--- 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: '2026-08-04' 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. R Studio **Rating:** 2.5/5.0 stars **Reviewed by:** David C. | Researcher, Enterprise (> 1000 emp.) **Reviewed Date:** October 24, 2018 **What do you like best about Posit Team?** The interface is nice and the modeling features are nice. I like R, I like Rstudio, better than SAS and better than a lot of other software. I like R. This sort of thing is quite used for research purposes and whatnot but it could be used for other things as well. Like for education, finance, and a lot of other sectors **What do you dislike about Posit Team?** Interface could be more customized and faster. R could be better, could be better documented, could do with more python like features, get more stuff, etc. Could improve on speed and other aspects as well. **Recommendations to others considering Posit Team:** Go for it **What problems is Posit Team solving and how is that benefiting you?** Modeling and statistical analysis, Can't talk about specifics due to NDA, but mostly stats and analysis of data and whatnot. It is quite nice actually. Very revolutionary and will bring lots of benefits to the world. This is what research is really about. Funding is an issue, but it wouldn't be an issue if everyone knew what we were doing. The world will be a better place with our research and it would really be out there. Space, it will be reachable with the amount of work we do with gravity. That's the biggest problem. Gravity. If we solve gravity, we can get to space and we can get to other planets, like what Elon musk wants to do. But the government doesn't like having people out there without their control so they restrict our funding. That is not good. ### 2. Why you should use RStudio! **Rating:** 5.0/5.0 stars **Reviewed by:** Pablo l. | Small-Business (50 or fewer emp.) **Reviewed Date:** August 05, 2018 **What do you like best about Posit Team?** RStudio is amazing. I love the fact that it is open source, and it works perfectly with R. There are so many packages developed by others that can be easily obtained from CRAN or Bioconductor, making analysis very intuitive and user-friendly. All the functions also come with good documentation and plenty of examples to follow along, which was tremendously helpful when I was starting as a beginner user last year. **What do you dislike about Posit Team?** Sometimes I find that writing your own packages or programs to perform calculations is not so simple. For example, I tried to write a function that would classify a set of products and perform a similarity calculation between suppliers. Writing new functions from scratch was a bit difficult for me, as I didn't find very good documentation that was easy to follow. I have had to rely on others' packages, which have also worked well. **Recommendations to others considering Posit Team:** Definitely recommended - it is free for everyone, which is especially a great benefit for students. Use it more in classes to expose students to a variety of visualization, modeling, and data mining tasks. **What problems is Posit Team solving and how is that benefiting you?** I am using RStudio to run predictive analyses, specifically I am trying to predict sales for a given week based on predictors such as the number of visits to our website, the links users click on, their purchase history, etc. RStudio has very good functions for building regression and machine learning models for this type of work. I realized that the biggest benefit is that it is free. I previously used Stata, so I had to pay. ### 3. User review for RStudio **Rating:** 4.0/5.0 stars **Reviewed by:** Hao-Yu Y. | Algorithm Engineer, Biotechnology, Mid-Market (51-1000 emp.) **Reviewed Date:** November 25, 2018 **What do you like best about Posit Team?** The R notebook function is very handy and helps convey ideas in a clear and concise fashion. Intellisense of Rstudio are pretty robust. **What do you dislike about Posit Team?** The knitting process of the R markdown notebook can be faster. Some hotkeys combination could be improved. **Recommendations to others considering Posit Team:** Rstudio is a great IDE if you're working with the R language or if you want to work with genetic data in general. **What problems is Posit Team solving and how is that benefiting you?** I work with healthcare data. RStudio makes it easy to handle genetic data with a lot of community support in the forms of packages and tutorials all integrated in one environment. ### 4. RStudio review **Rating:** 5.0/5.0 stars **Reviewed by:** Sinjini M. | Associate Professor of Information Systems and Decision Sciences, Enterprise (> 1000 emp.) **Reviewed Date:** July 30, 2018 **What do you like best about Posit Team?** RStudio is an amazing statistical software to use today. It is not only good for basic data analysis and visualization but also for more sophisticated statistical modeling and inference. I use RStudio for both my research projects and teaching and students love it as well. The best part about RStudio is that it is open-source (hence free). It also has several libraries with built-in functions that are useful. **What do you dislike about Posit Team?** The main thing that I dislike about R and RStudio is the file handling aspect. Sometimes files that are read into RStudio need to be manipulated in some ways to apply certain techniques (like ANOVA or Analysis of Variance). I wish this was simpler as in other software packages like SPSS. Another minor thing is that the learning curve may be a little steeper for undergraduate students (every function and use is not as intuitive). **Recommendations to others considering Posit Team:** Definitely recommend - it is free for all, which is especially a huge benefit for students. Use it more in classes to expose students to a variety of visualization, modeling and data mining tasks. **What problems is Posit Team solving and how is that benefiting you?** I use RStudio to perform both simple and complex statistical analyses for my research projects and also teach courses on Business Statistics and Data Science using it. Students love it and it is relatively easy to learn if you have some programming background. RStudio has enabled me to apply different types of statistical and data mining algorithms to different types of data easily and obtain the results that are eay to understand, present, and interpret. ### 5. Amazing platform for data analytics **Rating:** 5.0/5.0 stars **Reviewed by:** Divyansh A. | Founder, Research, Small-Business (50 or fewer emp.) **Reviewed Date:** July 30, 2018 **What do you like best about Posit Team?** RStudio is incredible. I love the fact that it is open source, and works seamlessly with R. There are so many packages developed by others that can be easily obtained from CRAN or Bioconductor, so performing analytics is very intuitive and user-friendly. All the functions also come with good documentation and plenty of examples to follow-along, which was tremendously helpful when I was starting out as a beginner user lats year. **What do you dislike about Posit Team?** I sometimes find that writing your own packages or programs to do computations is not as straightforward. For instance, I tried to write a function that would rank a set of products and perform a similarity calculation between the vendors. Writing new functions from scratch was a bit hard for me as I did not find very good documentation that was easy to follow. I have had to rely on other's packages, which has worked out well too. **What problems is Posit Team solving and how is that benefiting you?** I'm using RStudio to run predictive analytics, specifically I'm trying to predict sales for a given week based on predictors such as number of visits to our website, what links users click on, their past purchase history, etc. RStudio has very good functions to build regression and machine learning models for such work. I realized that the biggest benefit is that it is free of cost. I was previously using Stata for which I had to pay. ### 6. Makes large data sets simple to interpret! **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Higher Education | Enterprise (> 1000 emp.) **Reviewed Date:** October 10, 2018 **What do you like best about Posit Team?** The software is simple to learn, and there are many guides available as needed. I also like how simple it is to get help with using different packages within the program. I also like the availability of RMarkdown that can be used to turn codes into html. **What do you dislike about Posit Team?** Sometimes I struggle with adding commas and keeping my symbols/punctuation straight. With Stata, punctuation and symbols aren't as necessary when inputting the commands. **Recommendations to others considering Posit Team:** Definitely make sure to use the resources that are all over the internet for help with RStudio. Almost anything you could possibly need help on is out there, and will make your life a lot easier! I also think it's good to have a good background in another stats program first because then the manipulations that you will need to do will make a lot more sense. **What problems is Posit Team solving and how is that benefiting you?** I am able to quickly and easily find the data results and answers that I am looking for when my data sets have upwards of 200,000 observations. This is very useful and saves time. ### 7. Great tool for R programming **Rating:** 4.5/5.0 stars **Reviewed by:** Chirag A. | Talend Development Lead, Information Technology and Services, Enterprise (> 1000 emp.) **Reviewed Date:** January 03, 2019 **What do you like best about Posit Team?** The best this about R studio is that it is free of cost available over the internet. Also it is very light. **What do you dislike about Posit Team?** This is completely command based interface, although very few GUI features are available. **Recommendations to others considering Posit Team:** One thing they can improve is the addition of few more GUI related component and autocomplete feature while typing the command. **What problems is Posit Team solving and how is that benefiting you?** We are creating data science programs using R studio, programmed in R language. ### 8. An amazing companion for every Data Analyst! **Rating:** 5.0/5.0 stars **Reviewed by:** Ravi B. | Programmer/Analyst, Mid-Market (51-1000 emp.) **Reviewed Date:** November 22, 2018 **What do you like best about Posit Team?** Clean, Modern UI, command assist functionality, able to deploy any R package. The interface is welcoming. You can view the data and the graphs, the charts in multiple configurable windows. For standalone users, there is a Free version, for bigger enterprises, they have paid model as well. **What do you dislike about Posit Team?** There is nothing to dislike about RStudio. It is a complete package for R lovers. **Recommendations to others considering Posit Team:** If you are in R programming or planning to dip your feet, RStudio is for you. Give it a shot and you will fall in love with R. **What problems is Posit Team solving and how is that benefiting you?** I am working on various Data Analysis and Forecasting projects. So far, I have been able to utilize some of the R packages to analyze the loaded datasets and draw inferences regarding some of the hypothesis. ### 9. Most Popular GUI based IDE for R programming **Rating:** 3.5/5.0 stars **Reviewed by:** Vasu G. | Head - Technical Events at IT Association, Education Management, Mid-Market (51-1000 emp.) **Reviewed Date:** July 16, 2018 **What do you like best about Posit Team?** R Studio has an amazing User Interface with all the different windows providing bird eye view of the data with a vast array of function and libraries available which are easy to install and use. R Studio has all the other features that are expected from an IDE for such a strong language. **What do you dislike about Posit Team?** The installation process is complicated when installing for the first time. Also, the layout can get clumsy sometimes. The memory usage needs to be optimized so that variables and functions can work more efficiently. **Recommendations to others considering Posit Team:** RStudio is definitely recommended for beginners working with R for data analytics. **What problems is Posit Team solving and how is that benefiting you?** R Studio has helped me in various Data Analysis projects with K Mean Clustring, Naive Bayes and Decision Tree based data analysis and prediction. ### 10. R Studio Review **Rating:** 3.0/5.0 stars **Reviewed by:** Gabrielle B. | Teaching Assistant, Non-Profit Organization Management, Small-Business (50 or fewer emp.) **Reviewed Date:** January 04, 2019 **What do you like best about Posit Team?** It does exactly what it's meant for. Once you know how to use it is extremely useful for data management and analyses. **What do you dislike about Posit Team?** Not incredibly user friendly. Steep learning curve. Not useful for visualization or certain data analyses. **Recommendations to others considering Posit Team:** Must learn strong basis of statistics before using. Supplement program use with other data entry software. **What problems is Posit Team solving and how is that benefiting you?** It is very efficient. Allows for quick problem solving. ### 11. Good but not the best **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Information Technology and Services | Mid-Market (51-1000 emp.) **Reviewed Date:** March 06, 2019 **What do you like best about Posit Team?** What I really like about the R Studio is that you see your code and the output on the single screen. Basic features like autocomplete, auto-suggestions are okay. **What do you dislike about Posit Team?** It is very slow, what I mean is it require very good hardware configuration to run R Studio smoothly. Parallel file processing is not supported. **Recommendations to others considering Posit Team:** its a good software but need bit improvements if you are using low hardware configuration I would not recommend RStudio rather I would suggest you to go with Microsoft R or alteryx analytics **What problems is Posit Team solving and how is that benefiting you?** Most of the time I used R Studio for data analysis (I guess every R developer uses this software for development) ### 12. Great product, makes R as good as SAS **Rating:** 4.5/5.0 stars **Reviewed by:** Richard N. | CTO, Small-Business (50 or fewer emp.) **Reviewed Date:** February 22, 2019 **What do you like best about Posit Team?** Anyone with any experience will know what it is like to use SAS and old style packs. this makes its much better with modern interface and great syntax. **What do you dislike about Posit Team?** Didn't like the default plotter. I guess that is an inherent limitation in R, but if you want to do anytthing, you have to use GGplot **Recommendations to others considering Posit Team:** Definitely use this! **What problems is Posit Team solving and how is that benefiting you?** Data analytics. Allows me to use enterprise level software without paying for a full SAS or STATA license. ### 13. Effective for analysis as a graduate student **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Computer Software | Enterprise (> 1000 emp.) **Reviewed Date:** February 22, 2019 **What do you like best about Posit Team?** RStudio is one of the softwares with the simplest design with ability to perform complex analytical tasks. The best thing I'd say is the easy API access and open-source nature of the software. **What do you dislike about Posit Team?** The simple design is a little less intuitive, so for beginners things could be a little ambiguous. **Recommendations to others considering Posit Team:** Switch to RStudio if you love open-source software and like transparent deign and implementation. **What problems is Posit Team solving and how is that benefiting you?** We at our university have been using RStudio for a project in a venture to generate statistical analysis of customer research data. RStudio has been able to provide us with extensive software reports. Since most of our members were proficient in R, using RStudio was trouble-free. ### 14. Great tool for R programming **Rating:** 5.0/5.0 stars **Reviewed by:** Luis C. | Ingeniero de soporte de redes, Enterprise (> 1000 emp.) **Reviewed Date:** July 31, 2018 **What do you like best about Posit Team?** I really like the user interface design. It is it very intuitive with different sections like code, console, file paths, libraries. Another good point is the easy way of searching and installing new libraries that make your work more simple and fast **What do you dislike about Posit Team?** I wouldn't know what to say. I think this tool doesn't have any cons. It is made for any kind of user for beginners and also advanced users and can be used in some many different fields **Recommendations to others considering Posit Team:** Very easy to use but in case you have some problems, you can check the official documentation or even non official. There are a lot of documentation on the Internet. **What problems is Posit Team solving and how is that benefiting you?** Fast and efficient R programming. It is currently the best and more most famous framework for R development used for big data and business intelligent projects ### 15. The open source program **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Package/Freight Delivery | Mid-Market (51-1000 emp.) **Reviewed Date:** May 02, 2019 **What do you like best about Posit Team?** You can instantly input a function and the perfect result comes ut. **What do you dislike about Posit Team?** How it is difficult to learn at first because it has a variety of functions you have to memorize and certain prerequisite inputs you need for the other inputs to work. **Recommendations to others considering Posit Team:** Make sure to watch a lot of youtube tutorials. **What problems is Posit Team solving and how is that benefiting you?** How to formulate statistical charts and graphs to help produce a better result. This thorough result is then given to my superior. ### 16. My favorite framework **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Research | Small-Business (50 or fewer emp.) **Reviewed Date:** January 21, 2019 **What do you like best about Posit Team?** I like the interface, usability and the simple package structure that doesn't require deep programming language. **What do you dislike about Posit Team?** I do not like the way how the errors are described. It appears to be very uninformative, the error messages are usually encrypted giving no clue where to look for a mistake. **What problems is Posit Team solving and how is that benefiting you?** RStudio provides an excellent platform for data analytics and visualization, which is especially valuable when working with big data. I am working with patients sequencing data (metagenomics, metatranscriptomics), building models predicting metabolic processes within the gut microbiome. ### 17. More user-friendly than R **Rating:** 3.5/5.0 stars **Reviewed by:** Verified User in Education Management | Enterprise (> 1000 emp.) **Reviewed Date:** June 08, 2019 **What do you like best about Posit Team?** It's open-source and there are plenty of packages for whatever data analysis technique you need. **What do you dislike about Posit Team?** It's more user-friendly than R, but it's still pretty hard to use. The online guides aren't very helpful. **What problems is Posit Team solving and how is that benefiting you?** I use it mainly for regression analysis of industrial/organizational psychology data. It's been pretty helpful for viewing and displaying my results. ### 18. Great IDE **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Research | Enterprise (> 1000 emp.) **Reviewed Date:** April 01, 2019 **What do you like best about Posit Team?** I like the flexibility that R studio provides. The many format options for the final output code and its compatibility with both, mac and windows. **What do you dislike about Posit Team?** Not much to dislike about R studio. One of its disadvantages, which is in a sense an advantage, is its flexibility. It allows the user to run small chunks of code at a time making it challenging sometimes to keep track of where the code is. **What problems is Posit Team solving and how is that benefiting you?** Statistical analysis for different research questions. Also, and advantage is Rnotebook which makes sharing code easy ### 19. The tool you need if you are exclusively into Data Analysis **Rating:** 4.5/5.0 stars **Reviewed by:** Geeta Krishna P. | Research Data Analyst, Higher Education, Small-Business (50 or fewer emp.) **Reviewed Date:** November 13, 2018 **What do you like best about Posit Team?** It's an exclusive tool for Data Analysis **What do you dislike about Posit Team?** It used to be a popular tool, now people are moving into python **Recommendations to others considering Posit Team:** This is an exclusive tool if you are looking to get some data science experience. There are researchers who prefer using this tool over python as they feel it helps them get involved with data science more. I personally would recommend this tool to all beginners as this is something that is still used in industries like Mu Sigma and it comes in handy if you are proficient in one skill that is very exclusive and demanding. **What problems is Posit Team solving and how is that benefiting you?** College projects involving data analysis and the place I work where I use this tool for analyzing big data sets. ### 20. Great Platform for data Analysis **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Education Management | Enterprise (> 1000 emp.) **Reviewed Date:** January 28, 2019 **What do you like best about Posit Team?** The best thing about RStudio is the ease of access. The ease with which data can be converted from one form to another and expressed. It is also an extremely fast language to learn and very large statistical and relational operations can be performed very easily. It is extremely beginner friendly. **What do you dislike about Posit Team?** Writing functions for existing algorithms from scratch is difficult. There is a shortage of comprehensive single documentation. Resources for different functions are very scattered around the web. **Recommendations to others considering Posit Team:** WILL DEFINITELY RECOMMEND FOR A BEGINNER **What problems is Posit Team solving and how is that benefiting you?** I solved a financial market prediction business problem with RStudio and RStudio has very good functions to build models for prediction and other machine learning problems. ### 21. Great platform, great documentation, very user friendly **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in E-Learning | Mid-Market (51-1000 emp.) **Reviewed Date:** March 05, 2019 **What do you like best about Posit Team?** It is a very versatile platform and is more intuitive for non-programmers than many other programming languages. It also has great documentation, tutorials, and community support online. Also, it's free so it's very accessible. **What do you dislike about Posit Team?** For people who have learned many programing languages R can be unintuitive. **Recommendations to others considering Posit Team:** Use the available resources! There are tons of tutorials, documentation resources, questions answered online, and chat forums to ask new questions. These are all great for learning and solving problems. **What problems is Posit Team solving and how is that benefiting you?** I have done data analysis, visualization, and made interactive data visualization apps in Rstudio's Shiny package. ### 22. User friendly interface for R **Rating:** 5.0/5.0 stars **Reviewed by:** Patrick S. | Designers, Writing and Editing, Small-Business (50 or fewer emp.) **Reviewed Date:** June 07, 2018 **What do you like best about Posit Team?** I recently started to work with R and statistical analysis for my PhD project. RStudio is basically R with buttons and more useful resources. The auto save sessions are amazing and you don't have to be worried about your computer shut down or anything that can happen somethings, you are not gonna lose your data. To install packages is super easy and there is a lot of them out there. The console is super user friendly and the script screen is pretty clear. Even for beginners like me, RStudio looks easy. **What do you dislike about Posit Team?** One thing I don't like about the RStudio is the lack of auto updating R feature. When a new R is released, you have to download and install it manually, RStudio does not recognize a new version of R. And you also have to copy and paste your packages from the old R to the new directory, RStudio cannot handle it yet. **Recommendations to others considering Posit Team:** If you have to run lot of data in R and you are a beginner or not a bioinformatics guy, use RStudio, the interface is good and user friendly, everything is pretty clear in the screen, you will know when something is wrong with your code and RStudio gives you some hint to make the code work. **What problems is Posit Team solving and how is that benefiting you?** RStudio helped me to analyze my RNA-seq data in one week, and I never worked with this kind of data before. It looks clear and easy, just type and run your script, do it all over again and your work are done. ### 23. Good OpenSource interface for R and statistics **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Computer Software | Small-Business (50 or fewer emp.) **Reviewed Date:** December 25, 2018 **What do you like best about Posit Team?** RStudio is a friendly and easy to manage framework for creating and editing R and doing all kinds of statistical analysis. It's free. Great advantage is its similarity to other IDEs (hence easiness to switch) and its great recovery opportunities. **What do you dislike about Posit Team?** File managements sometimes difficult and less intuitive. **Recommendations to others considering Posit Team:** Will definitely recommend. As far as I know it's the best and the most common free framework for R and statistics. **What problems is Posit Team solving and how is that benefiting you?** Data analysis and statistics using R. Implementing visualization to understand and easily analyze statistical results. Backup of my files. ### 24. Review of RStudio **Rating:** 4.5/5.0 stars **Reviewed by:** Miguel R. | Small-Business (50 or fewer emp.) **Reviewed Date:** August 19, 2018 **What do you like best about Posit Team?** RStudio is designed to offer an integrated development environment. RStudio is the reason why I chose programming in R. It is easy to use and the design is ideal. I also like that it is easy to update packages. The most outstanding feature is that it not only offers code auto-completion but also file path auto-completion. Although learning to program in R is somewhat complex at first, with RStudio it is easier and worth it. **What do you dislike about Posit Team?** In general, I have no complaints about RStudio. The only thing I can mention is that it takes a while to load the environment. It takes time to process large datasets and they could implement the use of multiple processors. Still, it remains one of the best interfaces for using R. **Recommendations to others considering Posit Team:** Be patient with the R language. It is complex and takes time to learn, but once you master it, there is nothing better, and RStudio provides all the possible facilities to achieve it. **What problems is Posit Team solving and how is that benefiting you?** I use RStudio for complex statistical analyses such as structural equation models, Bayesian analyses, and hierarchical models. Fundamentally, I use it for research. ### 25. Good dedicated R IDE but better choices out there **Rating:** 2.5/5.0 stars **Reviewed by:** Caspar F. | Integration Developer, Automotive, Mid-Market (51-1000 emp.) **Reviewed Date:** February 22, 2019 **What do you like best about Posit Team?** This is a good dedicated IDE for R if that is what you are after. The ability to run it as a service is also quite cool. **What do you dislike about Posit Team?** Limited to just R. If you use other languages you are better off with Intelij or something like that that offers R support **What problems is Posit Team solving and how is that benefiting you?** Looking at using R for data analysis ### 26. A Data Scientist's best Friend- R Studio ! **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Information Technology and Services | Enterprise (> 1000 emp.) **Reviewed Date:** March 05, 2019 **What do you like best about Posit Team?** The IDE is one of the best among all the available tools. It uses R language and helps to create large projects easily. The visualization features are also excellent. Also it's open source software and is available free of cost. **What do you dislike about Posit Team?** It consumes a lot your system memory and will be an issue if you want to multitask with many other applications **Recommendations to others considering Posit Team:** best tool for Data Science if you're using R language and it's completely free of cost **What problems is Posit Team solving and how is that benefiting you?** For predictive analysis, statistical and data mining problems and related tasks ### 27. R-studio for data analysis **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Banking | Small-Business (50 or fewer emp.) **Reviewed Date:** October 29, 2018 **What do you like best about Posit Team?** R is the most comprehensive statistical analysis package as new technology and ideas often appear first in R. R is open-source software. Hence anyone can use and change it. R is an open source. We can run R anywhere and at any time, and even sell it under conditions of the license. R is good for GNU/Linux and Microsoft Windows. R is cross-platform which runs on many operating systems. In R, anyone is welcome to provide bug fixes, code enhancements, and new packages. **What do you dislike about Posit Team?** In R, quality of some packages is less than perfect. In R, no one to complain, if something doesn’t work. R is a software Application that many people devote their own time to developing. R commands give little thought to memory management, and so R can consume all available memory **Recommendations to others considering Posit Team:** Good software. **What problems is Posit Team solving and how is that benefiting you?** Dealing with big data prediction problems. To analyze the main effects of the cervical cncer based on a dataset. Benifits are: the code is simple in R, convenient for people to use and then come up with an output. ### 28. Amazing data analysis tool **Rating:** 4.5/5.0 stars **Reviewed by:** Preeti N. | Data Analytics Intern, Financial Services, Enterprise (> 1000 emp.) **Reviewed Date:** April 10, 2017 **What do you like best about Posit Team?** Visualization is the best option provided for large data sets. The help function for all the code which we required is really nice. The packages are easy to understand. The interface is quite simple and straightforward.It is easy to install. There are proper documentation available to understand each and every thins. The scrips i made for my project were easy to use by everyone. It is open source, easy not only for employees but also for students who are in their learning phase can easily use R for their academic purpose.For R users, there is active group which can help an user to understand things very easily. This group helped me in providing me a lot in understanding the errors. **What do you dislike about Posit Team?** Nothing much. It is quite easy to access but one need to know about the right libraries to be installed. I didn't dislike anything about this product as particular.Some memory management issue i have faced sometimes. It can quickly absorb all the memory and space available. Other than that i never faced any issue with R. **Recommendations to others considering Posit Team:** It's an amazing tool for data analysis. The data cleaning part done on R helped me a lot in reducing my daily hours of cleaning the data. The scripts made on R studio is really easy and helpful.One is able to understand the concept and functions easily with help feature. **What problems is Posit Team solving and how is that benefiting you?** Large data sets for providing analysis to senior leadership. The visualization helped me in providing good result to leadership. The data cleaning scrips reduce the man hours for data scientists and for me as well. ### 29. Easy, intuitive IDE for R programming **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Higher Education | Enterprise (> 1000 emp.) **Reviewed Date:** July 30, 2018 **What do you like best about Posit Team?** RStudio's interface is clean, minimalist, and makes writing code easy. Being able to view plots/files, variables, workspace, and command line all at once is helpful. Highlighted text (depending on values, variables, functions etc.) makes singling out comments, files, and numbers easy; this feature is expanded when working in R Markdown and is visually simple. The ability to preview and knit R Markdown documents is useful. **What do you dislike about Posit Team?** RStudio tends to slow down considerably when editing an R Markdown or R Notebook file; I find myself having to write in a basic R script document then transfer over to Markdown once finished. Some useful features are somewhat hidden (ie, "Set Working Directory" is a tiny option in a small menu; it would be nice if this were more notable). The export image feature isn't great, and I usually use an outside utility to preserve image fidelity. **What problems is Posit Team solving and how is that benefiting you?** RStudio helps our data analysis move quickly. Benefits include increased efficiency and a lower learning curve for writing R code. ### 30. Great IDE and package management platform **Rating:** 5.0/5.0 stars **Reviewed by:** Charl E. | Data Scientist, Information Services, Small-Business (50 or fewer emp.) **Reviewed Date:** January 20, 2019 **What do you like best about Posit Team?** Ease of use and customizability. The number of packages being developed is amazing and the community is incredibly supportive. **What do you dislike about Posit Team?** nothing, honestly nothing. Maybe the fact that RstudioConf only happens once a year... **Recommendations to others considering Posit Team:** Do it! It's great! **What problems is Posit Team solving and how is that benefiting you?** I am a data analyst and Rstudio is my primary modeling platform for the problems we solve. Ease of sharing code, great reproducibility especially with R markdown notebooks ### 31. R Studio for Sports Analytics **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Higher Education | Enterprise (> 1000 emp.) **Reviewed Date:** August 01, 2018 **What do you like best about Posit Team?** It's fairly easy to import data into R Studio. It is helpful to be able to write multiple scripts simultaneously in the Editor. The console displays the results of the script outcome and/or displays any errors. **What do you dislike about Posit Team?** The Console does not save the output. It would be helpful if the console saved the output in different sections/windows for each corresponding script. **Recommendations to others considering Posit Team:** I would definitely recommend R Studio to others, but it is import to learning the programming language first. It is also very important to learn how to clean up the data first through the appropriate script. **What problems is Posit Team solving and how is that benefiting you?** I analyzed MLB sport related data. There were two datasets imported into R Studio, one for players and one for teams. I cleaned up the data. Dataframes were then created to merge and store the data. By creating the data frames and running the scripts, the sports stats became easier to analyze. ### 32. User-friendly interface **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Financial Services | Enterprise (> 1000 emp.) **Reviewed Date:** February 02, 2019 **What do you like best about Posit Team?** I love how R Studio is simple to understand and use. I love the rendered outputs and pane usage. **What do you dislike about Posit Team?** I am not a fan of how cluttered R Studio can feel at times. With so much functionality, things can easily get lost. **Recommendations to others considering Posit Team:** Best tool to use for R **What problems is Posit Team solving and how is that benefiting you?** RStudio helps develop machine learning algorithms and cluster data. ### 33. Powerful for Data **Rating:** 3.5/5.0 stars **Reviewed by:** Verified User in Higher Education | Enterprise (> 1000 emp.) **Reviewed Date:** March 27, 2018 **What do you like best about Posit Team?** I like that a lot of the packages are open source. Plenty of resources for reference and help. You can google pretty much any question and you will find many answers. It also makes beautiful graphs fit for publication. **What do you dislike about Posit Team?** The way the working directory has to be set can be confusing at first. The syntax is a learning curve. But once you realize that there are several different ways to write the code and that you can google anything it is quite powerful. **Recommendations to others considering Posit Team:** There are several packages and ways to complete a task. Installation of packages can take a while. **What problems is Posit Team solving and how is that benefiting you?** Not for business but for school. Analysis of genetic sequences. Great for publication type graphs and data. ### 34. Rstudio for statistical analysis **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Mechanical or Industrial Engineering | Enterprise (> 1000 emp.) **Reviewed Date:** February 25, 2019 **What do you like best about Posit Team?** Rstudio is easiest IDE to learn and implement R programming knowledge for statistics and data analytics. **What do you dislike about Posit Team?** Rstudio has a very steep learning curve and takes time to learn **What problems is Posit Team solving and how is that benefiting you?** Data analytics and statistical design models i.e. design of statistical experiments ### 35. RStudio - a powerful tool for data wrangling and package creating in R **Rating:** 5.0/5.0 stars **Reviewed by:** Stepan G. | Postdoctoral Fellow, Research, Mid-Market (51-1000 emp.) **Reviewed Date:** July 26, 2018 **What do you like best about Posit Team?** Rstudio has a great interface: data browsing is the best I have seen in any IDE, including MATLAB. It has integration with git. As a allows for creating proper packages, ready with documentation and and all whistles and bells. The same time it is sample and intuitive, making it beginner-friendly. **What do you dislike about Posit Team?** It's problems is really a continuation of this IDE advantages: e.g. interface is minimal and simple, but it would be nice to create multiple separate windows for browsing data or have R-console detached. **Recommendations to others considering Posit Team:** It is free and frankly the only option for R IDE **What problems is Posit Team solving and how is that benefiting you?** Created and submitted two Bioconductor packages. Explored certain problems in random matrix theory. ### 36. Best way of coding programs for universities **Rating:** 5.0/5.0 stars **Reviewed by:** Eli R. | Mid-Market (51-1000 emp.) **Reviewed Date:** October 03, 2018 **What do you like best about Posit Team?** The possibility of having an open and free sotware which is important in public institutions **What do you dislike about Posit Team?** It is complicate to use it, so one needs training, also the manuals use to be in english, it would be better to have manuals in different languages **Recommendations to others considering Posit Team:** The best way is to do some tutorials in advance, and then find help from other users **What problems is Posit Team solving and how is that benefiting you?** Optimization, statistics, bioinformatics, staticial anylisis, any knind of mathematical problem given in research ### 37. Best IDE for data analysis **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Information Technology and Services | Mid-Market (51-1000 emp.) **Reviewed Date:** March 05, 2019 **What do you like best about Posit Team?** User interface is easy to use. Open source packages and stack overflow threads handle every need for the user. **What do you dislike about Posit Team?** Can be a memory hog with large datasets. Some of the easier to use data handling features like data frames are too inefficient to be effective with large data. **Recommendations to others considering Posit Team:** Try it with your preferred language. It’s not limited just to R **What problems is Posit Team solving and how is that benefiting you?** Exploratory data analysis and visualization. Ease of use and attractive default visualizations. ### 38. Rstudio helped me analyze my beef production **Rating:** 3.5/5.0 stars **Reviewed by:** Verified User in Farming | Small-Business (50 or fewer emp.) **Reviewed Date:** January 14, 2019 **What do you like best about Posit Team?** I love the ability to analyze any data set and code in probabilities and projections. **What do you dislike about Posit Team?** It was very difficult to learn how to code and is a forever going learning experience. **Recommendations to others considering Posit Team:** Love it **What problems is Posit Team solving and how is that benefiting you?** In the cattle business, it allows us to monitor animals and causes of growth, things that are likely to affect growth and those that are not. ### 39. R is a great program **Rating:** 2.5/5.0 stars **Reviewed by:** Verified User in Hospital & Health Care | Enterprise (> 1000 emp.) **Reviewed Date:** June 11, 2019 **What do you like best about Posit Team?** It has dynamic statistical ability, and capacity **What do you dislike about Posit Team?** Its coding language is easy to learn, but could be more visual **What problems is Posit Team solving and how is that benefiting you?** Healthcare inefficiencies ### 40. R studio for Machine Learning in fintech projects **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Computer Software | Mid-Market (51-1000 emp.) **Reviewed Date:** February 17, 2019 **What do you like best about Posit Team?** 1. The easy to use UI. 2. East to build, install and run code. 3. iterative feature additions. **What do you dislike about Posit Team?** 1. Better support 2. Smoother run on a windows device **What problems is Posit Team solving and how is that benefiting you?** 1. Machine learning algorithms for finance 2. Code build and test. ### 41. RStudio review **Rating:** 2.5/5.0 stars **Reviewed by:** Verified User in Education Management | Enterprise (> 1000 emp.) **Reviewed Date:** March 09, 2019 **What do you like best about Posit Team?** Its a nice editor, simple and light weight. **What do you dislike about Posit Team?** You cannot do anything fancy in this editor. Other editors like Visual Studio or Emacs are way more better. Above all this editor is only used for R Language. **Recommendations to others considering Posit Team:** It is probably best editor for R language, but for other languages there are way more better editors than this. **What problems is Posit Team solving and how is that benefiting you?** I have done some data analysis. ### 42. User Friendly- Even for non-programmers **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Consumer Services | Enterprise (> 1000 emp.) **Reviewed Date:** February 06, 2019 **What do you like best about Posit Team?** For people looking to apply statistics and play with data, its an easiest programming language with a convenient interface. **What do you dislike about Posit Team?** Not all functionalities are best in Rstudio. Only good for data manipulation and statistical analysis. Some features like web-scraping, custom functionalities are still lacking compared to python. **What problems is Posit Team solving and how is that benefiting you?** Creating sales reports by integrating data from SQL server and Salesforce. Have also worked on building predictive models. Apart from modeling, It is very convenient for data manipulation and automation of reports. ### 43. Programming in R **Rating:** 3.5/5.0 stars **Reviewed by:** Verified User in Hospital & Health Care | Enterprise (> 1000 emp.) **Reviewed Date:** November 09, 2018 **What do you like best about Posit Team?** It is great data manipulation and data analysis tool. Open source so cost-effective and you can work with large datasets. There are quite a few communities and open forums where you can ask questions related to any project you are working in R or never troubles you come across. It has pretty intuitive visualizations. Compatible with most data sources. Great for statistical analysis. **What do you dislike about Posit Team?** It is character sensitive which can sometime make the coding difficult. The packages are constantly updated and sometimes when you install a new package it may mask the functionalities of old packages. Can definitely improve on data visualization aspect. **Recommendations to others considering Posit Team:** Improved data visualizations **What problems is Posit Team solving and how is that benefiting you?** In my organization, we mainly use it for data manipulation, formatting, statistical analysis. ### 44. Best way ofwriting codes in public institutions **Rating:** 5.0/5.0 stars **Reviewed by:** Nicolas K. | Enterprise (> 1000 emp.) **Reviewed Date:** October 03, 2018 **What do you like best about Posit Team?** The free and open source of accesability for science, education, academia and normal home users **What do you dislike about Posit Team?** It is complicate to learn, the tutorials are not always easy, require some programming knowledge **Recommendations to others considering Posit Team:** It is an open code software working quite good in all the operative systems **What problems is Posit Team solving and how is that benefiting you?** Any kind of optimization of any kind of problems in science and i would also say life. ### 45. Excellent interface for R **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Higher Education | Enterprise (> 1000 emp.) **Reviewed Date:** November 26, 2018 **What do you like best about Posit Team?** The interface is very easy to use for those used to data analysis software. It makes R accessible for those who are less used to coding. R Studio provides great functionality and a large array of libraries that can conduct all types of simple to highly complex analyses. **What do you dislike about Posit Team?** There can be a steep learning curve for those with no coding experience. Errors can be difficult to resolve since R is open-sourced. **Recommendations to others considering Posit Team:** Search the web for tutorials and assistance when getting started with R and R Studio for the first time. **What problems is Posit Team solving and how is that benefiting you?** Data analysis in all of its forms; ability to conduct a wide range of complex analyses in one program ### 46. Best Tool **Rating:** 5.0/5.0 stars **Reviewed by:** Lav M. | Lav, Small-Business (50 or fewer emp.) **Reviewed Date:** February 19, 2019 **What do you like best about Posit Team?** It is very easy and convenient. I will recommend it to any beginner. **What do you dislike about Posit Team?** Nothing at all. I think it solves the purpose.may be the community can be better. **What problems is Posit Team solving and how is that benefiting you?** Analysis. ### 47. Statistical Language Tool **Rating:** 4.0/5.0 stars **Reviewed by:** Manvendra Singh R. | Small-Business (50 or fewer emp.) **Reviewed Date:** April 03, 2018 **What do you like best about Posit Team?** The community associated with the tool and language is very strong. Also the extensive work and updation of packages make it very easy to use and apply functionalities. Caret and dplyr are very versatile packages. If one learns to use ggplot 2 package, they can even create interactive dashboards like one from tableau. **What do you dislike about Posit Team?** There is not much to dislike about the language but the constant and frequent updates in few packages makes one re-learn the concepts related to it again and again. **Recommendations to others considering Posit Team:** It is difficult to learn, but there is a lot of material available online to woke through it. I learned through data camp, ISLR and participated in online kagggle competitions. It takes time but once crossed the threshold its a cake walk then on. **What problems is Posit Team solving and how is that benefiting you?** RStudio was mostly used for data wrangling. This data cleaning part took the maximum part of processing the whole data. Once the concepts were learned it was easy to use and modify the data for further work on it. Statistical knowledge coupled with the knowledge of this tool can work wonders. One can build regression models and do predictive analysis. There are many applications towards improving and understanding the data for the further applications. ### 48. A flexible, open statistical language interface **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Research | Enterprise (> 1000 emp.) **Reviewed Date:** February 21, 2019 **What do you like best about Posit Team?** R Studio brings the flexibility of the R statistical language to a more user-friendly interface, incorporating some graphic interface qualities while maintaining the flexibility of coding. **What do you dislike about Posit Team?** As a free, open source software, it is imperfect and bugs or un-intuitive aspects are common, **What problems is Posit Team solving and how is that benefiting you?** Biological research; it is the most widely adopted statistical language in the biological sciences and therefore has a community benefit as well. ### 49. A great software for the unexperienced **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Research | Enterprise (> 1000 emp.) **Reviewed Date:** August 30, 2018 **What do you like best about Posit Team?** Makes R a much more friendly user experience, especially for someone like me with little prior coding experience. Having the different screen modules to flip between in a more browser-like setting makes thing very intuitive. **What do you dislike about Posit Team?** I can't complain about much, I guess the only thing that I don't like is that it is a bit more difficult to customize it (although that isn't really a problem that would keep me from using the product) and that it's not as intuitive to "wipe clean" the page. In addition, I'm not a fan of all the tabs that I was just seeing popping back up when I reopen it (I would rather it begin a new script) but I can see why it is useful. **Recommendations to others considering Posit Team:** It is a free tool and has extensive documentation and support online, you really can't go wrong with it. **What problems is Posit Team solving and how is that benefiting you?** I work in research and to have a free and easy system to run data through is very helpful. To someone who is not the most comfortable with computer and statistics, it makes the process less intimidating. The vast amount of free help online (and even in the system itself) also is invaluable. ### 50. Review for R studio **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Computer Software | Enterprise (> 1000 emp.) **Reviewed Date:** March 04, 2019 **What do you like best about Posit Team?** Data sheet loading is the best thing about rstudio **What do you dislike about Posit Team?** doesnt save automatically and content gets lost **What problems is Posit Team solving and how is that benefiting you?** statistics ## 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=4§ion=pricing&secure%5Bexpires_at%5D=2026-08-05+11%3A44%3A44+-0500&secure%5Bsession_id%5D=511c3503-fb81-4261-9734-134f15b1da6e&secure%5Btoken%5D=b64b1f4119a585c03bf8997d60d4d3d9b4ecfdf3f0b645c999144c0fcaad17fa&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 **** - 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 **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 **** - 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 **** - 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 (103 reviews) - [IBM SPSS Statistics](https://www.g2.com/products/ibm-spss-statistics/reviews) - 4.2/5.0 (893 reviews)