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Domino Data Science Platform vs IBM SPSS Modeler comparison

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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

Domino Data Science Platform
Ranking in Data Science Platforms
16th
Average Rating
8.2
Reviews Sentiment
6.0
Number of Reviews
4
Ranking in other categories
No ranking in other categories
IBM SPSS Modeler
Ranking in Data Science Platforms
13th
Average Rating
8.0
Reviews Sentiment
6.3
Number of Reviews
40
Ranking in other categories
Data Mining (3rd)
 

Mindshare comparison

As of November 2026, in the Data Science Platforms category, the mindshare of Domino Data Science Platform is 1.8%, down from 2.5% compared to the previous year. The mindshare of IBM SPSS Modeler is 3.0%, down from 3.9% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Data Science Platforms Mindshare Distribution
ProductMindshare (%)
IBM SPSS Modeler3.0%
Domino Data Science Platform1.8%
Other95.2%
Data Science Platforms
 

Featured Reviews

reviewer2906820 - PeerSpot reviewer
Partner, AI and Machine Learning at a consultancy with 11-50 employees
Portable code has empowered cross‑client data science and now supports collaborative AI projects
Machine learning AI platforms like Domino Data Science Platform have the problem that they need to demonstrate well to citizen data scientists and technology management, so they need to make AI look easy. They also need to demonstrate well to professional data scientists who want to have their hands on as much power and scalability as possible. Lastly, they need to serve what we call MLOps engineers and software engineers to take the models and move them to production deployment. Those three personalities want a tool to look three different ways, and Domino Data Science Platform does a really good job at that. Domino Data Science Platform makes it accessible to citizen data scientists with basic concepts for IT management, has robust abilities to serve professional data scientists, and also has abilities to help MLOps and DataOps people deploy. I think the ability to select your environment, your containers, and your scalability, to use lots of computing memory when you need it, and then build your model, create your architectures, and then scale back to different sizes of the platforms as you need it is the area that Domino Data Science Platform stands out the most for professional data scientists. The ability to do the code yourself in Python and at the same time have automatic version control is really helpful too. I would highlight that Domino Data Science Platform is closer to Databricks, and while I have also used Dataiku, I would say that Dataiku is actually closer to the citizen data scientist platform.
RB
Business Owner at SASS GmbH
Support and flexibility enable effective project initiation and meet customer needs but deployment requires enhancement
The customer comes to you and says they want to deploy it and make a production out of this, which is very difficult and expensive with IBM SPSS Modeler. With MATLAB, there is no problem. I have a solution, and then I convert my MATLAB solution to C programming language. This I can deploy, and I can check it, and it is MISRA compatible. It is very easy to deploy it, to go from MATLAB to C or C++, which is actually needed in the car industry. In the car industry, they want to have it in the hardware. You cannot put MATLAB or IBM SPSS Modeler in the hardware of a car, but with C, there is no problem with a microcontroller. They can shoot it into the microcontroller, and I can check it with Polyspace, and it is MISRA compatible, which is an industrial standard. There is nothing similar in IBM SPSS Modeler. I made solutions with IBM SPSS Modeler, and then the customer said they wanted to make a production out of it, and it was not possible. I stopped with IBM SPSS Modeler 18. It is now 18.6 from what I know at the moment. I do not believe that there is a possibility to design a graphic user interface with it. It is itself a graphic user interface, where you put all sorts of little icons into the display.

Quotes from Members

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

Pros

"The scalability of the solution is good; I'd rate it four out of five."
"Domino Data Science Platform makes it accessible to citizen data scientists with basic concepts for IT management, has robust abilities to serve professional data scientists, and also has abilities to help MLOps and DataOps people deploy."
"We primarily use the solution for customer retention, but there are a lot of use cases for this particular product."
"In terms of my experience deploying models using Domino Data Science Platform, I have previously worked with Google Cloud and Vertex AI, as well as Azure Machine Learning Studio, but I find that Domino Data Lab is a much more advanced platform specifically tailored for model deployment, which significantly eases our workflow."
"The workspaces, which are like wrappers of Docker containers, made it easy to start development environments using Domino."
"I was familiar with using IBM SPSS Modeler separately in the private sector before that. It's a good tool for extracting data from data warehouses, creating streams, and manipulating logic to extract final data."
"The benefits are that this product makes us a more efficient sales staff, reducing the inefficiencies in the buying patterns of our customers by calling them when we know they're ready to order, instead of waiting for them to call us."
"You take two quarters and compare them and this tool is ideal because it gives you a lot of visibility on the before and after."
"It got us a good amount of money with quick and efficient modeling."
"Some basic form of feature engineering for classification models. This really quickens the model development process."
"So far, the stability has been rock solid."
"I still use it because when I got the latest version it had all those things that I wish I would've had when I was working at the office."
"I would recommend SPSS to someone who has just started trying to run a lot of modeling, it's a good starting point."
 

Cons

"Regarding Domino Data Science Platform's AI capabilities, I find its governance and security to be basic at present."
"The deployment of large language models (LLMs) could be improved."
"Improvement areas for Domino Data Science Platform could relate to resource monitoring capabilities; adding visuals that stakeholders can review would enhance awareness of resource usage and its impact on applications and costs."
"The predictive analysis feature needs improvement."
"Easier coding language that is more flexible with other platforms."
"It's very stable, although it is not as user friendly as it could be."
"The forecasting could be a bit easier."
"Neural networks are quite simple, and now neural networks are evolving to these architecture related to deep learning, etc. They didn't incorporate this in IBM SPSS Modeler."
"We have run into a few problems doing some entity matching/analytics using this portion of the software."
"Dimension reduction should be classified separately."
"​I would like better integration into the Weather Company solution. I have raised a couple of concerns about this integration and having more time series capabilities.​"
"If IBM could add some of the popular models into the SPSS for further analysis, like popular regression models, I think that would be a helpful improvement."
 

Pricing and Cost Advice

Information not available
"It is a huge increase to time savings."
"$5,000 annually."
"If you are in a university and the license is free then you can use the tool without any charges, which is good."
"I am using the free version of IBM SPSS Modeler, it is the educational edition version."
"It got us a good amount of money with quick and efficient modeling."
"The government has funds and a budget, it's hard to say if it's expensive or cheap. In Canada, they have a yearly budget. They used to encourage people to use the modeler for development. If ten users use the server with ten licenses, it runs faster. But if forty users use the same appliance, everything slows down. People then think it's not easy to do things and prefer using remote tools like Python to extract data from the database. It's not about being expensive or cheap, but about people's knowledge and experience in how to do the work."
"The scalability was kind of limited by our ability to get other people licenses, and that was usually more of a financial constraint. It's expensive, but it's a good tool."
"This tool, being an IBM product, is pretty expensive."
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Top Industries

By visitors reading reviews
Financial Services Firm
33%
Manufacturing Company
9%
Insurance Company
8%
Government
4%
Outsourcing Company
9%
Government
9%
Financial Services Firm
8%
Construction Company
8%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
No data available
By reviewers
Company SizeCount
Small Business9
Midsize Enterprise4
Large Enterprise32
 

Questions from the Community

What needs improvement with Domino Data Science Platform?
The need for AI governance that includes measuring model drift and assessing issues of large language models is something that Domino Data Science Platform really needs to strengthen, but I don't t...
What is your primary use case for Domino Data Science Platform?
I am a professional data scientist, and I use Domino Data Science Platform for basic data engineering and model development. I developed a model to help a client identify which customers they shoul...
What advice do you have for others considering Domino Data Science Platform?
I would rate Domino Data Science Platform an eight on a scale of one to ten. To be a ten, you would need to make a technology stack that is from the databases all the way through to advanced AI abi...
What needs improvement with IBM SPSS Modeler?
The customer comes to you and says they want to deploy it and make a production out of this, which is very difficult and expensive with IBM SPSS Modeler. With MATLAB, there is no problem. I have a ...
What is your primary use case for IBM SPSS Modeler?
I have been using IBM SPSS Modeler for a long time. I am using IBM SPSS Modeler mainly for ETL. Sometimes I use it to compare the results of the modeling as compared to MATLAB. MATLAB is the main t...
What advice do you have for others considering IBM SPSS Modeler?
You should put MATLAB into your database. According to Gartner, from what I have seen last year, there was a Gartner four quadrants perspective, and MATLAB was in a very good position. I remember a...
 

Also Known As

Domino Data Lab Platform
SPSS Modeler
 

Interactive Demo

Demo not available
 

Overview

 

Sample Customers

Allstate, GSK, AstraZeneca, Federal Reserve, US Navy, Bristol Myers Squibb, Bayer, BNP Paribas, Moodys, New York Life
Reisebªro Idealtours GmbH, MedeAnalytics, Afni, Israel Electric Corporation, Nedbank Ltd., DigitalGlobe, Vodafone Hungary, Aegon Hungary, Bureau Veritas, Brammer Group, Florida Department of Juvenile Justice, InSites Consulting, Fortis Turkey
Find out what your peers are saying about Domino Data Science Platform vs. IBM SPSS Modeler and other solutions. Updated: September 2026.
920,769 professionals have used our research since 2012.