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# IBM SPSS Modeler vs machine-learning in Python Comparison - What are their main differences?

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IBM SPSS Modelermachine-learning in Python[+ Add Product](#)

Reviews

**IBM SPSS Modeler** [

4/5(148)

](https://www.g2.com/products/ibm-spss-modeler/reviews#reviews)

**machine-learning in Python** [

4.6/5(50)

](https://www.g2.com/products/machine-learning-in-python/reviews#reviews)

Pricing

**IBM SPSS Modeler**
 **Starting at $7,430 USD** per user per year · IBM SPSS Modeler Professional

**machine-learning in Python**
No pricing available

**Pricing Insights**
from reviews

Time to Implement

**IBM SPSS Modeler**
Not enough reviews yet

**machine-learning in Python**
1 month

Based on 12 responses

Return on Investment

**IBM SPSS Modeler**
Not enough reviews yet

**machine-learning in Python**
Not enough reviews yet

Perceived Cost

**IBM SPSS Modeler**
$$$$$

**machine-learning in Python**
$$$$$

Average Discount

**IBM SPSS Modeler**
Not enough reviews yet

**machine-learning in Python**
Not enough reviews yet

Pros & Cons

**IBM SPSS Modeler**
[
Analysis Capabilities (1)
](https://www.g2.com/products/ibm-spss-modeler/reviews?filters%5Bsentiment_snippet%5D=2405268&qs=pros-and-cons#reviews)[
Analytics (1)
](https://www.g2.com/products/ibm-spss-modeler/reviews?filters%5Bsentiment_snippet%5D=2405252&qs=pros-and-cons#reviews)[
Expensive (1)
](https://www.g2.com/products/ibm-spss-modeler/reviews?filters%5Bsentiment_snippet%5D=2405270&qs=pros-and-cons#reviews)[
Expensive Licensing (1)
](https://www.g2.com/products/ibm-spss-modeler/reviews?filters%5Bsentiment_snippet%5D=2405275&qs=pros-and-cons#reviews)

**machine-learning in Python**
[
Machine Learning (10)
](https://www.g2.com/products/machine-learning-in-python/reviews?filters%5Bsentiment_snippet%5D=1895274&qs=pros-and-cons#reviews)[
Ease of Use (8)
](https://www.g2.com/products/machine-learning-in-python/reviews?filters%5Bsentiment_snippet%5D=1895290&qs=pros-and-cons#reviews)[
Difficult Learning (3)
](https://www.g2.com/products/machine-learning-in-python/reviews?filters%5Bsentiment_snippet%5D=2487331&qs=pros-and-cons#reviews)[
Dependency Issues (2)
](https://www.g2.com/products/machine-learning-in-python/reviews?filters%5Bsentiment_snippet%5D=2487486&qs=pros-and-cons#reviews)

Integrations

**IBM SPSS Modeler**
Not enough data

**machine-learning in Python**
[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_cacdec8b8edeace9b3c89e0c2cded695/aws-aws-cloudformation.jpg "Product Avatar Image")

AWS CloudFormation

](https://www.g2.com/products/aws-aws-cloudformation/reviews)[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_b3390b4cc3d92e87d570895f7358c003/aws-lambda.jpg "Product Avatar Image")

AWS Lambda

](https://www.g2.com/products/aws-lambda/reviews)[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_dd457c4bdb0449dfa4257db7539d4488/azure-ai-document-intelligence.jpeg "Product Avatar Image")

Azure AI Document Intelligence

](https://www.g2.com/products/azure-ai-document-intelligence/reviews)[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_a03b418c4e16afa44302e63df1bfe8f1/docusign-gen.png "Product Avatar Image")

Docusign Gen

](https://www.g2.com/products/docusign-gen/reviews)[
View all
](https://www.g2.com/products/machine-learning-in-python/integrations)

Screenshots

**IBM SPSS Modeler**
 ![IBM SPSS Modeler screenshot](https://images.g2crowd.com/cdn-cgi/image/width=600,height=600,fit=scale-down,format=auto,onerror=redirect,/https://images.g2crowd.com/uploads/attachment/file/32195/IBM_20SPSS_20Modeler_Screenshot-2.jpg)

**machine-learning in Python**
No screenshot available

Ratings

Meets Requirements

**IBM SPSS Modeler**

8.3

8.3110

**machine-learning in Python**

9.1

9.139

Ease of Use

**IBM SPSS Modeler**

8.3

8.3111

**machine-learning in Python**

8.9

8.942

Ease of Setup

**IBM SPSS Modeler**

8.2

8.229

**machine-learning in Python**

8.9

8.933

Ease of Admin

**IBM SPSS Modeler**

8.1

8.127

**machine-learning in Python**

8.9

8.919

Quality of Support

**IBM SPSS Modeler**

8.0

8.094

**machine-learning in Python**

8.6

8.638

Has the product been a good partner in doing business?

**IBM SPSS Modeler**

8.3

8.326

**machine-learning in Python**

8.6

8.618

Product Direction (% positive)

**IBM SPSS Modeler**

7.0

7.0110

**machine-learning in Python**

10.0

10.036

Features

Data Science and Machine Learning Platforms[Hide 75 FeaturesShow 75 Features](javascript:void(0);)

7.6

17

Not enough data

System

Data Ingestion & Wrangling

7.9(won by default)

15

Not enough data

Real-Time Data

Not enough data

Not enough data

Model Development

Language Support

8.2(won by default)

12

Not enough data

Drag and Drop

8.2(won by default)

13

Not enough data

Pre-Built Algorithms

8.3(won by default)

14

Not enough data

Model Training

8.5(won by default)

14

Not enough data

Database Support

Not enough data

Not enough data

Multi-Language

Not enough data

Not enough data

Model Development

Feature Engineering

7.1(won by default)

16

Not enough data

Machine/Deep Learning Services

Computer Vision

7.3(won by default)

11

Not enough data

Natural Language Processing

7.5(won by default)

12

Not enough data

Natural Language Generation

6.9(won by default)

12

Not enough data

Artificial Neural Networks

8.1(won by default)

13

Not enough data

Machine/Deep Learning Services

Natural Language Understanding

6.4(won by default)

12

Not enough data

Deep Learning

6.7(won by default)

13

Not enough data

Deployment

Managed Service

7.4(won by default)

13

Not enough data

Application

8.6(won by default)

12

Not enough data

Scalability

7.6(won by default)

15

Not enough data

Additional Functionality

Customizable Reports

Not enough data

Not enough data

Collaboration Tools

Not enough data

Not enough data

Data Extraction

Not enough data

Not enough data

Semantic Search

Not enough data

Not enough data

Data Storage Management

Not enough data

Not enough data

Ad hoc Reporting

Not enough data

Not enough data

Reporting/Analytics

Not enough data

Not enough data

Predictive Analytics

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

Access Controls/Permissions

Not enough data

Not enough data

Visual Analytics

Not enough data

Not enough data

Data Mapping

Not enough data

Not enough data

Data Synchronization

Not enough data

Not enough data

Statistical Analysis

Not enough data

Not enough data

Categorization/Grouping

Not enough data

Not enough data

Trend Analysis

Not enough data

Not enough data

Data Profiling

Not enough data

Not enough data

Linked Data Management

Not enough data

Not enough data

Data Visualization

Not enough data

Not enough data

API

Not enough data

Not enough data

Multiple Data Sources

Not enough data

Not enough data

Sentiment Analysis

Not enough data

Not enough data

Search/Filter

Not enough data

Not enough data

Data Import/Export

Not enough data

Not enough data

Data Capture and Transfer

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Monitoring

Not enough data

Not enough data

Data Connectors

Not enough data

Not enough data

Ad hoc Analysis

Not enough data

Not enough data

Text Mining

Not enough data

Not enough data

Reporting & Statistics

Not enough data

Not enough data

Predictive Modeling

Not enough data

Not enough data

Real-Time Analytics

Not enough data

Not enough data

Configurable Workflow

Not enough data

Not enough data

Tagging

Not enough data

Not enough data

Endpoint Management

Not enough data

Not enough data

No-Code

Not enough data

Not enough data

Data Preparation

Not enough data

Not enough data

Auditing

Not enough data

Not enough data

Big Data Analytics

Not enough data

Not enough data

ML Algorithm Library

Not enough data

Not enough data

Data Management

Not enough data

Not enough data

Activity Tracking

Not enough data

Not enough data

Data Security

Not enough data

Not enough data

Workflow Management

Not enough data

Not enough data

Generative AI

AI Text Generation

Not enough data

Not enough data

AI Text Summarization

Not enough data

Not enough data

AI Text-to-Image

Not enough data

Not enough data

Generative AI

Not enough data

Not enough data

Agentic AI - Data Science and Machine Learning Platforms

Autonomous Task Execution

Not enough data

Not enough data

Multi-step Planning

Not enough data

Not enough data

Cross-system Integration

Not enough data

Not enough data

Adaptive Learning

Not enough data

Not enough data

Natural Language Interaction

Not enough data

Not enough data

Proactive Assistance

Not enough data

Not enough data

Decision Making

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Machine Learning[Hide 30 FeaturesShow 30 Features](javascript:void(0);)

Not enough data

9.0

17

Integration - Machine Learning

Integration

Not enough data

8.7(won by default)

5

Third-Party Integrations

Not enough data

Not enough data

Learning - Machine Learning

Training Data

Not enough data

8.8(won by default)

10

Actionable Insights

Not enough data

9.1(won by default)

9

Algorithm

Not enough data

9.2(won by default)

10

Additional Functionality

Predictive Modeling

Not enough data

Not enough data

Configurable Workflow

Not enough data

Not enough data

Tagging

Not enough data

Not enough data

Data Import/Export

Not enough data

Not enough data

API

Not enough data

Not enough data

Predictive Analytics

Not enough data

Not enough data

Data Visualization

Not enough data

Not enough data

Endpoint Management

Not enough data

Not enough data

Multiple Data Sources

Not enough data

Not enough data

No-Code

Not enough data

Not enough data

Data Preparation

Not enough data

Not enough data

Auditing

Not enough data

Not enough data

Collaboration Tools

Not enough data

Not enough data

Big Data Analytics

Not enough data

Not enough data

ML Algorithm Library

Not enough data

Not enough data

Data Management

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

Data Capture and Transfer

Not enough data

Not enough data

Activity Tracking

Not enough data

Not enough data

Data Connectors

Not enough data

Not enough data

Data Security

Not enough data

Not enough data

Data Extraction

Not enough data

Not enough data

Reporting & Statistics

Not enough data

Not enough data

Workflow Management

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Predictive Analytics[Hide 42 FeaturesShow 42 Features](javascript:void(0);)

7.9

87

Not enough data

Statistical Tool

Scripting

7.5(won by default)

58

Not enough data

Data Mining

8.3(won by default)

49

Not enough data

Algorithms

8.0(won by default)

61

Not enough data

Data Analysis

Analysis

8.3(won by default)

69

Not enough data

Data Interaction

8.4(won by default)

68

Not enough data

Time Series Analysis

Not enough data

Not enough data

Trend Analysis

Not enough data

Not enough data

Decision Making

Modeling

8.4(won by default)

71

Not enough data

Data Visualizations

7.5(won by default)

68

Not enough data

Report Generation

7.8(won by default)

64

Not enough data

Data Unification

Feature Not Available

Not enough data

Customizable Reports

Not enough data

Not enough data

Generative AI

AI Text Generation

7.3(won by default)

5

Not enough data

AI Text Summarization

7.3(won by default)

5

Not enough data

Generative AI

Not enough data

Not enough data

Additional Functionality

Demand Forecasting

Not enough data

Not enough data

AI/Machine Learning

Not enough data

Not enough data

Drag & Drop

Not enough data

Not enough data

For Healthcare

Not enough data

Not enough data

Forecasting

Not enough data

Not enough data

Data Extraction

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Decision Support

Not enough data

Not enough data

Modeling & Simulation

Not enough data

Not enough data

Alerts/Notifications

Not enough data

Not enough data

Reporting/Analytics

Not enough data

Not enough data

Multiple Data Sources

Not enough data

Not enough data

For Retail

Not enough data

Not enough data

For Education

Not enough data

Not enough data

Data Discovery

Not enough data

Not enough data

Graphical Workflow Editor

Not enough data

Not enough data

Performance Metrics

Not enough data

Not enough data

Business Rules Management

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Natural Language Processing

Not enough data

Not enough data

Data Transformation

Not enough data

Not enough data

Data Clustering

Not enough data

Not enough data

API

Not enough data

Not enough data

Data Blending

Not enough data

Not enough data

Data Classification

Not enough data

Not enough data

Workflow Management

Not enough data

Not enough data

Workflow Automation

Not enough data

Not enough data

Show 1 feature category with incomplete data

Artificial Intelligence[Hide 37 FeaturesShow 37 Features](javascript:void(0);)

Not enough data

Not enough data

Additional Functionality

Tagging

Not enough data

Not enough data

Natural Language Processing

Not enough data

Not enough data

Data Extraction

Not enough data

Not enough data

Multi-Language

Not enough data

Not enough data

Predictive Analytics

Not enough data

Not enough data

Drag & Drop

Not enough data

Not enough data

Speech Recognition

Not enough data

Not enough data

Reporting/Analytics

Not enough data

Not enough data

Data Storage Management

Not enough data

Not enough data

Virtual Personal Assistant (VPA)

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Customer Segmentation

Not enough data

Not enough data

Collaboration Tools

Not enough data

Not enough data

Data Import/Export

Not enough data

Not enough data

Generative AI

Not enough data

Not enough data

For eCommerce

Not enough data

Not enough data

Role-Based Permissions

Not enough data

Not enough data

Customizable Branding

Not enough data

Not enough data

Search/Filter

Not enough data

Not enough data

Monitoring

Not enough data

Not enough data

Document Management

Not enough data

Not enough data

API

Not enough data

Not enough data

Data Visualization

Not enough data

Not enough data

Trend Analysis

Not enough data

Not enough data

Machine Learning

Not enough data

Not enough data

Access Controls/Permissions

Not enough data

Not enough data

Alerts/Escalation

Not enough data

Not enough data

Performance Metrics

Not enough data

Not enough data

Real-Time Data

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Mobile App

Not enough data

Not enough data

Multiple Data Sources

Not enough data

Not enough data

For Sales Teams/Organizations

Not enough data

Not enough data

Sentiment Analysis

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

Chatbot

Not enough data

Not enough data

Workflow Automation

Not enough data

Not enough data

User Insights

Reviewers' Company Size

[![IBM SPSS Modeler](https://images.g2crowd.com/uploads/product/hd_favicon/1519158316/ibm-spss-modeler.svg "IBM SPSS Modeler")](https://www.g2.com/products/ibm-spss-modeler/reviews)

IBM SPSS Modeler

Small-Business(50 or fewer emp.)

21.3%

Mid-Market(51-1000 emp.)

23.6%

Enterprise(\> 1000 emp.)

55.1%

[![machine-learning in Python](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_57dd97ecbc77b248c077fd49ed91e856/machine-learning-in-python.png "machine-learning in Python")](https://www.g2.com/products/machine-learning-in-python/reviews)

machine-learning in Python

Small-Business(50 or fewer emp.)

38.3%

Mid-Market(51-1000 emp.)

27.7%

Enterprise(\> 1000 emp.)

34.0%

Small-Business

(50 or fewer emp.)

21.3%

38.3%

Mid-Market

(51-1000 emp.)

23.6%

27.7%

Enterprise

(\> 1000 emp.)

55.1%

34.0%

Reviewers' Industry

[![IBM SPSS Modeler](https://images.g2crowd.com/uploads/product/hd_favicon/1519158316/ibm-spss-modeler.svg "IBM SPSS Modeler")](https://www.g2.com/products/ibm-spss-modeler/reviews)
IBM SPSS Modeler

Higher Education

15.6%

Education Management

11.7%

Research

7.8%

Banking

6.3%

Computer Software

4.7%

Other

53.9%

[![machine-learning in Python](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_57dd97ecbc77b248c077fd49ed91e856/machine-learning-in-python.png "machine-learning in Python")](https://www.g2.com/products/machine-learning-in-python/reviews)
machine-learning in Python

Computer Software

26.7%

Information Technology and Services

20.0%

Research

11.1%

Hospital & Health Care

4.4%

Higher Education

4.4%

Other

33.3%

Alternatives

**IBM SPSS Modeler Alternatives**

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Alteryx
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Rapidminer AI Studio
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KNIME
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Dataiku
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**machine-learning in Python Alternatives**

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Weka
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Gemini Enterprise Agent Platform
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 ![Alteryx](https://images.g2crowd.com/uploads/product/hd_favicon/5200f776b24b5976b8f7d151d1d2e8fd/alteryx.svg "Alteryx")

[
Alteryx
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 ![SAS Viya](https://images.g2crowd.com/uploads/product/hd_favicon/bd7a361df879327ee92c1d048aada28e/sas-sas-viya.svg "SAS Viya")

[
SAS Viya
](/products/sas-sas-viya/reviews)

## IBM SPSS Modeler vs machine-learning in Python

When assessing the two solutions, reviewers found machine-learning in Python easier to use, set up, and administer. Reviewers also preferred doing business with machine-learning in Python overall.

- Reviewers felt that machine-learning in Python meets the needs of their business better than IBM SPSS Modeler.
- When comparing quality of ongoing product support, reviewers felt that machine-learning in Python is the preferred option.
- For feature updates and roadmaps, our reviewers preferred the direction of machine-learning in Python over IBM SPSS Modeler.