# Anaconda Platform, IBM SPSS Modeler vs KNIME Comparison

| | Anaconda Platform | IBM SPSS Modeler | KNIME | 
|---|---|---|---|
| **Star Rating** | 4.5 out of 5 | 4.0 out of 5 | 4.4 out of 5 | 
| **Total Reviews** | 241 | 148 | 83 | 
| **Largest Market Segment** | Small-Business (44.4% of reviews) | Enterprise (55.1% of reviews) | Enterprise (43.2% of reviews) | 
| **Entry Level Price** | Free 1 User With One-Time Purchase | Starting at $7,430 USD  per user per year | Free | 

---
## Top Pros & Cons

### Anaconda Platform

Pros:
- Ease of Use (74 reviews)
- Setup Ease (39 reviews)

Cons:
- Data Management Issues (11 reviews)
- Slow Performance (11 reviews)

### IBM SPSS Modeler

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

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

### KNIME

Pros:
- Ease of Use (8 reviews)
- Coding Ease (4 reviews)

Cons:
- Learning Difficulty (3 reviews)
- Memory Usage (3 reviews)

---
## Ratings Comparison
| Rating | Anaconda Platform | IBM SPSS Modeler | KNIME | 
|---|---|---|---|
  | **Meets Requirements** | 9.0 (148 reviews) | 8.3 (110 reviews) | 8.6 (73 reviews) | 
  | **Ease of Use** | 8.7 (156 reviews) | 8.3 (111 reviews) | 8.3 (73 reviews) | 
  | **Ease of Setup** | 8.4 (83 reviews) | 8.2 (29 reviews) | 8.0 (30 reviews) | 
  | **Ease of Admin** | 8.7 (23 reviews) | 8.1 (27 reviews) | 7.9 (16 reviews) | 
  | **Quality of Support** | 8.4 (129 reviews) | 8.0 (94 reviews) | 8.2 (65 reviews) | 
  | **Has the product been a good partner in doing business?** | 9.1 (21 reviews) | 8.3 (26 reviews) | 8.1 (14 reviews) | 
  | **Product Direction (% positive)** | 9.2 (139 reviews) | 7.0 (110 reviews) | 8.5 (71 reviews) | 

---
## Pricing

### Anaconda Platform

#### Entry-Level Pricing

Plan: Free

Price: Free 1 User With One-Time Purchase

Key Features:
- Basic workspace for the student or practitioner
- 5GB for shareable, cloud-hosted notebooks
- Thousands of curated packages

[Browse all 4 editions](https://www.g2.com/products/anaconda-platform/pricing)

#### Free Trial

Yes

### 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

### KNIME

#### Entry-Level Pricing

Plan: KNIME Analytics Platform

Price: Free

Description: Build and run workflows locally on your desktop

Key Features:
- Connect to 300+ data sources and services
- Process & analyze data of any size or type — numerical, categorical, text, images, time-series, or even molecule or network data
- Perform analytics of any complexity — from simple analytics to statistical analysis to leveraging machine learning and GenAI

[Browse all 4 editions](https://www.g2.com/products/knime-analytics-platform/pricing)

#### Free Trial

Yes

---
## Features Comparison By Category

### Statistical Analysis

| Product | Score | Reviews |
|---|---|---|
| **Anaconda Platform** | N/A | N/A |
| **IBM SPSS Modeler** | N/A | N/A |
| **KNIME** | 8.5/10 | 29 |

#### Administration

| Feature | Anaconda Platform | IBM SPSS Modeler | KNIME | 
|---|---|---|---|
| **Quality Control** | Not enough data | Not enough data | 8.3 (24 reviews) | 
| **Data Sampling** | Not enough data | Not enough data | 8.7 (26 reviews) | 
| **Collaboration** | Not enough data | Not enough data | 8.6 (25 reviews) | 

#### Capabilities

| Feature | Anaconda Platform | IBM SPSS Modeler | KNIME | 
|---|---|---|---|
| **Data Visualization** | Not enough data | Not enough data | 8.6 (26 reviews) | 
| **Survival Analysis** | Not enough data | Not enough data | 8.4 (23 reviews) | 
| **Risk Data Attributes** | Not enough data | Not enough data | 8.6 (23 reviews) | 
| **Cost Analysis** | Not enough data | Not enough data | 7.9 (21 reviews) | 

#### Methodology

| Feature | Anaconda Platform | IBM SPSS Modeler | KNIME | 
|---|---|---|---|
| **ANOVA Support** | Not enough data | Not enough data | 8.3 (21 reviews) | 
| **Regression** | Not enough data | Not enough data | 8.7 (25 reviews) | 
| **Time Series Analysis** | Not enough data | Not enough data | 8.5 (24 reviews) | 

#### Generative AI

| Feature | Anaconda Platform | IBM SPSS Modeler | KNIME | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | Not enough data | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Anaconda Platform** | 8.1/10 | 131 |
| **IBM SPSS Modeler** | 7.6/10 | 17 |
| **KNIME** | 8.2/10 | 27 |

#### System

| Feature | Anaconda Platform | IBM SPSS Modeler | KNIME | 
|---|---|---|---|
| **Data Ingestion & Wrangling** | 8.6 (109 reviews) | 7.9 (15 reviews) | 9.0 (18 reviews) | 

#### Model Development

| Feature | Anaconda Platform | IBM SPSS Modeler | KNIME | 
|---|---|---|---|
| **Language Support** | 8.5 (110 reviews) | 8.2 (12 reviews) | 8.4 (16 reviews) | 
| **Drag and Drop** | 7.8 (103 reviews) | 8.2 (13 reviews) | 9.2 (18 reviews) | 
| **Pre-Built Algorithms** | 8.2 (110 reviews) | 8.3 (14 reviews) | 8.2 (15 reviews) | 
| **Model Training** | 8.5 (114 reviews) | 8.5 (14 reviews) | 8.2 (14 reviews) | 

#### Model Development

| Feature | Anaconda Platform | IBM SPSS Modeler | KNIME | 
|---|---|---|---|
| **Feature Engineering** | 8.3 (102 reviews) | 7.1 (16 reviews) | 8.2 (16 reviews) | 

#### Machine/Deep Learning Services

| Feature | Anaconda Platform | IBM SPSS Modeler | KNIME | 
|---|---|---|---|
| **Computer Vision** | 8.3 (106 reviews) | 7.3 (11 reviews) | 7.5 (10 reviews) | 
| **Natural Language Processing** | 8.6 (108 reviews) | 7.5 (12 reviews) | 8.3 (13 reviews) | 
| **Natural Language Generation** | 8.4 (106 reviews) | 6.9 (12 reviews) | 7.9 (11 reviews) | 
| **Artificial Neural Networks** | 8.4 (104 reviews) | 8.1 (13 reviews) | 7.4 (11 reviews) | 

#### Machine/Deep Learning Services

| Feature | Anaconda Platform | IBM SPSS Modeler | KNIME | 
|---|---|---|---|
| **Natural Language Understanding** | 8.5 (100 reviews) | 6.4 (12 reviews) | 8.0 (14 reviews) | 
| **Deep Learning** | 8.4 (97 reviews) | 6.7 (13 reviews) | 7.8 (13 reviews) | 

#### Deployment

| Feature | Anaconda Platform | IBM SPSS Modeler | KNIME | 
|---|---|---|---|
| **Managed Service** | 8.2 (108 reviews) | 7.4 (13 reviews) | 8.2 (14 reviews) | 
| **Application** | 8.5 (112 reviews) | 8.6 (12 reviews) | 8.7 (15 reviews) | 
| **Scalability** | 8.3 (111 reviews) | 7.6 (15 reviews) | 8.4 (18 reviews) | 

#### Generative AI

| Feature | Anaconda Platform | IBM SPSS Modeler | KNIME | 
|---|---|---|---|
| **AI Text Generation** | 8.2 (56 reviews) | Not enough data | Not enough data | 
| **AI Text Summarization** | 7.7 (53 reviews) | Not enough data | Not enough data | 
| **AI Text-to-Image** | 6.9 (53 reviews) | Not enough data | Not enough data | 

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

| Feature | Anaconda Platform | IBM SPSS Modeler | KNIME | 
|---|---|---|---|
| **Autonomous Task Execution** | 7.3 (41 reviews) | Not enough data | 8.0 (5 reviews) | 
| **Multi-step Planning** | 7.4 (41 reviews) | Not enough data | Not enough data | 
| **Cross-system Integration** | 7.9 (41 reviews) | Not enough data | Not enough data | 
| **Adaptive Learning** | 7.7 (40 reviews) | Not enough data | Not enough data | 
| **Natural Language Interaction** | 7.9 (39 reviews) | Not enough data | Not enough data | 
| **Proactive Assistance** | 7.3 (42 reviews) | Not enough data | Not enough data | 
| **Decision Making** | 7.5 (41 reviews) | Not enough data | Not enough data | 

### Low-Code Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Anaconda Platform** | N/A | N/A |
| **IBM SPSS Modeler** | N/A | N/A |
| **KNIME** | N/A | N/A |

#### Data Ingestion & Preparation - Low-Code Machine Learning Platforms

| Feature | Anaconda Platform | IBM SPSS Modeler | KNIME | 
|---|---|---|---|
| **Automatic Data Profiling & Quality Assessment** | Not enough data | Not enough data | Not enough data | 
| **Multi‑Source Connector Support** | Not enough data | Not enough data | Not enough data | 
| **Schema Drift / Change Detection** | Not enough data | Not enough data | Not enough data | 

#### Model Construction & Automation - Low-Code Machine Learning Platforms

| Feature | Anaconda Platform | IBM SPSS Modeler | KNIME | 
|---|---|---|---|
| **Guided Algorithm & Hyperparameter Recommendation** | Not enough data | Not enough data | Not enough data | 
| **Code Extensibility** | Not enough data | Not enough data | Not enough data | 
| **Automated Feature Engineering** | Not enough data | Not enough data | Not enough data | 

### Predictive Analytics

| Product | Score | Reviews |
|---|---|---|
| **Anaconda Platform** | N/A | N/A |
| **IBM SPSS Modeler** | 7.9/10 | 87 |
| **KNIME** | 8.0/10 | 45 |

#### Statistical Tool

| Feature | Anaconda Platform | IBM SPSS Modeler | KNIME | 
|---|---|---|---|
| **Scripting** | Not enough data | 7.5 (58 reviews) | 8.0 (37 reviews) | 
| **Data Mining** | Not enough data | 8.3 (49 reviews) | 8.2 (42 reviews) | 
| **Algorithms** | Not enough data | 8.0 (61 reviews) | 8.2 (40 reviews) | 

#### Data Analysis

| Feature | Anaconda Platform | IBM SPSS Modeler | KNIME | 
|---|---|---|---|
| **Analysis** | Not enough data | 8.3 (69 reviews) | 8.4 (34 reviews) | 
| **Data Interaction** | Not enough data | 8.4 (68 reviews) | 8.4 (43 reviews) | 

#### Decision Making

| Feature | Anaconda Platform | IBM SPSS Modeler | KNIME | 
|---|---|---|---|
| **Modeling** | Not enough data | 8.4 (71 reviews) | 8.3 (31 reviews) | 
| **Data Visualizations** | Not enough data | 7.5 (68 reviews) | 8.0 (41 reviews) | 
| **Report Generation** | Not enough data | 7.8 (64 reviews) | 7.9 (39 reviews) | 
| **Data Unification** | Not enough data | Feature Not Available | 8.4 (40 reviews) | 

#### Generative AI

| Feature | Anaconda Platform | IBM SPSS Modeler | KNIME | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | 7.3 (5 reviews) | 7.2 (6 reviews) | 
| **AI Text Summarization** | Not enough data | 7.3 (5 reviews) | 7.2 (6 reviews) | 

---
## Categories
**Shared Categories (1):** [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms)


**Unique to IBM SPSS Modeler (1):** [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics)

**Unique to KNIME (3):** [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics), [Statistical Analysis Software](https://www.g2.com/categories/statistical-analysis), [ Low-Code Machine Learning Platforms Software](https://www.g2.com/categories/low-code-machine-learning-platforms)


---
## Reviewer Demographics

### By Company Size

| Segment | Anaconda Platform | IBM SPSS Modeler | KNIME | 
|---|---|---|---|
| **Small-Business** | 44.4% | 21.3% | 24.7% | 
| **Mid-Market** | 24.3% | 23.6% | 32.1% | 
| **Enterprise** | 31.2% | 55.1% | 43.2% | 

### By Industry

#### Anaconda Platform

- **Information Technology and Services:** 23.4%
- **Computer Software:** 20.7%
- **Higher Education:** 7.4%
- **Education Management:** 6.4%
- **Research:** 4.3%
- **Computer & Network Security:** 3.2%
- **Financial Services:** 3.2%
- **Automotive:** 1.6%
- **Banking:** 1.6%
- **Telecommunications:** 1.6%
- **Other:** 26.6%

#### 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%

#### KNIME

- **Information Technology and Services:** 27.8%
- **Higher Education:** 10.1%
- **Research:** 5.1%
- **Financial Services:** 5.1%
- **Accounting:** 3.8%
- **Banking:** 3.8%
- **E-Learning:** 3.8%
- **Internet:** 2.5%
- **Insurance:** 2.5%
- **Hospital & Health Care:** 2.5%
- **Other:** 32.9%

---
## Alternatives

### Alternatives to Anaconda Platform

- [Amazon SageMaker](https://www.g2.com/products/amazon-sagemaker/reviews) — 4.3/5 stars (54 reviews)
- [TensorFlow](https://www.g2.com/products/tensorflow/reviews) — 4.5/5 stars (138 reviews)
- [Posit](https://www.g2.com/products/posit-posit/reviews) — 4.5/5 stars (570 reviews)
- [MATLAB](https://www.g2.com/products/matlab/reviews) — 4.5/5 stars (770 reviews)
- [Azure Machine Learning](https://www.g2.com/products/microsoft-azure-machine-learning/reviews) — 4.3/5 stars (90 reviews)
- [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (656 reviews)
- [Deepnote](https://www.g2.com/products/deepnote/reviews) — 4.5/5 stars (382 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (809 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (768 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (516 reviews)

### Alternatives to IBM SPSS Modeler

- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (809 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (516 reviews)
- [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (198 reviews)
- [SAS Enterprise Miner](https://www.g2.com/products/sas-enterprise-miner/reviews) — 4.2/5 stars (193 reviews)
- [Posit](https://www.g2.com/products/posit-posit/reviews) — 4.5/5 stars (570 reviews)
- [SAP Analytics Cloud](https://www.g2.com/products/sap-analytics-cloud/reviews) — 4.2/5 stars (908 reviews)
- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3650 reviews)
- [MATLAB](https://www.g2.com/products/matlab/reviews) — 4.5/5 stars (770 reviews)
- [Amazon QuickSight](https://www.g2.com/products/amazon-quicksight/reviews) — 4.3/5 stars (691 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (928 reviews)

### Alternatives to KNIME

- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (809 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (516 reviews)
- [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (198 reviews)
- [Posit](https://www.g2.com/products/posit-posit/reviews) — 4.5/5 stars (570 reviews)
- [IBM SPSS Statistics](https://www.g2.com/products/ibm-spss-statistics/reviews) — 4.2/5 stars (927 reviews)
- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3650 reviews)
- [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 reviews)
- [JMP](https://www.g2.com/products/jmp/reviews) — 4.5/5 stars (213 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (928 reviews)
- [Minitab Statistical Software](https://www.g2.com/products/minitab-statistical-software/reviews) — 4.6/5 stars (225 reviews)

---
## Top Discussions

### Anaconda Platform

- Title: [Is Anaconda free for companies?](https://www.g2.com/discussions/anaconda-is-anaconda-free-for-companies) — 2 comments, 1 upvote
  > **Top comment:** "Don't know, but it is free for students. if you are student, then u can install and use it for free of cost."
- Title: [Is Anaconda free for companies?](https://www.g2.com/discussions/is-anaconda-free-for-companies) — 1 comment, 1 upvote
  > **Top comment:** "Comment deleted by user."
- Title: [Is Anaconda good for machine learning?](https://www.g2.com/discussions/anaconda-is-anaconda-good-for-machine-learning) — 1 comment, 1 upvote
  > **Top comment:** "Yes, it is good. I am using it from last 2 years."
- Title: [Is Anaconda good for machine learning?](https://www.g2.com/discussions/is-anaconda-good-for-machine-learning) — 1 comment
  > **Top comment:** "Yes, it allows me to control and change the version of machine learning libraries like tensorflow and also create different environment based on my needs  ...."
- Title: [What is Anaconda software used for?](https://www.g2.com/discussions/what-is-anaconda-software-used-for) — 1 comment
  > **Top comment:** "It provides python IDE. Mostly useful for machine learning and deep learning projects."

### 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. ..."

### KNIME

- Title: [Is Knime easy to use?](https://www.g2.com/discussions/is-knime-easy-to-use) — 1 comment
  > **Top comment:** "Not as easy as Alteryx but a lot of its components are customizable and it vastly extends the use cases that could be built with it. This trumps the easy to..."

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/anaconda-platform-vs-ibm-spss-modeler-vs-knime-analytics-platform)