# IBM SPSS Modeler Reviews **Vendor:** IBM **Category:** [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics) **Average Rating:** 4.0/5.0 **Total Reviews:** 148 ## About IBM SPSS Modeler The IBM SPSS Modeler is a leading, visual data science and machine learning solution. It helps enterprises accelerate time to value and desired outcome by speeding the operational tasks for data scientists. Leading organizations worldwide rely on IBM for data discovery, predictive analytics, model management and deployment, and machine learning to monetize data assets. The IBM SPSS Modeler empowers organizations to tap data assets and modern applications with complete, out-of-box algorithms and models, suited for hybrid, multi-cloud environments with robust governance and security posture. • Take advantage of open source based innovation including R or Python • Empower data scientists of all skills – programmatic and visual • Exploit multi-cloud approach - on-prem, public or private clouds • Start small and scale to enterprise-wide, governed approach ## IBM SPSS Modeler Pros & Cons **What users like:** - Users appreciate the **robust analytical modeling capabilities** of IBM SPSS Modeler for seamless data manipulation and preparation. (1 reviews) - Users appreciate the **seamless data connectivity** of IBM SPSS Modeler, enhancing their analytical capabilities and efficiency. (1 reviews) - Users appreciate the **seamless data access** with IBM SPSS Modeler, enhancing efficiency in data manipulation and analysis. (1 reviews) - Users appreciate the **seamless data connection** in IBM SPSS Modeler, enhancing data manipulation and preparation efficiency. (1 reviews) - Users appreciate the **seamless data visualization** capabilities of IBM SPSS Modeler, enhancing their analytical processes significantly. (1 reviews) - Ease of Use (1 reviews) - Fast Processing (1 reviews) - Integrated Platform (1 reviews) - Machine Learning (1 reviews) - Predictive Modeling (1 reviews) **What users dislike:** - Users find the **licensing costs prohibitively high** , making the overall expense of IBM SPSS Modeler a concern. (1 reviews) - Users are concerned about the **expensive licensing** costs, which significantly impact the overall usability of IBM SPSS Modeler. (1 reviews) ## IBM SPSS Modeler Reviews ### 1. Seamless Data Integration and Powerful Analytics **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Banking | Enterprise (> 1000 emp.) **Reviewed Date:** December 17, 2025 **What do you like best about IBM SPSS Modeler?** The IBM SPSS Modeler is a valuable tool for manipulating data and preparing it for use in datamarts, views, or tables for your BI tools. What I appreciate most about IBM SPSS Modeler is the ability to connect directly to your data source, allowing you to work with your data seamlessly, merge datasets within minutes, and write the results back to a datamart. Its robust analytical modeling capabilities are also crucial, especially for statisticians and for use in marketing and CRM departments. **What do you dislike about IBM SPSS Modeler?** The price is so high for each user. Licensing costs a lot. **What problems is IBM SPSS Modeler solving and how is that benefiting you?** We have primarily used it for data manipulation, preparing data sources for reports, segmenting the entire bank customer base, and conducting analytical modeling for CRM purposes, among other tasks. ### 2. The best application for market research **Rating:** 4.0/5.0 stars **Reviewed by:** Basil E. | Analyst, Small-Business (50 or fewer emp.) **Reviewed Date:** May 16, 2023 **What do you like best about IBM SPSS Modeler?** The best thing about IBM SPSS Modeler is that it is a really powerful statistical tool for data mining. I had to do a clustering for my market research work and spss had different clustering techniques inbuilt and easily deployable. **What do you dislike about IBM SPSS Modeler?** The only thing l dislike about spss is that it is pretty difficult to be an expert in it since I was a beginner in this statistical tool and the flexibility is also very less. **What problems is IBM SPSS Modeler solving and how is that benefiting you?** I was doing a market research for classifying the target population.SPSS helped and provided me with different algorithms of clustering like KNN,K means clustering, etc, and helpful in mapping my objective. ### 3. A Powerful Tool for Advanced Data Analysis - IBM SPSS Modeler Review **Rating:** 5.0/5.0 stars **Reviewed by:** Jessica S. | Relaciones internacionales , Higher Education, Small-Business (50 or fewer emp.) **Reviewed Date:** August 18, 2023 **What do you like best about IBM SPSS Modeler?** IBM SPSS Modeler is an impressive and comprehensive data analysis tool that caters to the needs of both novice and experienced data scientists. Its array of features and functionalities make it a powerful choice for those seeking to extract valuable insights from their data. While it's not without its limitations, its strengths far outweigh its weaknesses. SPSS Modeler boasts an intuitive interface that is relatively easy to navigate, even for users with limited coding experience. This accessibility makes it a great option for users who want to delve into data analysis without getting bogged down by complex programming. **What do you dislike about IBM SPSS Modeler?** While the interface is user-friendly, mastering some of the more advanced features can still be challenging. In-depth understanding of statistics and machine learning concepts is required to utilize the software to its full potential. **What problems is IBM SPSS Modeler solving and how is that benefiting you?** he software provides an extensive selection of machine learning and statistical algorithms, allowing users to explore various modeling techniques. From decision trees and clustering to neural networks and time series analysis, SPSS Modeler covers a wide spectrum of analytical approaches. One of its standout features is its robust data preparation tools. With a graphical interface for data cleaning, transformation, and manipulation, users can efficiently preprocess their data without the need for external tools. SPSS Modeler includes AutoML capabilities, making it easier to find the most suitable model for a given dataset. This feature is particularly beneficial for users who are new to machine learning and may not have the expertise to manually select and tune models. ### 4. IBM SPSS MODELER-overview **Rating:** 4.5/5.0 stars **Reviewed by:** PRANEETH VARDHAN D. | Mid-Market (51-1000 emp.) **Reviewed Date:** May 13, 2023 **What do you like best about IBM SPSS Modeler?** The IBM SPSS Modeler is a leading visual information science and AI arrangement. Exploit open source-based advancement, including R or Python. Enable information researchers of all abilities - automatic and visual. Exploit multi-cloud approach - on-prem, public or confidential clouds. Start little and scale to a big business-wide, represented method. By taking professional IBM SPSS Modeler, we get access to the accompanying - Information access and commodities without information size limits. Programmed information prep, fighting, ETL. 30+ base AI calculations, auto-displaying. R extensibility/Python prearranging R extensibility/Python prearranging. R extensibility/Python prearranging. **What do you dislike about IBM SPSS Modeler?** An estimating approach which makes the solution expensive for projects including various clients. It's pre overwhelmingly utilised for measurements. Restricted help for open-source AI libraries. Costly permitting and upkeep costs. It can be an asset concentrated for vast and complex informational indexes. **What problems is IBM SPSS Modeler solving and how is that benefiting you?** SPSS Modeler improves information planning, displaying, and organisation, which helps information researchers and investigators work all the more productively and actually, saving time and assets. the issues that IBM SPSS Modeler is settling and is helping me with are following 1) Straightforward. 2) Simplified framework. 3) Automated. 4) Code less working. 5) Efficient. ### 5. Offers great functionalities and plenty of learning resources **Rating:** 5.0/5.0 stars **Reviewed by:** Sounak R. | Big Data Specialist, Enterprise (> 1000 emp.) **Reviewed Date:** April 25, 2023 **What do you like best about IBM SPSS Modeler?** 1. Adequate learning resources and extensive documentation. 2. Supports various models and is easy to implement them. 3. Easy integration with other IBM tools like Watson 4. People with less exposure to coding can use it efficiently. **What do you dislike about IBM SPSS Modeler?** 1. Complicated GUI, improvements are required in this aspect. 2. A bit pricey when it comes to multiple teams. 3. Limited integration with other languages like Java or Python **What problems is IBM SPSS Modeler solving and how is that benefiting you?** Optimization of manufacturing equipment throughput (OEE->Overall Equipment Effectiveness). Prediction of cycle times of products based on past information and allocation of resources based so that idle time of resources could be reduced and throughput maximized. ### 6. Cleaner for absurd data **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Market Research | Small-Business (50 or fewer emp.) **Reviewed Date:** August 19, 2023 **What do you like best about IBM SPSS Modeler?** I like the most in IBM SPSS , they way is working to clean the data with the help of syntax and also use for data validation as well as for quick tabulation reports to reviw the while summary of the data. **What do you dislike about IBM SPSS Modeler?** As of now there is now weak point but when the time of visualiztion of charting there is slightly behind from various tools to analyse the data in many various way according to the clients need. **What problems is IBM SPSS Modeler solving and how is that benefiting you?** With the help of IBM SPSS we solve the data validation and perform tabulation part as well for review the data in table format and also use this for data cleaning for absurd data coming from various clients. ### 7. A wonderful visual Data Mining tool. **Rating:** 4.5/5.0 stars **Reviewed by:** Deepak R. | Lead Business Analyst, Enterprise (> 1000 emp.) **Reviewed Date:** August 04, 2020 **What do you like best about IBM SPSS Modeler?** The first time I introduced to Clementine Software in 2011 I was just fell in love with how easy it is. I really liked the detailed output of the analysis with everything one needs to interpret the result. The visual drag and drop feature where anyone can do any analysis with minimal coding. **What do you dislike about IBM SPSS Modeler?** I really liked the spreadsheet feature but the UI was not that interesting. **What problems is IBM SPSS Modeler solving and how is that benefiting you?** I used both IBM SPSS Modeler and IBM SPSS Statistics. I used SPSS Modeler for my Machine Learning pipelines. I also used it to implement ML best practices from Research papers without concerning about the coding. ### 8. A very good tool to do Statistical modelling like - Multivariate Regression **Rating:** 4.5/5.0 stars **Reviewed by:** Atul K. | Competitive Intelligence & Analytics, Mid-Market (51-1000 emp.) **Reviewed Date:** December 12, 2023 **What do you like best about IBM SPSS Modeler?** It is userfriendly and its features are excellent. **What do you dislike about IBM SPSS Modeler?** Include more functions. Better Customer Support **What problems is IBM SPSS Modeler solving and how is that benefiting you?** It helps in better forecasting and better prediction of a particular trend associated with a product/brand. ### 9. Best Analytics Tool by IBM **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Marketing and Advertising | Mid-Market (51-1000 emp.) **Reviewed Date:** May 20, 2023 **What do you like best about IBM SPSS Modeler?** IBM SPSS Modeler is a program for statistical analysis and data processing. The software also offers strong data analysis capabilities, enabling you to do the most traditional statistical analyses. Because the SPSS modeler can accept various data types as input, you can handle the work yourself without taking additional steps to modify the data before using it. The GUI is well-designed and user-friendly; practically anyone can use the program with minimum investment in training. Escalability allows you to increase your licensing expenditure by your actual needs, from a single annual authorized user to unlimited concurrent users and Big Data and Machine Learning capabilities. **What do you dislike about IBM SPSS Modeler?** A little expensive when considering multiple teams. Complicated user interface; changes are needed in this area. It can occasionally make data transformation more complicated. Incompatibility with Java or Python programming languages, SQL management tools, or both. **What problems is IBM SPSS Modeler solving and how is that benefiting you?** Customer Segmentation, Churn Prediction ### 10. it is a very good program **Rating:** 5.0/5.0 stars **Reviewed by:** ANA LAURA Q. | professor, Mid-Market (51-1000 emp.) **Reviewed Date:** May 10, 2023 **What do you like best about IBM SPSS Modeler?** Because I can create a complete database and in this way describe, analyze, and model data. **What do you dislike about IBM SPSS Modeler?** What I still don't like is that sometimes I can't edit some graphics with the requirements that journals ask for to publish research. **What problems is IBM SPSS Modeler solving and how is that benefiting you?** Well, it helps me to model health data and in this way make decisions related to health issues. ### 11. IBM SPSS Modeler **Rating:** 3.5/5.0 stars **Reviewed by:** Verified User in Research | Small-Business (50 or fewer emp.) **Reviewed Date:** July 29, 2018 **What do you like best about IBM SPSS Modeler?** Easy to use features, allows for quick results **What do you dislike about IBM SPSS Modeler?** Color scheme can make differentiation difficult **What problems is IBM SPSS Modeler solving and how is that benefiting you?** Statistical analysis, benefits- able to change marketing focus ### 12. Loved the smooth and efficient performance of the IBM SPSS Modeler **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Primary/Secondary Education | Enterprise (> 1000 emp.) **Reviewed Date:** May 28, 2023 **What do you like best about IBM SPSS Modeler?** The data modelling concept and graphical options of the Modeler is amazing. Loved how accurate the data models were, pattern recognition and clustering were representative of all the data points and helped me a lot in recognising some key conclusions for my project. **What do you dislike about IBM SPSS Modeler?** Although the Modeler has vast graphical representation options to choose from, most of them are obsolete and I faced many limitations while manipulating key data points. Also the pricing can be reconsidered. **What problems is IBM SPSS Modeler solving and how is that benefiting you?** IBM SPSS Modeler helps me develop accurate predictive analytics models for my project and research work, it easily combines text and data points which allows efficient performance for my work. ### 13. First step in your AI journey **Rating:** 4.5/5.0 stars **Reviewed by:** Henri A. | Regional Business Director, Mid-Market (51-1000 emp.) **Reviewed Date:** February 17, 2023 **What do you like best about IBM SPSS Modeler?** Its user-friendly interface especially in the IBM Pak fro Data envirronment. Advanced statistical features addressing major needs in the analytics journey : from data preparation, analysis and graphical reporting. **What do you dislike about IBM SPSS Modeler?** A pricing approach which makes the soution costly for projects involving many different users. **What problems is IBM SPSS Modeler solving and how is that benefiting you?** We use SPSS Modeler in market research projects to identify groupings of features that identify a profile. The clustering capabilities of SPSS Modeler are fast to execute and deliver credible results. ### 14. Efficient Analytics **Rating:** 4.5/5.0 stars **Reviewed by:** Manisha C. | Small-Business (50 or fewer emp.) **Reviewed Date:** February 16, 2023 **What do you like best about IBM SPSS Modeler?** 1)User-friendly graphical interface for data preparation, modeling, and deployment. 2)Large selection of data preparation and modeling nodes. 3)Supports multiple data sources and data types. 4)Good documentation and resources for support. 5)Integration with other IBM tools such as Watson Studio and Cognos Analytics. **What do you dislike about IBM SPSS Modeler?** 1)Limited support for open-source machine learning libraries. 2)Expensive licensing and maintenance costs. 3)Can be resource-intensive for large and complex data sets. **What problems is IBM SPSS Modeler solving and how is that benefiting you?** SPSS Modeler simplifies the process of data preparation, modeling, and deployment, which helps data scientists and analysts to work more efficiently and effectively, saving time and resources. ### 15. A slick system for beginners and new users of IBM software **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Information Technology and Services | Enterprise (> 1000 emp.) **Reviewed Date:** May 09, 2023 **What do you like best about IBM SPSS Modeler?** It is great to easily access data analytics and data modelling. A visually attractive dashboard helps proiperly understand your data all in one place. **What do you dislike about IBM SPSS Modeler?** It can be clunky/crash when using larger amounts of data. It does lack some of the more intermediate/advanced programming languages in comparison to other similar softwares too. **What problems is IBM SPSS Modeler solving and how is that benefiting you?** It allowed me to anaylse and compare data in order to predict sales and sales contract ends, allowing me to act fast and prevent sales drops. ### 16. Computerization : SPSS Modeler **Rating:** 4.5/5.0 stars **Reviewed by:** Praloy S. | Software Development, Small-Business (50 or fewer emp.) **Reviewed Date:** September 25, 2021 **What do you like best about IBM SPSS Modeler?** 1) Without writing a single line of code we can craft the maching learnig model which is the best part. 2) We can drag and drop files which makes our effort work. Simply look for the item we need in our model select it drag it to work area and drop it. 3) A great variety of analytics, from statistical calculation to data validation and predictive statistics which is one of the best in-built function of this tool. 4) It has a beautiful and intuitive new UI.The manual is very easy to understand. **What do you dislike about IBM SPSS Modeler?** The time file of the executive sometimes gets corrupted, which takes a lot of time else, everything is perfect in this tool. **Recommendations to others considering IBM SPSS Modeler:** If you are a beginner and want to learn how to create a model quickly, you should use this tool to make your machine learning model. **What problems is IBM SPSS Modeler solving and how is that benefiting you?** 1) Easy to understand. 2) Drag and drop system. 3) Computerized. 4) Code less working. 5) Time saving. ### 17. Code less models **Rating:** 4.0/5.0 stars **Reviewed by:** Devyani G. | QA Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** April 04, 2021 **What do you like best about IBM SPSS Modeler?** Best way to contribute to machine learning world without any code. In few click without touching keyboard we can make our models ready in few minutes, which is the best part I like in this software. Easy to use when we get familier with its tool. **What do you dislike about IBM SPSS Modeler?** Worst interface and its to complex in stating and don't give guidance on how to use it. Its license is also so much expensive as not everyone can buy it. Its technical support replying time is also late as we have to wait for days to get a response form their technical team. **Recommendations to others considering IBM SPSS Modeler:** If you want to make your research paper and don't know about coding best way to work with ML models without any code **What problems is IBM SPSS Modeler solving and how is that benefiting you?** Time-saving as we don't have to code anything Easy file handling Easy way to integrate trained model with any software which work with its model extension ### 18. Standard software to perform Statistical modeling and Analysis **Rating:** 5.0/5.0 stars **Reviewed by:** Anil K. | Manager - Statistics (Data Science) , Enterprise (> 1000 emp.) **Reviewed Date:** December 28, 2021 **What do you like best about IBM SPSS Modeler?** Intrectional visualization is based on both drop-down and scripting. This feature makes it very strong **What do you dislike about IBM SPSS Modeler?** Slow process while preparing complex tabulation. It should be more user friendly and fast **What problems is IBM SPSS Modeler solving and how is that benefiting you?** I used to develop Statistical Models i.e., Advanced Regression, Classification, and time series Models ### 19. Best drag and drop software to organize machine learning models **Rating:** 4.5/5.0 stars **Reviewed by:** Vaibhav N. | Software Developer, Enterprise (> 1000 emp.) **Reviewed Date:** April 10, 2021 **What do you like best about IBM SPSS Modeler?** 1. One the best part which make it more valuable is its drag and drop system. Just search for the object we need in our model select it drag it to workspace and drop it. 2. Easiest way to execute our code ,ust connect the models with each other and press run button our model is ready. 3. Fastest way to make our model ready to represent to anybody. 4. Easy output representation help the user to understand the result easy and in best way possible. **What do you dislike about IBM SPSS Modeler?** SPSS modeler is the best software for machine learning but sometimes during execution our file gets corrupted resulting in model crashing. And one more thing which is don't like its high cost which makes it more difficult to access for some developer. **Recommendations to others considering IBM SPSS Modeler:** Best software to make your work easy without code. You should try this once to make your work organized and easy **What problems is IBM SPSS Modeler solving and how is that benefiting you?** So simple to work with SPSS modeler Easy and short Code less working My whole research paper thing is done on SPSS modeler and best part is my paper is selectid because of the proper outputs i achive with the help of spss modeler. ### 20. Best way to train Machine **Rating:** 4.5/5.0 stars **Reviewed by:** Surya K. | Software Developer, Small-Business (50 or fewer emp.) **Reviewed Date:** April 03, 2021 **What do you like best about IBM SPSS Modeler?** Best way to train your machine as we only need the mouse to drag and drop which is the best part i like. And one more thing is like is we don't need to write any code to do or work **What do you dislike about IBM SPSS Modeler?** I dont likes its interface too messy and hard to understand. It should be more organized and in some cases it don't accept files too **Recommendations to others considering IBM SPSS Modeler:** Best way to train your model without any code **What problems is IBM SPSS Modeler solving and how is that benefiting you?** Time saving No code required Darg and drop system In few click our mode is trained ### 21. Excellent for Beginners **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Education Management | Enterprise (> 1000 emp.) **Reviewed Date:** November 12, 2021 **What do you like best about IBM SPSS Modeler?** IBM SPSS Modeler is an excellent platform for beginners to data analytics. It offers intermediate data modeling and processing tools, along with graphical representations. **What do you dislike about IBM SPSS Modeler?** The software can be overwhelming for newbies. A beginners' guide or a how-to-use manual or walkthrough videos would be appreciated. **What problems is IBM SPSS Modeler solving and how is that benefiting you?** Data modeling, data analytics, data processing and graphical analysis ### 22. Has lot of potential but difficult UI **Rating:** 3.5/5.0 stars **Reviewed by:** Sai M. | Student, Enterprise (> 1000 emp.) **Reviewed Date:** May 10, 2019 **What do you like best about IBM SPSS Modeler?** Very good tool for predicative analytics. Has all the features needed for the analysis of any data set. Additional has a very robust nature allowing it to be applicable for various needs. **What do you dislike about IBM SPSS Modeler?** Main issue is the UI. The program looks and feels very dated. It is difficult for new users to be able to conduct simple regression models. The overall feel is not intuitive and will take a reasonable amount of practice to get the hang of. Additionally models produced with the program are lackluster and fail in comparison to other visualization tools, such as tableau. **Recommendations to others considering IBM SPSS Modeler:** If you need a product capable of rigorous data analysis this is a great product. However be advised that there is a decent learning curve and it will take practice to master the software. **What problems is IBM SPSS Modeler solving and how is that benefiting you?** Main use for data analysis for scientific purposes. Major benefits are being able to mold data and enabling a multifaceted approach for various data sets. Tool is very comprehensive once understood. ### 23. A Beginners tool for Data Analysis and Predictive Analytics **Rating:** 3.5/5.0 stars **Reviewed by:** Pushkal M. | Senior Business Analyst - [Client : A Search Engine Giant], Mid-Market (51-1000 emp.) **Reviewed Date:** July 30, 2020 **What do you like best about IBM SPSS Modeler?** The drag-drop-plugin approach for ETL, data analysis and predictive analytics **What do you dislike about IBM SPSS Modeler?** 1) Slow responses 2) Not optimized data extraction until someone writes their custom sql codes in the data nodes 3) Frequent corruption of data nodes 4) Complex data transformation logics **Recommendations to others considering IBM SPSS Modeler:** Good with data analysis but the issue of frequent corruption of nodes in the pipeline can be someimes frustrating. Also, one needs to have a basic to intermediate knowledge of SQL to make the best use out of the tool especially in case of ETL and data analysis. **What problems is IBM SPSS Modeler solving and how is that benefiting you?** 1) I was building a data pipeline for the weekly Business user report - Claim insurance 2) I also used it for the classification of the data to be used in Predictive Model - Logistic Regression Benefit: While I have been working extensively with SQL codes earlier but predictive analytics was new to me. But the inbuilt black-box nodes of SPSS modeler really made my job easy and the client preferred my solution. I had also tried using Alteryx but both of them seemed to be at par. ### 24. I worked with IBM SPSS Modeler for my Master Project and it completion. Easy to work. **Rating:** 5.0/5.0 stars **Reviewed by:** Riddima T. | Sales Data Analyst, Small-Business (50 or fewer emp.) **Reviewed Date:** August 16, 2020 **What do you like best about IBM SPSS Modeler?** I thoroughly enjoyed working with IBM SPSS. It was one of the tool I selected to work on for my Master Project. It's so easy to understand and work with as Data Analytics. It gives a nice visual dashboard and also helps in prediction with easy drag and drop tool. completely enjoyed working with! **What do you dislike about IBM SPSS Modeler?** It was a little bit of unease to arrange the formula. **Recommendations to others considering IBM SPSS Modeler:** Of course! I have already recommended many of my classmates who are working for their Master projects and also the company where I have interned. **What problems is IBM SPSS Modeler solving and how is that benefiting you?** I was analysing, predicting and visualizing a set of a dataset as data analytics. As soon as had an understanding of using the tool, I was able to save time and be more productive because of its AI features . ### 25. Very good and intuitive product **Rating:** 4.5/5.0 stars **Reviewed by:** Luis U. | Quality Assurance Automation Engineer, Small-Business (50 or fewer emp.) **Reviewed Date:** August 02, 2020 **What do you like best about IBM SPSS Modeler?** Very easy & intuitive interface. Easy to understand for novice users. Interaction is easy, drag, and drop works pretty well. Data management is fast & easy Good integration with R language. A lot better than SAS enterprise tools. **What do you dislike about IBM SPSS Modeler?** Lack of code control for deeper data exploitation and complex processes. Needs better integration with other languages & software. Lack of integration with SQL Management tools, java, or python languages. **Recommendations to others considering IBM SPSS Modeler:** Interact with the tutorial to get familiar with the products and their features. If you have the possibility of training from the vendor, even better. **What problems is IBM SPSS Modeler solving and how is that benefiting you?** It's very good for regressions for scoring & decision making. Result analysis with a little knowledge it's very well developed. Scoring for default payments and customer bank products sell with a good strategy worked pretty well. ### 26. Best Structured Equation Model App **Rating:** 5.0/5.0 stars **Reviewed by:** Francis B. | Technical Consultant, Small-Business (50 or fewer emp.) **Reviewed Date:** December 22, 2020 **What do you like best about IBM SPSS Modeler?** It's produces very good visualizations of statistic results. **What do you dislike about IBM SPSS Modeler?** It's requires abit of time to know how to use especially for people with limited knowledge in Statistics. **What problems is IBM SPSS Modeler solving and how is that benefiting you?** It has helped to solve data analysis assignment requiring detailed structured equation modelling. ### 27. Valuable and practical tool, very recommended **Rating:** 4.5/5.0 stars **Reviewed by:** Leonardo C. | Data Analyst, Enterprise (> 1000 emp.) **Reviewed Date:** August 16, 2020 **What do you like best about IBM SPSS Modeler?** It makes your life easier. Very intuitive and it suits different tasks at the same time. Everything you need to analyze/handle huge amount of data in one single tool **What do you dislike about IBM SPSS Modeler?** For the tasks concerning my job, nothing. I can't complain about this product. Maybe, at times it is a bit slow but only when it comes to extract tens of millions of record **What problems is IBM SPSS Modeler solving and how is that benefiting you?** I use it to join different table coming from different repository. I am not using most of the statistical options it offers ### 28. Awesome experience I have through it while performing operations on it,Good source for programer . **Rating:** 4.5/5.0 stars **Reviewed by:** Srikanth k. | Small-Business (50 or fewer emp.) **Reviewed Date:** July 30, 2020 **What do you like best about IBM SPSS Modeler?** Tools were very updated which we used to perform data visualization and it's functioning is user friendly. I like visualization perform tools like pie chart ,Bar and scatter plot and histogram . **What do you dislike about IBM SPSS Modeler?** Descriptive statistics performance should be improved in performing some operations. **What problems is IBM SPSS Modeler solving and how is that benefiting you?** Statistical and visualization operations I have performed it .They were easy for perform in it instead of writing some code to perform that operations. ### 29. Best product for ML/DL modelling **Rating:** 4.5/5.0 stars **Reviewed by:** Anish V. | Senior Data Scientist, Enterprise (> 1000 emp.) **Reviewed Date:** August 02, 2020 **What do you like best about IBM SPSS Modeler?** Use of use Easy to deploy models Really like the forrestor calculator **What do you dislike about IBM SPSS Modeler?** It sometimes increases the complexities involved the transformation of data **Recommendations to others considering IBM SPSS Modeler:** It's easy to deploy models into production and stage. It also can be used across dataset from different languages. It can be used across verticals and functions **What problems is IBM SPSS Modeler solving and how is that benefiting you?** Churn prediction, customer segmentation, limear programming ### 30. Data Scientist, always ready to learn new things. **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Higher Education | Mid-Market (51-1000 emp.) **Reviewed Date:** August 04, 2020 **What do you like best about IBM SPSS Modeler?** Can get the useful insights and predictions in very less period of time.Drag and Drop options allow us to implement models faster and to evaluate models performance and model fitting in very less period of time. **What do you dislike about IBM SPSS Modeler?** solutions are expensive to deploy.Can't tune model much .. cant pre-process dataas much as we can perform using numy and pandas. **What problems is IBM SPSS Modeler solving and how is that benefiting you?** To analyze data IBM SPSS Modeler is used,smooth modeling, Quick Analysis option. Large dataset capability.Easy to export the information out to other forms.SPSS should be easier to interpret with screen readers for disabled users. ### 31. ANN models **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Marketing and Advertising | Small-Business (50 or fewer emp.) **Reviewed Date:** August 26, 2020 **What do you like best about IBM SPSS Modeler?** I used IBM SPSS Modeler when I was writing my final thesis in college. It helped me a lot while creating ANN models. I used it to decide which of the IT projects is suitable to be in the project portfolio. **What do you dislike about IBM SPSS Modeler?** I don't have anything particular to comment. **Recommendations to others considering IBM SPSS Modeler:** For anybody like me, that don't have experience, I suggest to try it out. **What problems is IBM SPSS Modeler solving and how is that benefiting you?** The Modeler was easy to use, had everyhing that I needed. ### 32. Its amazing **Rating:** 4.5/5.0 stars **Reviewed by:** Mrudula B. | Lead Engineer, Small-Business (50 or fewer emp.) **Reviewed Date:** August 04, 2020 **What do you like best about IBM SPSS Modeler?** Statistics is very simple to calculate by using this **What do you dislike about IBM SPSS Modeler?** Could include more Programming lanuguages like SAS **What problems is IBM SPSS Modeler solving and how is that benefiting you?** I have tried basic Linear Regression to more complex problems like NLP ### 33. I have used IBM SPSS for 3 years for creating prepensity models. **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Telecommunications | Enterprise (> 1000 emp.) **Reviewed Date:** August 03, 2020 **What do you like best about IBM SPSS Modeler?** Easy to use and availability of abundance of algorithms **What do you dislike about IBM SPSS Modeler?** Tough to build your own algorithms and implement in business **What problems is IBM SPSS Modeler solving and how is that benefiting you?** With this I have built plenty of Propensity models in telecom domain. It helped in predicting who are likely to churn, upgrade/downgrade services. Preventive actions are taken in advanced to check the churn. ### 34. A perfect tool to visualize data **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Utilities | Enterprise (> 1000 emp.) **Reviewed Date:** July 28, 2020 **What do you like best about IBM SPSS Modeler?** Deep AI integration Charts Text Analytics Ease to use with Elastic Search **What do you dislike about IBM SPSS Modeler?** Suggestive approach rather than a prescriptive approach Integration with existing pipelines in the cloud deployments Customization **Recommendations to others considering IBM SPSS Modeler:** A solid prescriptive analysis tool with deep AI learning model. **What problems is IBM SPSS Modeler solving and how is that benefiting you?** Predict the churn rate on the existing platforms An investment decision on modernization programs ### 35. I use this for credit card attrition predictive analysis and I fond this extremely helpful **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Banking | Small-Business (50 or fewer emp.) **Reviewed Date:** July 29, 2020 **What do you like best about IBM SPSS Modeler?** Training ability and testing. Best modeling **What do you dislike about IBM SPSS Modeler?** There is nothing to dislike about future ML **Recommendations to others considering IBM SPSS Modeler:** Try the future technology **What problems is IBM SPSS Modeler solving and how is that benefiting you?** Processing benefits. Plus I dont need to use my laptop cores to train the model. Plus I have trained my credit card model through this which was helpful. ### 36. Review of SPSS MODELLER user with 2 years of experience in Business Analysis **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Management Consulting | Enterprise (> 1000 emp.) **Reviewed Date:** July 30, 2020 **What do you like best about IBM SPSS Modeler?** It's easy to append and merge heavy CSV format files **What do you dislike about IBM SPSS Modeler?** Sometimes its may be bags when you using distinct function **Recommendations to others considering IBM SPSS Modeler:** Dont be afraid to use a combination of several nodes **What problems is IBM SPSS Modeler solving and how is that benefiting you?** Making the segmentation and clustering the data into several groups ### 37. Clients are migrating from SPSS **Rating:** 2.5/5.0 stars **Reviewed by:** Verified User in Insurance | Enterprise (> 1000 emp.) **Reviewed Date:** August 01, 2020 **What do you like best about IBM SPSS Modeler?** Drag and drop nodes to create work flow with streams. **What do you dislike about IBM SPSS Modeler?** Outdated. Latest ML and DL algorithms are not available. Lacks viz. **What problems is IBM SPSS Modeler solving and how is that benefiting you?** Building models for insurance client. Easy to test, build and deploy ### 38. Basically the power of modelling and stats **Rating:** 3.5/5.0 stars **Reviewed by:** Verified User in Telecommunications | Enterprise (> 1000 emp.) **Reviewed Date:** July 29, 2020 **What do you like best about IBM SPSS Modeler?** ACTUALLY its power of stats and different variation of ML models **What do you dislike about IBM SPSS Modeler?** I think tge freedom of using open source **What problems is IBM SPSS Modeler solving and how is that benefiting you?** If i want to use the new deep learning models like tensorflow ### 39. Easy To Use, However Limited Customizations **Rating:** 4.5/5.0 stars **Reviewed by:** Canturk C. | Assistant Specialist, Enterprise (> 1000 emp.) **Reviewed Date:** June 07, 2019 **What do you like best about IBM SPSS Modeler?** It is very easy to use. Easenes of SPSS to read diagrams and logic provides better understanding over complex algorithms. I use it everyday for customer segmentation. Algorithms are more readable and easy to adapt. Also I love SQL pushback of this amazing tool. **What do you dislike about IBM SPSS Modeler?** It doesnt allow customize some steps. In some cases SQL code gives you better and easy approach. **Recommendations to others considering IBM SPSS Modeler:** For users who has no programming background, I definitely suggest. For expert users, I would not suggest the SPSS Modeler, it doesn't give you make changes on algorithms or predefined tools. **What problems is IBM SPSS Modeler solving and how is that benefiting you?** I have run over 70 SPSS streams in 2 hours. Its speed is amazing. Before SPSS Modeler, I did same job for almost 1 week. Thanks to SPSS Modeler SQL Pushback and easy to create system, now same job is automated and run everyday. ### 40. My experience in Modeler **Rating:** 4.5/5.0 stars **Reviewed by:** Luis Ernesto S. | Cientifico de Datos, Enterprise (> 1000 emp.) **Reviewed Date:** March 26, 2019 **What do you like best about IBM SPSS Modeler?** Personally, I think that for a new user, it is a friendly way to work in a first phase with a treatment of certain information and then seek utility through the different statistical algorithms. **What do you dislike about IBM SPSS Modeler?** I think that if you were using SSPS Statistics instead in the way of working from code to configurable addresses which is not necessarily bad, it could be a paradigm change that is difficult to overcome. Another issue may be some very hidden configurations within the nodes. **Recommendations to others considering IBM SPSS Modeler:** Evaluate all the options of this type of products in the market, the specific need can be covered in many ways, it is better to first define your need and then rely on analytical tools that are not and do everything. **What problems is IBM SPSS Modeler solving and how is that benefiting you?** Mainly some statistical models generated with the tool and related to predict customer behavior. We are currently in the stage in which we seek the evaluation, optimization and automation of these models. ### 41. Best modeling tool to get this off to a quick start **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Food & Beverages | Mid-Market (51-1000 emp.) **Reviewed Date:** August 25, 2019 **What do you like best about IBM SPSS Modeler?** You barely need any knowledge of coding to be able to use SPSS Modeler. Just with a little bit of know-how of things, you can already start building prediction and segmentation models. It's super light-weight so most of the models you can run on the laptop instead of having to deploy them on a server. Drag and drop interface, and connecting together the data flow is amazing. **What do you dislike about IBM SPSS Modeler?** Deploying a stream on a SPSS server is not that straight-forward **What problems is IBM SPSS Modeler solving and how is that benefiting you?** Building prediction model for the business. Managed to get things off to a very quick start. ### 42. Only for beginners **Rating:** 1.0/5.0 stars **Reviewed by:** Verified User in Education Management | Mid-Market (51-1000 emp.) **Reviewed Date:** October 06, 2019 **What do you like best about IBM SPSS Modeler?** It's easy for beginners to use, most of the functions are in the dropdown menu. **What do you dislike about IBM SPSS Modeler?** The syntax function of SPSS is very inconvenient. If you are an intermediate data analyst, switch to other softwares, e.g., R, Stata. **Recommendations to others considering IBM SPSS Modeler:** Use other software like R or Stata. **What problems is IBM SPSS Modeler solving and how is that benefiting you?** Mostly using it for teaching entry level statistics course. The learning curve is pretty flat, easy to learn even for students with minimum experience with statistical software. ### 43. ibm spss modeler **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Banking | Enterprise (> 1000 emp.) **Reviewed Date:** July 15, 2019 **What do you like best about IBM SPSS Modeler?** As a result of our work, we process our raw and raw information that we obtain with this application and make it reportable. The application is one of the best applications in my opinion. The data processing speed is very good, the interface it uses is very good. Reporting screen is working healthy. Healthy analyzes and reporting of these analyzes work very well. The real purpose of this program already. I am very pleased. **What do you dislike about IBM SPSS Modeler?** I had no bad process during use and installation. **What problems is IBM SPSS Modeler solving and how is that benefiting you?** The application needs a good training .. difficult to user ### 44. Good and easy to use software **Rating:** 5.0/5.0 stars **Reviewed by:** Marcos Dafrán B. | Senior Specialist Data Insight Analyst, Mid-Market (51-1000 emp.) **Reviewed Date:** January 04, 2019 **What do you like best about IBM SPSS Modeler?** Modeler is great when yu have multiple problems that can be resolved with analytics. You can use it to modify data in order to be in good condition for modeling and also it have a significant ammount of techniques that you can apply. Also, you can integrate Modeler with R project and with Phyton, wich is great to give it more functions. One great advantage of modeler is the easy of automatization of process. **What do you dislike about IBM SPSS Modeler?** Modeler lacks of important statistical tests, like normality, randomness, etc. This is not good when you are making regressions and need to test the assumtions about the errors. Other thing that migth be a need to improve is the lack of techniques to analyze unestructured data like images or videos. **Recommendations to others considering IBM SPSS Modeler:** Offer more alternatives to the users that used entity analytics and social network analytics. **What problems is IBM SPSS Modeler solving and how is that benefiting you?** We are cleaning our data with modeler, and making a lot of reports about our main kpis. Also we are making simple assosiation modeles to know what to offer to our clients. The greatest benefits we have realized are the automatization of proceses. With the streams there is very easy to get results in no time. Also we are integrating our Modeler with CAD Services and Cognos in order to execute the proceses in a regular base and to make reports for the managers. ### 45. Modeler review **Rating:** 4.0/5.0 stars **Reviewed by:** Tapan S. | Business Intelligence Developer, Mid-Market (51-1000 emp.) **Reviewed Date:** August 25, 2019 **What do you like best about IBM SPSS Modeler?** It is fast and good capability to run big jobs. **What do you dislike about IBM SPSS Modeler?** It has old user interface looks like I am working on software from 1960s **What problems is IBM SPSS Modeler solving and how is that benefiting you?** Machine Learning ### 46. Researcher's choice **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Hospital & Health Care | Enterprise (> 1000 emp.) **Reviewed Date:** September 06, 2019 **What do you like best about IBM SPSS Modeler?** Very easy to deploy and support and has the features and functions for researchers to access and use **What do you dislike about IBM SPSS Modeler?** Takes training to get up to speed on using all features **Recommendations to others considering IBM SPSS Modeler:** Good product but takes fair amount of training **What problems is IBM SPSS Modeler solving and how is that benefiting you?** Used mainly by biomedical researchers for statistical modeling. Has increased ability to get grant funding. ### 47. Great software for analyzing large amounts of data **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Health, Wellness and Fitness | Mid-Market (51-1000 emp.) **Reviewed Date:** February 01, 2019 **What do you like best about IBM SPSS Modeler?** This is a very easy, intuitive software to use to connect multiple databases and sources together and transform data as well as apply different statistical forecasting methods to it. It is point and click so you don't need to write code. **What do you dislike about IBM SPSS Modeler?** I cannot think of anything that I didn't like about the product. **Recommendations to others considering IBM SPSS Modeler:** It's a bit pricey to get licenses for an entire team. Work with IBM to negotiate concurrent user licenses on remote computers. **What problems is IBM SPSS Modeler solving and how is that benefiting you?** This software help us bring our Abacus RFM scoring model in house and convert our segmenting to a predictive model on each customers buying behavior. This saved us over $300,000 annually by not having to pay outside vendors for this type of monthly analysis. ### 48. Business Analytics for all **Rating:** 5.0/5.0 stars **Reviewed by:** Juan Carlos O. | Regional Professional Services Manager, Mid-Market (51-1000 emp.) **Reviewed Date:** October 04, 2018 **What do you like best about IBM SPSS Modeler?** If you are business user, you keep thinking on the business problem you want to resolve, building an analysis at speed of thinking. Once finished you can deploy the result easily. If you are coder, you can also use Python or R, in the same environment, so is pretty handy for both approaches. **What do you dislike about IBM SPSS Modeler?** New GUI available, and interesting upcoming features! **Recommendations to others considering IBM SPSS Modeler:** Get the best from your data and transform it into valuable insights for your business. **What problems is IBM SPSS Modeler solving and how is that benefiting you?** Several... we have been able to help different companies to make faster decisions, which in turns results in improving customer satisfaction, better business operations, as well as environment understanding. ### 49. Antiquated and clunky **Rating:** 1.0/5.0 stars **Reviewed by:** Verified User in Marketing and Advertising | Enterprise (> 1000 emp.) **Reviewed Date:** April 02, 2019 **What do you like best about IBM SPSS Modeler?** Not much, Modeler did all the things you could do just leveraging a script-language like R or Python. It even has "nodes" for those languages. I guess it's slightly easier to share assets created in this enviorn w/ non-technical folks? **What do you dislike about IBM SPSS Modeler?** Modeler is a very "space-heavy" program. The client is at least several hundred megs, and it doesn't seem to run well on decently powered laptop systems. Definitely much more heavy footprint than a standard Python or R client. **Recommendations to others considering IBM SPSS Modeler:** I believe this has moved entirely to the cloud w/ Watson cloud. The local-install client should probably be totally retired. **What problems is IBM SPSS Modeler solving and how is that benefiting you?** Standard predicative data science problems. Mostly building either scoring or prediction engines. ### 50. Awesome tool for quick data design **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Publishing | Mid-Market (51-1000 emp.) **Reviewed Date:** August 28, 2019 **What do you like best about IBM SPSS Modeler?** Importing and exporting data to other formats/applications **What do you dislike about IBM SPSS Modeler?** It is not free and seams not quite used by smaller companies and individuals **What problems is IBM SPSS Modeler solving and how is that benefiting you?** Aggregating data from different analytical tools to produce single analyses ## IBM SPSS Modeler Discussions - [Need training for use SPSS modelar 18.2](https://www.g2.com/discussions/25355-need-training-for-use-spss-modelar-18-2) - 1 comment, 1 upvote - [Where can I find more detailed information on IBM SPSS Modeler's features and capabilities, including a list of algorithms?](https://www.g2.com/discussions/features-and-capabilities) - 1 comment, 1 upvote - [What are the features of SPSS?](https://www.g2.com/discussions/ibm-spss-modeler-what-are-the-features-of-spss) - 1 comment - [What is IBM SPSS Modeler used for?](https://www.g2.com/discussions/what-is-ibm-spss-modeler-used-for) - 1 comment - [Is IBM SPSS Modeler free?](https://www.g2.com/discussions/is-ibm-spss-modeler-free) - 1 comment - [View IBM SPSS Modeler pricing details and edition comparison](https://www.g2.com/products/ibm-spss-modeler/reviews?section=pricing&secure%5Bexpires_at%5D=2026-05-14+22%3A58%3A38+-0500&secure%5Bsession_id%5D=a79a9490-1d07-4310-b5a7-bc5195bedea3&secure%5Btoken%5D=8c0b756e1618627d4e91d94401c8471d51c362724aeabe1ca87bc62eee87bada&format=llm_user) ## IBM SPSS Modeler Features **System** - Data Ingestion & Wrangling **Statistical Tool** - Scripting - Data Mining - Algorithms **Model Development** - Language Support - Drag and Drop - Pre-Built Algorithms - Model Training **Model Development** - Feature Engineering **Data Analysis** - Analysis - Data Interaction **Machine/Deep Learning Services** - Computer Vision - Natural Language Processing - Natural Language Generation - Artificial Neural Networks **Machine/Deep Learning Services** - Natural Language Understanding - Deep Learning **Decision Making** - Modeling - Data Visualizations - Report Generation **Deployment** - Managed Service - Application - Scalability **Generative AI** - AI Text Generation - AI Text Summarization **Generative AI** - AI Text Generation - AI Text Summarization - AI Text-to-Image **Agentic AI - Data Science and Machine Learning Platforms** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Natural Language Interaction - Proactive Assistance - Decision Making ## Top IBM SPSS Modeler Alternatives - [Alteryx](https://www.g2.com/products/alteryx/reviews) - 4.6/5.0 (651 reviews) - [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) - 4.6/5.0 (490 reviews) - [KNIME](https://www.g2.com/products/knime-analytics-platform/reviews) - 4.4/5.0 (77 reviews)