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Cloudera Data Science Workbench vs IBM SPSS Statistics comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Dec 5, 2024

Review summaries and opinions

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:
 

Categories and Ranking

Cloudera Data Science Workb...
Ranking in Data Science Platforms
24th
Average Rating
7.0
Reviews Sentiment
6.9
Number of Reviews
2
Ranking in other categories
No ranking in other categories
IBM SPSS Statistics
Ranking in Data Science Platforms
8th
Average Rating
8.2
Reviews Sentiment
6.3
Number of Reviews
41
Ranking in other categories
Data Mining (1st), AI Data Analysis (14th), AI Research (6th)
 

Mindshare comparison

As of August 2026, in the Data Science Platforms category, the mindshare of Cloudera Data Science Workbench is 1.6%, up from 1.3% compared to the previous year. The mindshare of IBM SPSS Statistics is 3.5%, up from 2.8% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Data Science Platforms Mindshare Distribution
ProductMindshare (%)
IBM SPSS Statistics3.5%
Cloudera Data Science Workbench1.6%
Other94.9%
Data Science Platforms
 

Featured Reviews

Ismail Peer - PeerSpot reviewer
Program Management Lead Advisor at Unionbank Philippines
Useful for data science modeling but improvement is needed in MLOps and pricing
If you don't configure CDSW well, then it might be not useful for you. Deploying the tool can vary in complexity, but most of the time, it's relatively simple and straightforward. Triggering a job from data to production is easy, as the platform automates the deployment process. However, ensuring optimal resource allocation is essential for smooth operations.
EzzAbdelfattah - PeerSpot reviewer
Associate Professor Of Statistics at a university with 10,001+ employees
Advanced predictive analytics have supported my research and student projects across many methods
The only function I may need to be added or hope to be added to IBM SPSS Statistics is how to treat unstructured data. This mainly exists with IBM SPSS Modeler, but I do not think it is able to treat something like videos and similar content unless you are using languages like Python inside IBM SPSS Modeler or inside IBM SPSS Statistics. For the menu itself, for the selection, it does not exist. Thinking of the future, I believe that the owners of IBM SPSS Statistics should think about improving the package itself to be able to treat unstructured data.

Quotes from Members

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:
 

Pros

"The Cloudera Data Science Workbench is customizable and easy to use."
"I appreciate CDSW's ability to logically segregate environments, such as data, DR, and production, ensuring they don't interfere with each other. The deployment of machine learning is fast and easy to manage. Its API calls are also fast."
"The most valuable features are the small learning curve and its ability to hold a lot of data."
"The most valuable feature is the user interface because you don't need to write code."
"It has helped our analyst unit deliver work with more transparency and confidence, given that we can always view the dataset in totality, after each step of data transformation."
"The SPSS interface is very accessible and user-friendly; it's really easy to get information in it, and I've shared it with experts and beginners, and everyone can navigate it."
"The solution is very stable."
"Custom tables and macros: They allow us to create useful reports quickly for a broad audience."
"The most valuable feature is its robust statistical analysis capabilities."
"Since we are using the software as a statistical tool, I would say the best aspects of it are the regression and segmentation capabilities. That said, I've used it for all sorts of things."
 

Cons

"The tool's MLOps is not good. It's pricing also needs to improve."
"We found this solution a little bit difficult to scale."
"Running this solution requires a minimum of 12GB to 16GB of RAM."
"The solution needs more planning tools and capabilities."
"It could provide even more in the way of automation as there are many opportunities."
"Each algorithm could be more adaptable to some industry-specific areas, or, in some cases, adapted for maintenance."
"I do think that the design of the experience can be improved."
"The technical support is not very useful. You can find help on the internet but if you really have a problem then it can take a while before you get a solution."
"If there is any self-generation data collection plan (DCP), it would be helpful in gathering data. It would also be useful if there is a function to scale it up to, let's say, UiPath and have it consolidate and integrate into a UiPath solution."
"The product should provide more ways to import data and export results that are user-friendly for high-level executives."
"SPSS is a tool that's been around since the late 60s, and it's the universal worldwide standard for quantitative social science data analysis. That said, it does seem a bit strange to me that the graphical output functions are so clunky after all these years. The output of charts and graphs that SPSS produces is hideous."
 

Pricing and Cost Advice

"The product is expensive."
"We think that IBM SPSS is expensive for this function."
"It's quite expensive, but they do a special deal for universities."
"Our licence is on a yearly renewal basis. While pricing is not the primary concern in our evaluation, as products are assessed by whether they can meet our user needs and expertise, the cost can be a limiting factor in the number of licences we procure."
"While the pricing of the product may be higher, the accompanying service and features justify the investment."
"The pricing of the modeler is high and can reduce the utility of the product for those who can not afford to adopt it."
"SPSS is an expensive piece of software because it's incredibly complex and has been refined over decades, but I would say it's fairly priced."
"The price of IBM SPSS Statistics could improve."
"More affordable training for new staff members."
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Top Industries

By visitors reading reviews
Financial Services Firm
29%
Computer Software Company
8%
Wholesaler/Distributor
7%
Manufacturing Company
7%
Financial Services Firm
18%
Manufacturing Company
9%
Computer Software Company
7%
University
6%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
No data available
By reviewers
Company SizeCount
Small Business9
Midsize Enterprise7
Large Enterprise20
 

Questions from the Community

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What is your experience regarding pricing and costs for IBM SPSS Statistics?
I think the price of the solution is very reasonable. The cost depends; you have the option for subscription or you can purchase the license. Most of our customers are paying every year for a type ...
What needs improvement with IBM SPSS Statistics?
One of the frustrations I have with IBM SPSS Statistics is the licensing, which is more of a company issue because we have limited licenses and have to ask someone to get off IBM SPSS Statistics so...
What is your primary use case for IBM SPSS Statistics?
My main use case for IBM SPSS Statistics involves data cleaning and tabulation. I also use it sometimes for data validation. I use IBM SPSS Statistics to perform correlations, check data, remove re...
 

Also Known As

CDSW
SPSS Statistics
 

Overview

 

Sample Customers

IQVIA, Rush University Medical Center, Western Union
LDB Group, RightShip, Tennessee Highway Patrol, Capgemini Consulting, TEAC Corporation, Ironside, nViso SA, Razorsight, Si.mobil, University Hospitals of Leicester, CROOZ Inc., GFS Fundraising Solutions, Nedbank Ltd., IDS-TILDA
Find out what your peers are saying about Cloudera Data Science Workbench vs. IBM SPSS Statistics and other solutions. Updated: June 2026.
908,834 professionals have used our research since 2012.