Access - Metadata Management ## 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 (104 reviews) - [IBM SPSS Statistics](https://www.g2.com/products/ibm-spss-statistics/reviews) - 4.2/5.0 (893 reviews)