RStudio vs Cognos Analytics

Last Updated:

Our analysts compared RStudio vs Cognos Analytics 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.

Cognos Analytics Software Tool

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.
read more...
IBM Cognos Analytics is a self-service, web-based analytics platform which empowers users of all skill levels to explore data through reporting, data analytics, KPI monitoring, events and metrics. Reports give users the ability to not just visualize their insights, but also share them with colleagues.

It integrates with Watson Analytics, which leverages IBM’s artificial intelligence and natural language processing to make insights more accessible to non-technical users. It has various components which give additional functionality, flexibility and agility when processing large sets of data.
read more...
$4,975 Annually
Get a free price quote
Tailored to your specific needs
$50/User, Monthly
Get a free price quote
Tailored to your specific needs
Small 
i
Medium 
i
Large 
i
Small 
i
Medium 
i
Large 
i
Windows
Mac
Linux
Android
Chromebook
Windows
Mac
Linux
Android
Chromebook
Cloud
On-Premise
Mobile
Cloud
On-Premise
Mobile

Product Assistance

Documentation
In Person
Live Online
Videos
Webinars
Documentation
In Person
Live Online
Videos
Webinars
Email
Phone
Chat
FAQ
Forum
Knowledge Base
24/7 Live Support
Email
Phone
Chat
FAQ
Forum
Knowledge Base
24/7 Live Support

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. 
read more...
  • Enhanced Decision Making: Cognos Analytics synthesizes data from various sources, providing comprehensive insights that empower users to make informed, data-driven decisions.
  • Time Efficiency: Automates the process of data collection and report generation, significantly reducing the time spent on these tasks and allowing teams to focus on analysis and strategy.
  • Customizable Dashboards: Offers the flexibility to create personalized dashboards that highlight key metrics, making it easier for users to access the information most relevant to their roles and objectives.
  • Scalability: Adapts to the growing data needs of a business, ensuring that as your company expands, Cognos Analytics can handle the increasing volume and complexity of data.
  • Data Accuracy: Minimizes human error by automating data collection and analysis, leading to more accurate insights and reducing the risk of costly mistakes.
  • Collaboration Enhancement: Facilitates better teamwork by providing a shared platform where team members can access, analyze, and discuss data insights in real-time.
  • Advanced Analytics: Utilizes AI and machine learning to uncover deep insights, predict trends, and identify patterns that might not be apparent through traditional analysis methods.
  • Comprehensive Reporting: Generates detailed reports that can be customized to suit different audiences, ensuring stakeholders receive the information they need in an understandable format.
  • Mobile Accessibility: Offers mobile support that allows users to access data and insights on the go, ensuring decision-makers are always informed, regardless of their location.
  • Regulatory Compliance: Helps ensure that data management practices comply with relevant regulations and standards, reducing the risk of legal issues and fines.
  • Cost Reduction: By streamlining data analysis processes and reducing the need for manual intervention, Cognos Analytics can lead to significant cost savings over time.
  • Improved Customer Insights: Analyzes customer data to provide a deeper understanding of customer behavior and preferences, enabling more targeted and effective marketing strategies.
  • Operational Efficiency: Identifies bottlenecks and inefficiencies in operations, allowing organizations to optimize processes for better performance and productivity.
  • Future-Proofing: Continuously updates to incorporate the latest technologies and analytics trends, ensuring that businesses remain competitive in a rapidly evolving digital landscape.
read more...
  • 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. 
read more...
  • Components: Boost the feature set of the core platform with components that enhance data modeling, visualization and analytics capabilities. 
  • Powerful Reporting: Create detailed charts, graphs, maps, voiceovers and repeat functions with the robust, professional reporting suite. Simplify reporting for non-technical users with express mode. 
  • Web-based Interface: Access the platform on any hardware via the web.
  • Natural Language-powered AI: Interrogate data and receive natural, consistent responses with a built-in AI, powered by NLP. 
  • Automated Modeling: Verify and combine data via automated modeling, and assess relationships between separate data points. 
read more...

Product Ranking

#20

among all
Business Intelligence Tools

#12

among all
Business Intelligence Tools

Find out who the leaders are

Analyst Rating Summary

we're gathering data
82
we're gathering data
87
we're gathering data
59
we're gathering data
96
Show More Show More

Analyst Ratings for Functional Requirements Customize This Data Customize This Data

RStudio
Cognos Analytics
+ Add Product + Add Product
Advanced Analytics Augmented Analytics Data Management Data Pre-processing Data Transformation Data Visualization Embedded Analytics Capabilities Geospatial Visualizations And Analysis Mobile Capabilities Platform Capabilities Reporting 87 59 96 85 90 100 84 58 77 91 100 0 25 50 75 100
we're gathering data
N/A
we're gathering data
N/A
we're gathering data
N/A
69%
31%
0%
we're gathering data
N/A
we're gathering data
N/A
we're gathering data
N/A
62%
0%
38%
we're gathering data
N/A
we're gathering data
N/A
we're gathering data
N/A
100%
0%
0%
we're gathering data
N/A
we're gathering data
N/A
we're gathering data
N/A
63%
38%
-1%
we're gathering data
N/A
we're gathering data
N/A
we're gathering data
N/A
90%
0%
10%
we're gathering data
N/A
we're gathering data
N/A
we're gathering data
N/A
100%
0%
0%
we're gathering data
N/A
we're gathering data
N/A
we're gathering data
N/A
86%
0%
14%
we're gathering data
N/A
we're gathering data
N/A
we're gathering data
N/A
50%
13%
37%
we're gathering data
N/A
we're gathering data
N/A
we're gathering data
N/A
71%
0%
29%
we're gathering data
N/A
we're gathering data
N/A
we're gathering data
N/A
78%
0%
22%
we're gathering data
N/A
we're gathering data
N/A
we're gathering data
N/A
100%
0%
0%

Analyst Ratings for Technical Requirements Customize This Data Customize This Data

we're gathering data
N/A
we're gathering data
N/A
we're gathering data
N/A
100%
0%
0%
we're gathering data
N/A
we're gathering data
N/A
we're gathering data
N/A
72%
4%
24%
we're gathering data
N/A
we're gathering data
N/A
we're gathering data
N/A
100%
0%
0%
we're gathering data
N/A
we're gathering data
N/A
we're gathering data
N/A
100%
0%
0%

User Sentiment Summary

Excellent User Sentiment 700 reviews
Great User Sentiment 1251 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.

81%
of users recommend this product

Cognos Analytics has a 'great' User Satisfaction Rating of 81% when considering 1251 user reviews from 4 recognized software review sites.

5.0 (12)
n/a
4.5 (485)
3.9 (306)
4.6 (89)
4.1 (120)
4.4 (43)
4.3 (358)
4.4 (71)
4.0 (467)

Awards

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

User Favorite Award

we're gathering data

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.
Show more
Data Analysis and Visualization: All users who mention data analysis and presentation unanimously agree that this solution covers the full spectrum of BI analytics capabilities.
Data management: All users who mention data preparation praise its data integrations and effective metadata management, which ensure data consistency and accuracy across multiple reporting systems.
Functionality: Of users who mentioned this platform’s features, around 90% were satisfied with regular updates and enhancements which allow them to create faster, more responsive dashboards.
Reporting: Around 89% of users who mention reporting are satisfied, appreciating its ad-hoc reporting and report-sharing capabilities.
Setup: Excellent vendor support coupled with the ease of establishing data connectivity with data sources make installation of this solution a breeze, as approximately 87% of users have mentioned.
Show more
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.
Show more
Cost: Around 87% of users who mention cost feel that its licensing model is expensive when compared to other BI solutions.
Training: Approximately 45% of users who reviewed training say that the learning curve can be quite steep and though self-service training is available, they would prefer a formal learning program.
Show more

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.

Show more

IBM Cognos Analytics is an excellent BI tool and rates very highly with users on all major counts. Users are unanimous in their praise of its data management and data analysis capabilities to provide a single source of truth. Having ventured into AI-powered tools with the 11.1.3 version in 2018, IBM is making bold strides to incorporate augmented intelligence into the platform. IBM has astutely combined this solution with the capabilities of one of its other offerings, Watson Analytics, for natural language processing - a game-changer for empowering non-technical users to create a vast range of dashboards. With AI-enabled exploration, users can review key drivers of metrics and identify gaps in data, though some users feel that more tools are needed for content store exploration through its relational database. It also rates excellently with users for its data integration and ad-hoc reporting capabilities, efficient metadata management and extensive data modeling features. Several strong features of this platform, as noted by reviewers, include Jupyter notebooks, regular updates to the platform and enhancements to data modules, though when it comes to integrating with Online Analytical Processing (OLAP) data sources and IBM Planning Analytics in particular, it comes up short. Version 11 of the platform comes with over-the-top installs for upgrades, which reduces time to set up; though some users feel that integrations built with the current SDK solution can be tedious to implement and maintain. Being part of the IBM software suite, it connects seamlessly to other IBM products under the same umbrella. However, integration with MS-Sharepoint is not supported; this can be managed with workarounds, but only for on-premise setups, not cloud-based deployments. The platform has a rich reporting repertoire with report burst capabilities, pivots and Cognos Event Studio for event-driven reports. However, many users feel that Report Studio should provide the write back capability, which is crucial for business. As for the cost, a majority of users feel that its licensing models are restrictive, especially when compared to other BI solutions; though the vendor seems to address pricing and ease of use with version 11.1.3. In summary, Cognos Analytics is among the best BI solutions in the market today and IBM, with its ear to the ground, is delivering enhanced data analysis and reporting capabilities at scale.

Show more

Screenshots

Top Alternatives in Business Intelligence Tools


Cognos Analytics

Domo

GoodData

Grow

Logi Symphony

Looker Studio

MicroStrategy

Oracle Analytics Cloud

Power BI

Qlik Sense

QuickSight

SAP Analytics Cloud

SAS Visual Analytics

Sisense

Spotfire

Tableau

Related Categories

WE DISTILL IT INTO REAL REQUIREMENTS, COMPARISON REPORTS, PRICE GUIDES and more...

Compare products
Comparison Report
Just drag this link to the bookmark bar.
?
Table settings