# Altair AI Studio, IBM SPSS Statistics vs KNIME Comparison

| | Altair AI Studio | IBM SPSS Statistics | KNIME | 
|---|---|---|---|
| **Star Rating** | 4.6 out of 5 | 4.2 out of 5 | 4.4 out of 5 | 
| **Total Reviews** | 516 | 927 | 83 | 
| **Largest Market Segment** | Small-Business (42.4% of reviews) | Enterprise (43.0% of reviews) | Enterprise (43.2% of reviews) | 
| **Entry Level Price** | No pricing available | Starting at $1,188.00 1 User Per Year | Free | 

---
## Top Pros & Cons

### Altair AI Studio

Pros:
- Ease of Use (9 reviews)
- Machine Learning (8 reviews)

Cons:
- Complexity (4 reviews)
- Large Dataset Handling (3 reviews)

### IBM SPSS Statistics

Pros:
- Ease of Use (33 reviews)
- Statistical Analysis (19 reviews)

Cons:
- Expensive (19 reviews)
- Poor Visualization (12 reviews)

### KNIME

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

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

---
## Ratings Comparison
| Rating | Altair AI Studio | IBM SPSS Statistics | KNIME | 
|---|---|---|---|
  | **Meets Requirements** | 8.6 (426 reviews) | 8.5 (785 reviews) | 8.6 (73 reviews) | 
  | **Ease of Use** | 8.8 (425 reviews) | 7.9 (789 reviews) | 8.3 (73 reviews) | 
  | **Ease of Setup** | 9.0 (128 reviews) | 7.9 (177 reviews) | 8.0 (30 reviews) | 
  | **Ease of Admin** | 8.4 (104 reviews) | 7.6 (134 reviews) | 7.9 (16 reviews) | 
  | **Quality of Support** | 8.5 (354 reviews) | 7.6 (594 reviews) | 8.2 (65 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.9 (93 reviews) | 8.0 (129 reviews) | 8.1 (14 reviews) | 
  | **Product Direction (% positive)** | 8.8 (412 reviews) | 6.5 (761 reviews) | 8.5 (71 reviews) | 

---
## Pricing

### Altair AI Studio

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### IBM SPSS Statistics

#### Entry-Level Pricing

Plan: Base Subscription: Yearly auto-renewal - Buy online

Price: Starting at $1,188.00 1 User Per Year

Description: Take advantage of lower costs with flexible models and benefit from continuous functionality through automatic renewal.

Key Features:
- Desktop edition available on Windows and Mac
- A variety of statistical procedures such as factor analysis, clustering and linear regression
- Advanced data preparation and bootstrapping capabilities

[Browse all 4 editions](https://www.g2.com/products/ibm-spss-statistics/pricing)

#### Free Trial

Yes

### KNIME

#### Entry-Level Pricing

Plan: KNIME Analytics Platform

Price: Free

Description: A free and open source software that allows anyone, irrespective of experience levels, to make sense of data using visual workflows. 

Download today at knime.com/downloads and use it free forever.


Key Features:
- Access data from any data source - your laptop, an application or a data warehouse
- Easily blend data of any size and any type - all file formats supported
- Aggregate, sort, filter, and join data on your device, in-database, or in distributed big data environments

[Browse all 6 editions](https://www.g2.com/products/knime-analytics-platform/pricing)

#### Free Trial

Yes

---
## Features Comparison By Category

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Altair AI Studio** | N/A | N/A |
| **IBM SPSS Statistics** | N/A | N/A |
| **KNIME** | N/A | N/A |

#### Reports

| Feature | Altair AI Studio | IBM SPSS Statistics | KNIME | 
|---|---|---|---|
| **Reports Interface** | Not enough data | Not enough data | Not enough data | 
| **Steps to Answer** | Not enough data | Not enough data | Not enough data | 
| **Graphs and Charts** | Not enough data | Not enough data | Not enough data | 
| **Score Cards** | Not enough data | Not enough data | Not enough data | 
| **Dashboards** | Not enough data | Not enough data | Not enough data | 

#### Data Preparation

| Feature | Altair AI Studio | IBM SPSS Statistics | KNIME | 
|---|---|---|---|
| **Connectors** | Not enough data | Not enough data | Not enough data | 
| **Data Governance** | Not enough data | Not enough data | Not enough data | 

#### Data Modeling and Blending

| Feature | Altair AI Studio | IBM SPSS Statistics | KNIME | 
|---|---|---|---|
| **Data Querying** | Not enough data | Not enough data | Not enough data | 
| **Data Filtering** | Not enough data | Not enough data | Not enough data | 
| **Data Blending** | Not enough data | Not enough data | Not enough data | 

#### Generative AI

| Feature | Altair AI Studio | IBM SPSS Statistics | 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 | 

#### Agentic AI - Analytics Platforms

| Feature | Altair AI Studio | IBM SPSS Statistics | KNIME | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | Not enough data | 

#### Self Service 

| Feature | Altair AI Studio | IBM SPSS Statistics | KNIME | 
|---|---|---|---|
| **Calculated Fields** | Not enough data | Not enough data | Not enough data | 
| **Data Column Filtering** | Not enough data | Not enough data | Not enough data | 
| **Data Discovery** | Not enough data | Not enough data | Not enough data | 
| **Search** | Not enough data | Not enough data | Not enough data | 
| **Collaboration / Workflow** | Not enough data | Not enough data | Not enough data | 
| **Automodeling** | Not enough data | Not enough data | Not enough data | 

#### Deployment & Integration - Analytics Platforms

| Feature | Altair AI Studio | IBM SPSS Statistics | KNIME | 
|---|---|---|---|
| **No-code Dashboard Builder** | Not enough data | Not enough data | Not enough data | 
| **Report Scheduling and Automation** | Not enough data | Not enough data | Not enough data | 
| **Embedded Analytics and White-labeling** | Not enough data | Not enough data | Not enough data | 
| **Data Source Connectivity** | Not enough data | Not enough data | Not enough data | 

#### Advanced Analytics

| Feature | Altair AI Studio | IBM SPSS Statistics | KNIME | 
|---|---|---|---|
| **Predictive Analytics** | Not enough data | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | Not enough data | 
| **Big Data Services** | Not enough data | Not enough data | Not enough data | 

#### Performance & Scalability - Analytics Platforms

| Feature | Altair AI Studio | IBM SPSS Statistics | KNIME | 
|---|---|---|---|
| **Large data handling and Query Speed** | Not enough data | Not enough data | Not enough data | 
| **Concurrent User Support** | Not enough data | Not enough data | Not enough data | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Altair AI Studio | IBM SPSS Statistics | KNIME | 
|---|---|---|---|
| **Data Modeling and Governance** | Not enough data | Not enough data | Not enough data | 
| **Notebook and Script Integration** | Not enough data | Not enough data | Not enough data | 
| **Built-in Predictive and Statistical Models** | Not enough data | Not enough data | Not enough data | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Altair AI Studio | IBM SPSS Statistics | KNIME | 
|---|---|---|---|
| **Auto-generated Insights and Narratives** | Not enough data | Not enough data | Not enough data | 
| **Natural Language Queries** | Not enough data | Not enough data | Not enough data | 
| **Proactive KPI Monitoring and Alerts** | Not enough data | Not enough data | Not enough data | 
| **AI Agents for Analytical Follow-ups** | Not enough data | Not enough data | Not enough data | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Altair AI Studio | IBM SPSS Statistics | KNIME | 
|---|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | Not enough data | Not enough data | Not enough data | 
| **Role-based Insight Personalization** | Not enough data | Not enough data | Not enough data | 
| **Conversational and Prompt-based Analytics** | Not enough data | Not enough data | Not enough data | 

#### Building Reports

| Feature | Altair AI Studio | IBM SPSS Statistics | KNIME | 
|---|---|---|---|
| **Data Transformation** | Not enough data | Not enough data | Not enough data | 
| **Data Modeling** | Not enough data | Not enough data | Not enough data | 
| **WYSIWYG Report Design** | Not enough data | Not enough data | Not enough data | 
| **Integration APIs** | Not enough data | Not enough data | Not enough data | 

### Statistical Analysis

| Product | Score | Reviews |
|---|---|---|
| **Altair AI Studio** | N/A | N/A |
| **IBM SPSS Statistics** | 8.5/10 | 249 |
| **KNIME** | 8.5/10 | 29 |

#### Administration

| Feature | Altair AI Studio | IBM SPSS Statistics | KNIME | 
|---|---|---|---|
| **Quality Control** | Not enough data | 8.5 (189 reviews) | 8.3 (24 reviews) | 
| **Data Sampling** | Not enough data | 8.7 (203 reviews) | 8.7 (26 reviews) | 
| **Collaboration** | Not enough data | Feature Not Available | 8.6 (25 reviews) | 

#### Capabilities

| Feature | Altair AI Studio | IBM SPSS Statistics | KNIME | 
|---|---|---|---|
| **Data Visualization** | Not enough data | 7.8 (223 reviews) | 8.6 (26 reviews) | 
| **Survival Analysis** | Not enough data | 8.4 (184 reviews) | 8.4 (23 reviews) | 
| **Risk Data Attributes** | Not enough data | 8.1 (167 reviews) | 8.6 (23 reviews) | 
| **Cost Analysis** | Not enough data | 8.2 (164 reviews) | 7.9 (21 reviews) | 

#### Methodology

| Feature | Altair AI Studio | IBM SPSS Statistics | KNIME | 
|---|---|---|---|
| **ANOVA Support** | Not enough data | 9.0 (203 reviews) | 8.3 (21 reviews) | 
| **Regression** | Not enough data | 9.2 (218 reviews) | 8.7 (25 reviews) | 
| **Time Series Analysis** | Not enough data | 8.8 (188 reviews) | 8.5 (24 reviews) | 

#### Generative AI

| Feature | Altair AI Studio | IBM SPSS Statistics | KNIME | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Feature Not Available | Not enough data | 
| **AI Text Summarization** | Not enough data | Feature Not Available | Not enough data | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Altair AI Studio** | 7.9/10 | 74 |
| **IBM SPSS Statistics** | N/A | N/A |
| **KNIME** | 8.2/10 | 27 |

#### System

| Feature | Altair AI Studio | IBM SPSS Statistics | KNIME | 
|---|---|---|---|
| **Data Ingestion & Wrangling** | 8.5 (52 reviews) | Not enough data | 9.0 (18 reviews) | 

#### Model Development

| Feature | Altair AI Studio | IBM SPSS Statistics | KNIME | 
|---|---|---|---|
| **Language Support** | 7.5 (35 reviews) | Not enough data | 8.4 (16 reviews) | 
| **Drag and Drop** | 9.1 (58 reviews) | Not enough data | 9.2 (18 reviews) | 
| **Pre-Built Algorithms** | 8.5 (54 reviews) | Not enough data | 8.2 (15 reviews) | 
| **Model Training** | 8.4 (52 reviews) | Not enough data | 8.2 (14 reviews) | 

#### Model Development

| Feature | Altair AI Studio | IBM SPSS Statistics | KNIME | 
|---|---|---|---|
| **Feature Engineering** | 8.4 (47 reviews) | Not enough data | 8.2 (16 reviews) | 

#### Machine/Deep Learning Services

| Feature | Altair AI Studio | IBM SPSS Statistics | KNIME | 
|---|---|---|---|
| **Computer Vision** | 7.7 (30 reviews) | Not enough data | 7.5 (10 reviews) | 
| **Natural Language Processing** | 7.9 (35 reviews) | Not enough data | 8.3 (13 reviews) | 
| **Natural Language Generation** | 7.5 (23 reviews) | Not enough data | 7.9 (11 reviews) | 
| **Artificial Neural Networks** | 8.4 (39 reviews) | Not enough data | 7.4 (11 reviews) | 

#### Machine/Deep Learning Services

| Feature | Altair AI Studio | IBM SPSS Statistics | KNIME | 
|---|---|---|---|
| **Natural Language Understanding** | 7.6 (32 reviews) | Not enough data | 8.0 (14 reviews) | 
| **Deep Learning** | 8.3 (35 reviews) | Not enough data | 7.8 (13 reviews) | 

#### Deployment

| Feature | Altair AI Studio | IBM SPSS Statistics | KNIME | 
|---|---|---|---|
| **Managed Service** | 8.0 (38 reviews) | Not enough data | 8.2 (14 reviews) | 
| **Application** | 8.3 (37 reviews) | Not enough data | 8.7 (15 reviews) | 
| **Scalability** | 8.5 (34 reviews) | Not enough data | 8.4 (18 reviews) | 

#### Generative AI

| Feature | Altair AI Studio | IBM SPSS Statistics | KNIME | 
|---|---|---|---|
| **AI Text Generation** | 6.7 (6 reviews) | Not enough data | Not enough data | 
| **AI Text Summarization** | 6.7 (6 reviews) | Not enough data | Not enough data | 
| **AI Text-to-Image** | 6.4 (6 reviews) | Not enough data | Not enough data | 

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

| Feature | Altair AI Studio | IBM SPSS Statistics | KNIME | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 8.0 (5 reviews) | 
| **Multi-step Planning** | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | Not enough data | 

### Text Analysis

| Product | Score | Reviews |
|---|---|---|
| **Altair AI Studio** | 7.7/10 | 5 |
| **IBM SPSS Statistics** | N/A | N/A |
| **KNIME** | N/A | N/A |

#### Setup

| Feature | Altair AI Studio | IBM SPSS Statistics | KNIME | 
|---|---|---|---|
| **Integration** | 8.0 (5 reviews) | Not enough data | Not enough data | 
| **Maintenance** | 7.7 (5 reviews) | Not enough data | Not enough data | 
| **No-Code** | 8.3 (5 reviews) | Not enough data | Not enough data | 

#### Data

| Feature | Altair AI Studio | IBM SPSS Statistics | KNIME | 
|---|---|---|---|
| **Security** | 8.0 (5 reviews) | Not enough data | Not enough data | 
| **Data Visualization** | 8.3 (5 reviews) | Not enough data | Not enough data | 

#### Analysis

| Feature | Altair AI Studio | IBM SPSS Statistics | KNIME | 
|---|---|---|---|
| **Automation** | 8.3 (5 reviews) | Not enough data | Not enough data | 
| **Named entity recognition** | 7.3 (5 reviews) | Not enough data | Not enough data | 
| **Keyphrase Extraction** | 7.3 (5 reviews) | Not enough data | Not enough data | 
| **Topic Analysis** | 7.0 (5 reviews) | Not enough data | Not enough data | 
| **Sentiment Analysis** | 7.0 (5 reviews) | Not enough data | Not enough data | 
| **Language Identification** | 7.0 (5 reviews) | Not enough data | Not enough data | 
| **Syntax/Part of Speech Parsing** | 6.0 (5 reviews) | Not enough data | Not enough data | 

#### Customization

| Feature | Altair AI Studio | IBM SPSS Statistics | KNIME | 
|---|---|---|---|
| **Pre-Built Parameterization** | 8.3 (5 reviews) | Not enough data | Not enough data | 
| **Custom Extension** | 8.7 (5 reviews) | Not enough data | Not enough data | 
| **Compositionality** | 8.0 (5 reviews) | Not enough data | Not enough data | 

#### Generative AI

| Feature | Altair AI Studio | IBM SPSS Statistics | KNIME | 
|---|---|---|---|
| **AI Text Generation** | Feature Not Available | Not enough data | Not enough data | 
| **AI Text Summarization** | Feature Not Available | Not enough data | Not enough data | 

### Generative AI Infrastructure

| Product | Score | Reviews |
|---|---|---|
| **Altair AI Studio** | N/A | N/A |
| **IBM SPSS Statistics** | N/A | N/A |
| **KNIME** | N/A | N/A |

#### Scalability and Performance - Generative AI Infrastructure

| Feature | Altair AI Studio | IBM SPSS Statistics | KNIME | 
|---|---|---|---|
| **AI High Availability** | Not enough data | Not enough data | Not enough data | 
| **AI Model Training Scalability** | Not enough data | Not enough data | Not enough data | 
| **AI Inference Speed** | Not enough data | Not enough data | Not enough data | 

#### Cost and Efficiency - Generative AI Infrastructure

| Feature | Altair AI Studio | IBM SPSS Statistics | KNIME | 
|---|---|---|---|
| **AI Cost per API Call** | Not enough data | Not enough data | Not enough data | 
| **AI Resource Allocation Flexibility** | Not enough data | Not enough data | Not enough data | 
| **AI Energy Efficiency** | Not enough data | Not enough data | Not enough data | 

#### Integration and Extensibility - Generative AI Infrastructure

| Feature | Altair AI Studio | IBM SPSS Statistics | KNIME | 
|---|---|---|---|
| **AI Multi-cloud Support** | Not enough data | Not enough data | Not enough data | 
| **AI Data Pipeline Integration** | Not enough data | Not enough data | Not enough data | 
| **AI API Support and Flexibility** | Not enough data | Not enough data | Not enough data | 

#### Security and Compliance - Generative AI Infrastructure

| Feature | Altair AI Studio | IBM SPSS Statistics | KNIME | 
|---|---|---|---|
| **AI GDPR and Regulatory Compliance** | Not enough data | Not enough data | Not enough data | 
| **AI Role-based Access Control** | Not enough data | Not enough data | Not enough data | 
| **AI Data Encryption** | Not enough data | Not enough data | Not enough data | 

#### Usability and Support - Generative AI Infrastructure

| Feature | Altair AI Studio | IBM SPSS Statistics | KNIME | 
|---|---|---|---|
| **AI Documentation Quality** | Not enough data | Not enough data | Not enough data | 
| **AI Community Activity** | Not enough data | Not enough data | Not enough data | 

### Low-Code Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Altair AI Studio** | N/A | N/A |
| **IBM SPSS Statistics** | N/A | N/A |
| **KNIME** | N/A | N/A |

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

| Feature | Altair AI Studio | IBM SPSS Statistics | 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 | Altair AI Studio | IBM SPSS Statistics | 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 |
|---|---|---|
| **Altair AI Studio** | 8.2/10 | 320 |
| **IBM SPSS Statistics** | 8.2/10 | 336 |
| **KNIME** | 8.0/10 | 45 |

#### Statistical Tool

| Feature | Altair AI Studio | IBM SPSS Statistics | KNIME | 
|---|---|---|---|
| **Scripting** | 7.9 (176 reviews) | 7.2 (206 reviews) | 8.0 (37 reviews) | 
| **Data Mining** | 8.9 (249 reviews) | Feature Not Available | 8.2 (42 reviews) | 
| **Algorithms** | 8.6 (266 reviews) | 7.7 (209 reviews) | 8.2 (40 reviews) | 

#### Data Analysis

| Feature | Altair AI Studio | IBM SPSS Statistics | KNIME | 
|---|---|---|---|
| **Analysis** | 8.8 (284 reviews) | 8.9 (321 reviews) | 8.4 (34 reviews) | 
| **Data Interaction** | 8.6 (269 reviews) | Feature Not Available | 8.4 (43 reviews) | 

#### Decision Making

| Feature | Altair AI Studio | IBM SPSS Statistics | KNIME | 
|---|---|---|---|
| **Modeling** | 8.9 (275 reviews) | 7.6 (246 reviews) | 8.3 (31 reviews) | 
| **Data Visualizations** | 8.0 (251 reviews) | 7.0 (300 reviews) | 8.0 (41 reviews) | 
| **Report Generation** | 7.9 (254 reviews) | 7.5 (267 reviews) | 7.9 (39 reviews) | 
| **Data Unification** | 8.2 (226 reviews) | Feature Not Available | 8.4 (40 reviews) | 

#### Generative AI

| Feature | Altair AI Studio | IBM SPSS Statistics | KNIME | 
|---|---|---|---|
| **AI Text Generation** | 7.2 (6 reviews) | Not enough data | 7.2 (6 reviews) | 
| **AI Text Summarization** | 6.9 (6 reviews) | Not enough data | 7.2 (6 reviews) | 

---
## Categories
**Shared Categories (1):** [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics)

**Unique to Altair AI Studio (5):** [Text Analysis Software](https://www.g2.com/categories/text-analysis), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [Generative AI Infrastructure Software](https://www.g2.com/categories/generative-ai-infrastructure), [ Low-Code Machine Learning Platforms Software](https://www.g2.com/categories/low-code-machine-learning-platforms)

**Unique to IBM SPSS Statistics (1):** [Statistical Analysis Software](https://www.g2.com/categories/statistical-analysis)

**Unique to KNIME (3):** [Statistical Analysis Software](https://www.g2.com/categories/statistical-analysis), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [ Low-Code Machine Learning Platforms Software](https://www.g2.com/categories/low-code-machine-learning-platforms)


---
## Reviewer Demographics

### By Company Size

| Segment | Altair AI Studio | IBM SPSS Statistics | KNIME | 
|---|---|---|---|
| **Small-Business** | 42.4% | 27.6% | 24.7% | 
| **Mid-Market** | 28.9% | 29.5% | 32.1% | 
| **Enterprise** | 28.7% | 43.0% | 43.2% | 

### By Industry

#### Altair AI Studio

- **Higher Education:** 18.3%
- **Education Management:** 15.2%
- **Information Technology and Services:** 9.1%
- **Research:** 7.0%
- **Computer Software:** 6.8%
- **E-Learning:** 3.1%
- **Management Consulting:** 2.3%
- **Hospital & Health Care:** 1.9%
- **Financial Services:** 1.6%
- **Civil Engineering:** 1.4%
- **Other:** 33.3%

#### IBM SPSS Statistics

- **Higher Education:** 26.4%
- **Research:** 16.4%
- **Education Management:** 7.6%
- **Market Research:** 7.5%
- **Hospital & Health Care:** 6.6%
- **Information Technology and Services:** 4.0%
- **Computer Software:** 1.7%
- **Health, Wellness and Fitness:** 1.6%
- **Banking:** 1.6%
- **Non-Profit Organization Management:** 1.4%
- **Other:** 25.3%

#### 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 Altair AI Studio

- [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (196 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (679 reviews)
- [IBM Watson Studio](https://www.g2.com/products/ibm-watson-studio/reviews) — 4.2/5 stars (167 reviews)
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- [Posit](https://www.g2.com/products/posit-posit/reviews) — 4.5/5 stars (570 reviews)
- [IBM SPSS Modeler](https://www.g2.com/products/ibm-spss-modeler/reviews) — 4.0/5 stars (148 reviews)
- [MATLAB](https://www.g2.com/products/matlab/reviews) — 4.5/5 stars (770 reviews)
- [DataRobot](https://www.g2.com/products/datarobot/reviews) — 4.4/5 stars (27 reviews)

### Alternatives to IBM SPSS Statistics

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- [JMP](https://www.g2.com/products/jmp/reviews) — 4.5/5 stars (213 reviews)
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- [Posit](https://www.g2.com/products/posit-posit/reviews) — 4.5/5 stars (570 reviews)
- [Stata](https://www.g2.com/products/stata/reviews) — 4.3/5 stars (166 reviews)
- [OriginPro](https://www.g2.com/products/originpro/reviews) — 4.7/5 stars (142 reviews)
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- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (679 reviews)
- [GraphPad Prism](https://www.g2.com/products/graphpad-prism/reviews) — 4.6/5 stars (55 reviews)
- [XLSTAT](https://www.g2.com/products/xlstat/reviews) — 4.7/5 stars (50 reviews)

### Alternatives to KNIME

- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (679 reviews)
- [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (196 reviews)
- [Posit](https://www.g2.com/products/posit-posit/reviews) — 4.5/5 stars (570 reviews)
- [IBM SPSS Modeler](https://www.g2.com/products/ibm-spss-modeler/reviews) — 4.0/5 stars (148 reviews)
- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3646 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)
- [SAP Analytics Cloud](https://www.g2.com/products/sap-analytics-cloud/reviews) — 4.2/5 stars (902 reviews)

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## Top Discussions

### Altair AI Studio

- Title: [How to predict 8 test values using 12 other test values. 500 data points available for each tests. Also what should I do to find a relation between parameters.](https://www.g2.com/discussions/24700-how-to-predict-8-test-values-using-12-other-test-values-500-data-points-available-for-each-tests-also-what-should-i-do-to-find-a-relation-between-parameters) — 3 comments, 1 upvote
  > **Top comment:** "if I understand you well, you want to predict 8 variables using a set of 12 columns. This sounds like a simple regression. Basically build 8 regression..."
- Title: [What is RapidMiner used for?](https://www.g2.com/discussions/what-is-rapidminer-used-for) — 1 comment
  > **Top comment:** "RapidMiner is majorly used for data preparation, machine learning, and predictive analysis of development. It includes the interactive data preparation,..."
- Title: [before using they should have knowledge of data science and machine learning with R/python experience](https://www.g2.com/discussions/35493-before-using-they-should-have-knowledge-of-data-science-and-machine-learning-with-r-python-experience) — 1 comment, 1 upvote
  > **Top comment:** "It will help to learn rapidminer easily and fastly"
- Title: [Would you consider providing codes behind the models that are developed by the end users?](https://www.g2.com/discussions/25070-would-you-consider-providing-codes-behind-the-models-that-are-developed-by-the-end-users) — 1 comment, 1 upvote
  > **Top comment:** "https://rapidminer.com/blog/using-execute-script-operator/

Have you tried out this? "
- Title: [What is the minimum of data that i can use effectively?](https://www.g2.com/discussions/what-is-the-minimum-of-data-that-i-can-use-effectively) — 1 comment, 1 upvote
  > **Top comment:** "Technically you need at least 100 rows. If you by effective mean a robust model that is generalizable, it really depends on the nature of your data and what..."

### IBM SPSS Statistics

- Title: [Classes?](https://www.g2.com/discussions/16200-classes) — 4 comments, 1 upvote
  > **Top comment:** "Dear Diego. That is right. SPSS is a complex software. Firstly, I recoomend you think about what do you need to do with it. For example, it is very differnt..."
- Title: [What statistical analysis is included in SPSS?](https://www.g2.com/discussions/what-statistical-analysis-is-included-in-spss) — 2 comments
  > **Top comment:** "All kinds of statistical techniques are included in the SPSS. Like descriptive statistic, linear and logistic models, tree based models, etc"
- Title: [SPSS Help Menu](https://www.g2.com/discussions/spss-help-menu) — 2 comments, 2 upvotes
  > **Top comment:** "There should be some case studies to understand SPSS better"
- Title: [Can the developer update the UI?](https://www.g2.com/discussions/41339-can-the-developer-update-the-ui) — 2 comments, 1 upvote
  > **Top comment:** "Yes. Welcome "
- Title: [Support for training](https://www.g2.com/discussions/25294-support-for-training) — 2 comments, 1 upvote
  > **Top comment:** "Yes, definitely. Especially we as a student who use it program are required professional teaching before hand to gain more understanding regarding to this..."

### 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..."

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