RStudio vs Toucan

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Our analysts compared RStudio vs Toucan based on data from our 400+ point analysis of Business Intelligence Tools, user reviews and our own crowdsourced data from our free software selection platform.

Product Basics

RStudio is an integrated development environment suite for the R programming language, synthesizing coding tools into one software tool for easier advanced data processing. Using in-memory processing, it is capable of parsing big data through integrations and connections.

It is available in both open-source and commercial formats, with extra features available in the paid edition includes more sophisticated collaboration and security efforts. The free version is capable of end-to-end analytics, from API connectivity and data ingestion to visualization creation and distribution. It can be deployed standalone or on a web browser through connection to RStudio Server.
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Toucan Guided Analytics (formerly branded as Toucan Toco) is a cloud-based platform consisting of two unified offerings that deliver data analytics and storytelling, as well as embedded analytics. Through data storytelling, it empowers businesses to explore their insights through visualizations and interactive dashboards. It centralizes information from disparate data sources and has a guided framework to help enterprises tell compelling stories with their data. Accessible to all, it encourages live collaboration throughout the analytics process to drive data-informed decision-making throughout an organization.

In its embedded analytics form, it allows customers to extend these accessible and actionable insights to their clients through an intuitive front-end experience.

Though it was built cloud-first, businesses can choose between the SaaS deployment via a private cloud, or an on-premise installation through Docker Image technology. It is suitable for small, medium and large businesses, and supports Windows, Mac and Linux.
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$4,975 Annually
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$1,000 Monthly
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Accor
Allianz
BNP Paribas
Carrefour
Deloitte
L'Oreal
PricingHub
Renault Nissan
Sodexo
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Product Insights

  • Open-Source or Commercial: Create visualizations and reports from data analysis scripts with the open-source version. Access more advanced features, including deeper security and support with the paid version.
  • Streamlined R Programming: Execute code directly from the source editor by integrating the tools being used into one interface. Supports Git and Subversion for more advanced code writing needs.  
  • Advanced Data Analysis: Investigate trends on a big data scale via integrations for distributed processing, data modeling and predictive analysis. Develop deep analytical insights through R, the premier statistics coding language. 
  • Proprietary R Packages: Get sophisticated ready-to-install R packages comparable with machine learning frameworks to ingest, store, analyze and consume data.  
  • Data Visualization: Easily digest analyzed data through out-of-the-box and integrated visualizations and data consumption deployment vessels using Shiny and ggvis. Create interactive dashboards and charts with drill-down capabilities. 
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Platform

  • Centralize Business Data: Helps teams get on the same page by creating a single source of truth. Connects to the cloud, on-premise databases, spreadsheets and more to collect all of an organization’s data into one centralized hub.
  • Speed Up Queries: Optimize data processing by minimizing queries through cache engines and custom indexes that accelerate webpage performance.
  • Automated Reporting: Takes the heavy-duty work of development, design and maintenance out of data analytics with automatically updated data and scheduled reports. 
  • Ease of Use: Explore and understand business insights through an intuitive UI – without requiring training, tutorials or coding experience. Caters to people who may not have the technical knowledge or programming skills to handle a more complicated BI tool.
  • Accelerate Adoption: Educates and guides teams on how to create compelling data stories. Encourage autonomous, skilled data analysis with self-learning tools such as a glossary and contextual tips that help in data comprehension.
  • Improve Data Literacy: Makes information accessible by displaying it visually, enabling transparency across departments and empowering all stakeholders to take BI into their own hands.
  • Made for Collaboration: Interact with other teams and share power in decision-making through workspaces. Improve communication between departments and help them align with each other by annotating, discussing, exporting and sharing dashboards. 
  • Never Say “So What?”: Support decision-making through data-driven strategies with built-in calls to action and adaptable recommendations. 
  • Fast Implementation: Save more time and resources for analysis and data storytelling by accessing on any device through the web – nothing to install.
  • Security: Protect data through no-code row-level security, custom user filters and granular permissions management for apps, dashboards, stories and datasets. The solution is hosted in a private cloud with SSL Grade A+ security certification and an infrastructure compliant with all RSSI expectations and RGPD standards. 

Embedded Analytics

  • Build Once, Deploy Anywhere: Design one app for all devices and deploy anywhere to anyone in minutes, whether on the standard platform or as an embedded analytics product.
  • Preserve Brand Identity: Maintain business branding through full customization and white labeling options, while offering the power of data storytelling and analytics to clients. 
  • Multi-Tenancy: Handle who can see what by managing access to each embedding with granular control.
  • Focus On What Matters: Saves the company time and money by helping teams focus dedicated efforts on products, alleviating the burden of developing analytics from scratch.
  • Empower Non-Technical Teams: Build and deploy apps with a guided framework, even without coding experience.
  • No On-Boarding Necessary: Boost adoption and customer retention through a client experience that feels familiar, with access to actionable insights from day one.
  • Accelerate Time to Value: Empowers businesses to roll out robust solutions to clients in just two weeks. 
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  • Source Editor: Develop programs in a single console window by synthesizing and integrating all tools in use. Highlight syntax, define functions and complete code in the console.  
  • Web Applications: Publish applications, dashboards and documents to the web with the internally-developed Shiny Server R package. 
  • Flexdashboard: Develop interactive dashboards with JavaScript visualizations, with support for HTML widgets, with this R package. 
  • Launcher: Launch R and Python processes remotely or submit R scripts to compute clusters like SLURM or Kubernetes. 
  • REST API Creation: Develop web API connections with the plumber R package — with as little as a single line of code. 
  • Spark Integration: Integrate seamlessly with Apache Spark to achieve big data analytics through distributed processing and leverage its machine learning capabilities to run more advanced queries.  
  • RStudio Connect: Publish statistical data analyses in the form of visually impactful visualizations, synthesizing all the aforementioned publishing features into one interface.  
  • Data Modeling and Prediction: Powers predictive and prescriptive analytics via connectivity to TensorFlow. Improves the product’s own data modeling capabilities via Tidymodels R package. 
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  • Connect Any Data Source: Connect to cloud and on-premise databases, cloud data warehouses, third-party BI solutions and REST APIs via over 100 built-in connectors, or create custom ones with an open-source library. Easily set up connectors to data sources, no programming knowledge necessary. Some supported connections include SAP, MicroStrategy, Google BigQuery, Oracle, SQL Server, Google Analytics, Salesforce and more. Pull data from CSV, Excel and static files to transform it into dynamic data.
  • Keep Data Up-To-Date: Refresh data on demand, automatically on a regular basis with a scheduler, or request it in real time. Define which sources to refresh and how often to refresh them through batch processing. Blends live and loaded data sources, tracking changes and debugging datasets with its Storytelling Tracker.
  • Integrated ETL: Extract, transform and load data, collecting it in an embedded data lake and cleaning it up before integrating it into the solution. Query data on the fly with Weaverbird, the vendor’s built-in, open-source no-code visual query builder. Integrates with existing ETL tools such as Talend, iPython, Notebook, Dataiku, Denodo and more, and is designed to be compatible with all information systems. Perform joins, slices, pivots and melts seamlessly, without the need to code. Supports ad-hoc transformation for evolution computation, date aggregation and other critical statistics.
  • Interactive Dashboards: Display KPIs in the form of an interactive story with the aid of graphic messages on ergonomic dashboards. Add additional context through comments, sources, captions, glossaries and more.
  • Toucan Toco Studio: Focus on the data story rather than design mechanics. Create charts, layouts and stories faster through guided design without needing technical skills. Add context and generate visualizations with a few clicks, all the while becoming more data-literate.
    • Data Visualization: Highlight key-value elements and add color and context to information through visualizations. Display data in visually appealing ways by creating more than 20 kinds of charts and graphs. Give context by including definitions and data sources in visualizations and annotating specific elements. Collaborate with others within the platform or in tools like Slack and MS Teams. 
    • App Gallery: Jumpstart the business by building dashboards in minutes from pre-designed templates. Choose from a gallery of ready-to-go applications; preview apps with a single click, then use as-is or customize as needed. Leverage sample data to view what the final product will look like, then download and populate data models with custom data. 
  • Collaboration: Drive action by continuing the conversation through annotations and comments on dashboards, and exchange ideas with others through the live chatbox. Ensure privacy by making direct comments visible to specific groups only. Export and share insights with others inside and outside the organization through tools like Slack and Teams.
  • Calls to Action: Decide exactly what to do with proprietary information through a built-in decision-support system that gives relevant recommendations, links to relevant insights and proposed next steps. 
  • Alerts: Add, edit and configure rules and conditions for email or push notifications through a dedicated notification environment.
  • Presentation Mode: Empower data-driven meetings by sharing insights with others in a presentation format. Schedule presentations with calendar events and invite people from anywhere to follow the data story. Identify metrics and interact with the dashboard in the presentation mode, and create a dialogue with the presenter through a chat box. 
  • Role-Based Administration: Maintain granular control of permissions across the organization. Ensure that roles and responsibilities are clear by defining roles like App Builder, App Validator, Viewer, Data Manager, Full Administrator and more. 
  • Mobile Access: Access proprietary information on any device — even on those that aren’t connected to the internet, thanks to an offline mode. With a mobile-first strategy, the vendor prioritizes the mobile version of a site and then adapts it for larger screens.
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Product Ranking

#20

among all
Business Intelligence Tools

#98

among all
Business Intelligence Tools

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User Sentiment Summary

Excellent User Sentiment 700 reviews
Excellent User Sentiment 178 reviews
90%
of users recommend this product

RStudio has a 'excellent' User Satisfaction Rating of 90% when considering 700 user reviews from 5 recognized software review sites.

97%
of users recommend this product

Toucan has a 'excellent' User Satisfaction Rating of 97% when considering 178 user reviews from 5 recognized software review sites.

5.0 (12)
n/a
4.5 (485)
4.9 (84)
n/a
5.0 (8)
4.6 (89)
4.7 (23)
4.4 (43)
4.8 (62)
4.4 (71)
3.5 (1)

Awards

RStudio stands above the rest by achieving an ‘Excellent’ rating as a User Favorite.

User Favorite Award

Toucan stands above the rest by achieving an ‘Excellent’ rating as a User Favorite.

User Favorite Award

Synopsis of User Ratings and Reviews

Data analysis: Around 96% of users who reviewed data analysis said that the platform had strong machine learning and data analysis capabilities.
Functionality: Approximately 86% of users who mentioned functionality said that the tool had a wide range of powerful features for efficient data visualization and analysis.
Ease of Use: The interface was user-friendly and easily navigable, according to 74% of users who reviewed this feature.
Cost: About 93% of users who mentioned pricing said that the open source version of the platform was a definite plus.
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Data Storytelling: Almost 96% of the users who mention data visualization say that they can create high-quality, interactive dashboards seamlessly.
Integrations: All users who discuss the tool’s integration capabilities say that it connects seamlessly to tools in their existing tech stacks, including cloud databases.
Ease of Use: The software’s intuitive interface offers an excellent user experience for report builders and consumers alike, according to all users who review its ease of use.
Support: Technical support is responsive and competent, as discussed by all users who mention support services.
Functionality: Around 56% of the users who review the solution’s capabilities say that it reduces the time to insight and embeds into enterprise applications seamlessly.
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Performance: The tool used up a lot of memory and slowed down when processing large amounts of data, around 88% of users who mentioned its performance said.
Steep Learning Curve: Approximately 73% of users said that it was challenging to work with the platform without previous knowledge of R and that the syntax was difficult to learn.
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There are no cons for this product at the time of publishing this review synopsis.
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RStudio is a powerful web- and cloud-based BI platform with excellent statistical analysis and data science capabilities. Integrating with cloud computing technologies, the platform has good machine learning capabilities to power data analysis by providing a wide range of features for data recovery, presentation and interpretation. It provides rich built-in visualization libraries with pre-set charts and functions that drastically reduce the need to code. Many users who reviewed its UI said that the interface was user-friendly and easy to navigate, though some users said that it looked dated and could do with an upgrade. Quite a few users who reviewed the platform for data analysis said that it was easy to run statistical and regression tests with minimal coding, and coupled with an open-source server, this platform served their data needs well. On the flip side, many users who reviewed the tool for performance said that it consumes a lot of memory and lags behind its competitors in speed. Quite a lot of users mentioned that the platform could be buggy at times and was prone to crashes, possibly because some libraries were not optimized for performance with large datasets. Many users found it confusing to access the open-source version, especially since separate versions of the platform work differently with some library packages. Some users complained that the code run, once started, could not be stopped and the stop button on the interface didn’t work. A majority of users who reviewed the learning curve as a feature said that the help section was difficult to understand and previous knowledge of R was required to leverage the tool to its fullest. In summary, RStudio is a versatile and extensible BI tool powered by machine learning and is capable of insightful statistical data analysis and forecasting capabilities.

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Toucan Toco is a cloud-based data communications tool that provides analytics and storytelling capabilities to enterprises. All users who discuss integration say that the tool aligns with their organizations’ cloud-first strategies, integrating with their existing tech stacks with ease. All users who review accessibility are unanimous in their reviews that its user-friendly interface provides an excellent user experience. All of the users who say they’ve contacted customer support say the team’s quick and informative responses are a plus. Almost 96% of users who review dashboarding say that they can create interactive and easy-to-understand data stories through its visualization module, Toucan Studio. 56% of the users who mention functionality say that the solution has a rich feature set and the vendor releases weekly updates, astutely incorporating users’ feature requests. In summary, Toucan Toco helps businesses increase revenue opportunities for businesses to differentiate themselves in the market through data visualization.

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