# IBM SPSS Modeler vs machine-learning in Python Comparison

| | IBM SPSS Modeler | machine-learning in Python | 
|---|---|---|
| **Star Rating** | 4.0 out of 5 | 4.6 out of 5 | 
| **Total Reviews** | 148 | 49 | 
| **Largest Market Segment** | Enterprise (55.1% of reviews) | Small-Business (39.1% of reviews) | 
| **Entry Level Price** | Starting at $7,430 USD  per user per year | No pricing available | 

---
## Top Pros & Cons

### IBM SPSS Modeler

Pros:
- Analysis Capabilities (1 reviews)
- Analytics (1 reviews)

Cons:
- Expensive (1 reviews)
- Expensive Licensing (1 reviews)

### machine-learning in Python

Pros:
- Machine Learning (10 reviews)
- Ease of Use (8 reviews)

Cons:
- Difficult Learning (3 reviews)
- Dependency Issues (2 reviews)

---
## Ratings Comparison
| Rating | IBM SPSS Modeler | machine-learning in Python | 
|---|---|---|
  | **Meets Requirements** | 8.3 (110 reviews) | 9.1 (39 reviews) | 
  | **Ease of Use** | 8.3 (111 reviews) | 8.9 (42 reviews) | 
  | **Ease of Setup** | 8.2 (29 reviews) | 8.9 (33 reviews) | 
  | **Ease of Admin** | 8.1 (27 reviews) | 8.9 (19 reviews) | 
  | **Quality of Support** | 8.0 (94 reviews) | 8.6 (38 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.3 (26 reviews) | 8.6 (18 reviews) | 
  | **Product Direction (% positive)** | 7.0 (110 reviews) | 10.0 (36 reviews) | 

---
## Pricing

### IBM SPSS Modeler

#### Entry-Level Pricing

Plan: IBM SPSS Modeler Professional

Price: Starting at $7,430 USD  per user per year

Description: Single-user, desktop application for Windows available for purchase. Other options available through IBM sales. Includes 12 months of technical support.

Key Features:
- Data access and export without data size limits
- Automatic data prep, wrangling, ETL
- 30+ base machine learning algorithms, auto-modeling

[Browse all 3 editions](https://www.g2.com/products/ibm-spss-modeler/pricing)

#### Free Trial

No

### machine-learning in Python

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

---
## Features Comparison By Category

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **IBM SPSS Modeler** | 7.6/10 | 17 |
| **machine-learning in Python** | N/A | N/A |

#### System

| Feature | IBM SPSS Modeler | machine-learning in Python | 
|---|---|---|
| **Data Ingestion & Wrangling** | 7.9 (15 reviews) | Not enough data | 

#### Model Development

| Feature | IBM SPSS Modeler | machine-learning in Python | 
|---|---|---|
| **Language Support** | 8.2 (12 reviews) | Not enough data | 
| **Drag and Drop** | 8.2 (13 reviews) | Not enough data | 
| **Pre-Built Algorithms** | 8.3 (14 reviews) | Not enough data | 
| **Model Training** | 8.5 (14 reviews) | Not enough data | 

#### Model Development

| Feature | IBM SPSS Modeler | machine-learning in Python | 
|---|---|---|
| **Feature Engineering** | 7.1 (16 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | IBM SPSS Modeler | machine-learning in Python | 
|---|---|---|
| **Computer Vision** | 7.3 (11 reviews) | Not enough data | 
| **Natural Language Processing** | 7.5 (12 reviews) | Not enough data | 
| **Natural Language Generation** | 6.9 (12 reviews) | Not enough data | 
| **Artificial Neural Networks** | 8.1 (13 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | IBM SPSS Modeler | machine-learning in Python | 
|---|---|---|
| **Natural Language Understanding** | 6.4 (12 reviews) | Not enough data | 
| **Deep Learning** | 6.7 (13 reviews) | Not enough data | 

#### Deployment

| Feature | IBM SPSS Modeler | machine-learning in Python | 
|---|---|---|
| **Managed Service** | 7.4 (13 reviews) | Not enough data | 
| **Application** | 8.6 (12 reviews) | Not enough data | 
| **Scalability** | 7.6 (15 reviews) | Not enough data | 

#### Generative AI

| Feature | IBM SPSS Modeler | machine-learning in Python | 
|---|---|---|
| **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 | 

#### Agentic AI - Data Science and Machine Learning Platforms

| Feature | IBM SPSS Modeler | machine-learning in Python | 
|---|---|---|
| **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 | 

### Machine Learning

| Product | Score | Reviews |
|---|---|---|
| **IBM SPSS Modeler** | N/A | N/A |
| **machine-learning in Python** | 9.0/10 | 17 |

#### Integration - Machine Learning

| Feature | IBM SPSS Modeler | machine-learning in Python | 
|---|---|---|
| **Integration** | Not enough data | 8.7 (5 reviews) | 

#### Learning - Machine Learning

| Feature | IBM SPSS Modeler | machine-learning in Python | 
|---|---|---|
| **Training Data** | Not enough data | 8.8 (10 reviews) | 
| **Actionable Insights** | Not enough data | 9.1 (9 reviews) | 
| **Algorithm** | Not enough data | 9.2 (10 reviews) | 

### Predictive Analytics

| Product | Score | Reviews |
|---|---|---|
| **IBM SPSS Modeler** | 7.9/10 | 87 |
| **machine-learning in Python** | N/A | N/A |

#### Statistical Tool

| Feature | IBM SPSS Modeler | machine-learning in Python | 
|---|---|---|
| **Scripting** | 7.5 (58 reviews) | Not enough data | 
| **Data Mining** | 8.3 (49 reviews) | Not enough data | 
| **Algorithms** | 8.0 (61 reviews) | Not enough data | 

#### Data Analysis

| Feature | IBM SPSS Modeler | machine-learning in Python | 
|---|---|---|
| **Analysis** | 8.3 (69 reviews) | Not enough data | 
| **Data Interaction** | 8.4 (68 reviews) | Not enough data | 

#### Decision Making

| Feature | IBM SPSS Modeler | machine-learning in Python | 
|---|---|---|
| **Modeling** | 8.4 (71 reviews) | Not enough data | 
| **Data Visualizations** | 7.5 (68 reviews) | Not enough data | 
| **Report Generation** | 7.8 (64 reviews) | Not enough data | 
| **Data Unification** | Feature Not Available | Not enough data | 

#### Generative AI

| Feature | IBM SPSS Modeler | machine-learning in Python | 
|---|---|---|
| **AI Text Generation** | 7.3 (5 reviews) | Not enough data | 
| **AI Text Summarization** | 7.3 (5 reviews) | Not enough data | 

---
## Categories

**Unique to IBM SPSS Modeler (2):** [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms)

**Unique to machine-learning in Python (1):** [Machine Learning Software](https://www.g2.com/categories/machine-learning)


---
## Reviewer Demographics

### By Company Size

| Segment | IBM SPSS Modeler | machine-learning in Python | 
|---|---|---|
| **Small-Business** | 21.3% | 39.1% | 
| **Mid-Market** | 23.6% | 26.1% | 
| **Enterprise** | 55.1% | 34.8% | 

### By Industry

#### IBM SPSS Modeler

- **Higher Education:** 15.6%
- **Education Management:** 11.7%
- **Research:** 7.8%
- **Banking:** 6.3%
- **Computer Software:** 4.7%
- **Consumer Goods:** 4.7%
- **Hospital & Health Care:** 4.7%
- **Information Technology and Services:** 4.7%
- **Retail:** 3.1%
- **Pharmaceuticals:** 3.1%
- **Other:** 33.6%

#### 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%
- **Accounting:** 2.2%
- **Automotive:** 2.2%
- **Aviation & Aerospace:** 2.2%
- **Banking:** 2.2%
- **Design:** 2.2%
- **Other:** 22.2%

---
## Alternatives

### Alternatives to IBM SPSS Modeler

- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (839 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (520 reviews)
- [KNIME](https://www.g2.com/products/knime-analytics-platform/reviews) — 4.5/5 stars (91 reviews)
- [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (214 reviews)
- [SAS Enterprise Miner](https://www.g2.com/products/sas-enterprise-miner/reviews) — 4.2/5 stars (193 reviews)
- [Posit Team](https://www.g2.com/products/posit-team/reviews) — 4.5/5 stars (571 reviews)
- [SAP Analytics Cloud](https://www.g2.com/products/sap-analytics-cloud/reviews) — 4.2/5 stars (911 reviews)
- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3692 reviews)
- [MATLAB](https://www.g2.com/products/matlab/reviews) — 4.5/5 stars (771 reviews)
- [Amazon QuickSight](https://www.g2.com/products/amazon-quicksight/reviews) — 4.3/5 stars (694 reviews)

### Alternatives to machine-learning in Python

- [Weka](https://www.g2.com/products/weka/reviews) — 4.3/5 stars (13 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (839 reviews)
- [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (659 reviews)
- [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (800 reviews)
- [Automation Anywhere Agentic Process Automation](https://www.g2.com/products/automation-anywhere-agentic-process-automation/reviews) — 4.5/5 stars (5586 reviews)
- [Demandbase One](https://www.g2.com/products/demandbase-one/reviews) — 4.4/5 stars (1991 reviews)
- [Phrase](https://www.g2.com/products/phrase-phrase/reviews) — 4.5/5 stars (1288 reviews)
- [DigitalOcean](https://www.g2.com/products/digitalocean/reviews) — 4.6/5 stars (749 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews)
- [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 reviews)

---
## Top Discussions

### IBM SPSS Modeler

- Title: [What are the features of SPSS?](https://www.g2.com/discussions/ibm-spss-modeler-what-are-the-features-of-spss) — 1 comment
  > **Top comment:** " Here are some of the key features of SPSS:

Data Management:

Data Import: SPSS allows users to import data from various file formats, including Excel,..."
- Title: [What is IBM SPSS Modeler used for?](https://www.g2.com/discussions/what-is-ibm-spss-modeler-used-for) — 1 comment
  > **Top comment:** "Data Exploration and Preparation:

SPSS Modeler allows users to explore and understand their data through visualization and summary statistics.
It..."
- Title: [Is IBM SPSS Modeler free?](https://www.g2.com/discussions/is-ibm-spss-modeler-free) — 1 comment
  > **Top comment:** "No but a 30days free trail will be provided"
- Title: [How frequently are you going to release updates](https://www.g2.com/discussions/30173-how-frequently-are-you-going-to-release-updates) — 1 comment
  > **Top comment:** "Hello! they release big updates almost every year. Last month they released version 18.2.2 with updates. Also, during the year they release one or two fix..."
- Title: [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
  > **Top comment:** "Hi,  I learned the SPSS Modeler software in a class for my Master's in Learning Analytics a couple of years ago.  I also work at the same university. ..."

### machine-learning in Python

- Title: [Which Python version is best for machine learning?](https://www.g2.com/discussions/which-python-version-is-best-for-machine-learning) — 2 comments
  > **Top comment:** "For windows 7 and above user's, Python 3.9 and above are best. For mac user's they can go for latest release python 3.10 and above."
- Title: [What is Python with machine learning?](https://www.g2.com/discussions/what-is-python-with-machine-learning) — 1 comment
  > **Top comment:** "Firstly python is just a way to get machine learning things get done not inter related to machine learning. But using python in machine learning will help..."

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**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/ibm-spss-modeler-vs-machine-learning-in-python)