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Darwin 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:
 

ROI

Sentiment score
6.2
Companies find Darwin efficient, preventing revenue loss and enhancing machine learning, with returns two to three times higher.
Sentiment score
4.5
IBM SPSS Statistics offers user-friendly data analysis, enabling significant time and cost savings with an estimated 50% ROI.
 

Customer Service

Sentiment score
8.4
Darwin's support is highly responsive and efficient, quickly resolving issues and providing valuable guidance, ensuring customer satisfaction.
Sentiment score
5.8
Users find online resources valuable for IBM SPSS support, though direct support is generally prompt, courteous, and solution-focused.
 

Scalability Issues

Sentiment score
6.7
Darwin scales well with challenges on large datasets; plans for expansion need internal changes for wider departmental adoption.
Sentiment score
5.9
IBM SPSS Statistics is praised for scalability but may face challenges with extremely large datasets or older hardware.
 

Stability Issues

Sentiment score
7.0
Darwin's stability has improved, boasting 99% availability, though some issues persist; support is responsive, yet enhancements continue.
Sentiment score
7.4
IBM SPSS Statistics is reliably stable, efficiently handling large datasets, but newer versions may face stability issues under heavy data loads.
 

Room For Improvement

Darwin users seek API integration, improved functionality, educational resources, and better automation for precision and transparency in AI processes.
IBM SPSS needs better visualization, big data support, modern interface, automation, and affordable licensing for improved usability and analysis.
It does not handle merging effectively and automatically cancels the data set, even if it was running for a whole day, ultimately indicating it cannot handle the data set merging.
Data Analyst at Toluna
I believe that the owners of IBM SPSS Statistics should think about improving the package itself to be able to treat unstructured data.
Associate Professor Of Statistics at a university with 10,001+ employees
I'm unsure if SPSS has a commercial offering for big servers, unlike KNIME, which does.
Emeritus Professor of Health Services Research at University of South Wales
 

Setup Cost

Darwin's licensing costs are significant yet often seen as valuable, with predictable setup fees and optional costs for integrations.
IBM SPSS Statistics' high pricing limits adoption, especially for advanced features, despite discounts for universities and students.
 

Valuable Features

Darwin excels in data cleaning, model-building, and integration, enhancing productivity and accessibility for non-experts in machine learning.
IBM SPSS Statistics offers user-friendly, robust analysis tools, supports large datasets, integrates Python, and provides extensive statistical modeling options.
Predictive analytics is the most important part of analytics.
Associate Professor Of Statistics at a university with 10,001+ employees
IBM SPSS Statistics provides excellent data visualization features that other tools do not have.
Data Analyst at Toluna
I mainly used it for cross tabs, correlation, regression, chi-squared tests, and similar analyses often seen in published papers.
Emeritus Professor of Health Services Research at University of South Wales
 

Categories and Ranking

Darwin
Ranking in Data Science Platforms
23rd
Average Rating
8.0
Reviews Sentiment
6.7
Number of Reviews
8
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 Darwin is 1.5%, up from 0.5% 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%
Darwin1.5%
Other95.0%
Data Science Platforms
 

Featured Reviews

AC
Founder at Helio Summit
Empowers SMEs to build solutions and interface them with the existing business systems, products and workflows.
There's always room for improvement in the UI and continuing to evolve it to do everything that the rest of AI can do. Because it's so much better than traditional methods, we don't get a ton of complaints of, "Oh, we wish we could do that." Most people are happy to see that they can build models that quickly, and that it can be done by the people who actually understand the problem, i.e. SMEs, rather than having to rely on data scientists. There's a small learning curve, but it's shorter for an SME in a given industry to learn Darwin than it takes for data scientists to learn industry-specific problems. The industry I work in deals with tons and tons of data and a lot of it lends itself to Darwin-created solutions. Initially, there were some limitations around the size of the datasets, the number of rows and number of columns. That was probably the biggest challenge. But we've seen the Darwin product, over time, slowly remove those limitations. We're happy with the progress they've made.
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.
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Top Industries

By visitors reading reviews
Construction Company
18%
Financial Services Firm
14%
Manufacturing Company
10%
University
7%
Financial Services Firm
18%
Manufacturing Company
9%
Computer Software Company
7%
University
6%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business6
Large Enterprise2
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...
 

Comparisons

 

Also Known As

No data available
SPSS Statistics
 

Overview

 

Sample Customers

Hunt Oil, Hitachi High-Tech Solutions
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 Darwin vs. IBM SPSS Statistics and other solutions. Updated: June 2026.
908,834 professionals have used our research since 2012.