# Altair AI Studio, Qubole vs IBM SPSS Statistics Comparison

| | Altair AI Studio | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **Star Rating** | 4.6 out of 5 | 4.0 out of 5 | 4.2 out of 5 | 
| **Total Reviews** | 516 | 259 | 928 | 
| **Largest Market Segment** | Small-Business (42.4% of reviews) | Enterprise (51.1% of reviews) | Enterprise (43.0% of reviews) | 
| **Entry Level Price** | No pricing available | 30 day free trial | Starting at $1,188.00 1 User Per Year | 

---
## 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)

### Qubole

**Not enough data**

### IBM SPSS Statistics

Pros:
- Ease of Use (25 reviews)
- Statistical Analysis (17 reviews)

Cons:
- Expensive (13 reviews)
- Learning Curve (9 reviews)

---
## Ratings Comparison
| Rating | Altair AI Studio | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
  | **Meets Requirements** | 8.6 (426 reviews) | 8.4 (211 reviews) | 8.5 (787 reviews) | 
  | **Ease of Use** | 8.8 (425 reviews) | 7.8 (212 reviews) | 7.9 (791 reviews) | 
  | **Ease of Setup** | 9.0 (128 reviews) | 7.6 (60 reviews) | 7.9 (179 reviews) | 
  | **Ease of Admin** | 8.4 (104 reviews) | 7.6 (58 reviews) | 7.6 (134 reviews) | 
  | **Quality of Support** | 8.5 (354 reviews) | 7.9 (177 reviews) | 7.6 (596 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.9 (93 reviews) | 8.1 (61 reviews) | 8.0 (129 reviews) | 
  | **Product Direction (% positive)** | 8.8 (412 reviews) | 7.1 (208 reviews) | 6.5 (763 reviews) | 

---
## Pricing

### Altair AI Studio

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### Qubole

#### Entry-Level Pricing

Plan: Free Trial

Price: 30 day free trial

Description: Free access to Qubole for 30 days to build data pipelines, bring machine learning to production, and analyze any data type from any data source. Get started today: https://www.qubole.com/free-trial/


[Browse all 3 editions](https://www.g2.com/products/qubole/pricing)

#### 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

---
## Features Comparison By Category

### Analytics Platforms

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

#### Reports

| Feature | Altair AI Studio | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **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 | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **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 | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **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 | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **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 | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **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 | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **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 | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **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 | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **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 | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **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 | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **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 | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **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 | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **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 | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **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 |
| **Qubole** | N/A | N/A |
| **IBM SPSS Statistics** | 8.5/10 | 251 |

#### Administration

| Feature | Altair AI Studio | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **Quality Control** | Not enough data | Not enough data | 8.5 (191 reviews) | 
| **Data Sampling** | Not enough data | Not enough data | 8.7 (205 reviews) | 
| **Collaboration** | Not enough data | Not enough data | Feature Not Available | 

#### Capabilities

| Feature | Altair AI Studio | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **Data Visualization** | Not enough data | Not enough data | 7.8 (225 reviews) | 
| **Survival Analysis** | Not enough data | Not enough data | 8.4 (186 reviews) | 
| **Risk Data Attributes** | Not enough data | Not enough data | 8.1 (169 reviews) | 
| **Cost Analysis** | Not enough data | Not enough data | 8.2 (166 reviews) | 

#### Methodology

| Feature | Altair AI Studio | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **ANOVA Support** | Not enough data | Not enough data | 9.0 (205 reviews) | 
| **Regression** | Not enough data | Not enough data | 9.2 (220 reviews) | 
| **Time Series Analysis** | Not enough data | Not enough data | 8.8 (190 reviews) | 

#### Generative AI

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

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Altair AI Studio** | 7.9/10 | 74 |
| **Qubole** | 8.2/10 | 7 |
| **IBM SPSS Statistics** | N/A | N/A |

#### System

| Feature | Altair AI Studio | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **Data Ingestion & Wrangling** | 8.5 (52 reviews) | 9.0 (7 reviews) | Not enough data | 

#### Model Development

| Feature | Altair AI Studio | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **Language Support** | 7.5 (35 reviews) | 7.9 (7 reviews) | Not enough data | 
| **Drag and Drop** | 9.1 (58 reviews) | 6.7 (5 reviews) | Not enough data | 
| **Pre-Built Algorithms** | 8.5 (54 reviews) | 8.0 (5 reviews) | Not enough data | 
| **Model Training** | 8.4 (52 reviews) | 8.1 (6 reviews) | Not enough data | 

#### Model Development

| Feature | Altair AI Studio | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **Feature Engineering** | 8.4 (47 reviews) | 8.3 (5 reviews) | Not enough data | 

#### Machine/Deep Learning Services

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

#### Machine/Deep Learning Services

| Feature | Altair AI Studio | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **Natural Language Understanding** | 7.6 (32 reviews) | Not enough data | Not enough data | 
| **Deep Learning** | 8.3 (35 reviews) | 8.0 (5 reviews) | Not enough data | 

#### Deployment

| Feature | Altair AI Studio | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **Managed Service** | 8.0 (38 reviews) | 9.0 (5 reviews) | Not enough data | 
| **Application** | 8.3 (37 reviews) | 8.3 (6 reviews) | Not enough data | 
| **Scalability** | 8.5 (34 reviews) | 8.8 (7 reviews) | Not enough data | 

#### Generative AI

| Feature | Altair AI Studio | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **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 | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **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 | 

### Text Analysis

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

#### Setup

| Feature | Altair AI Studio | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **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 | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **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 | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **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 | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **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 | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **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 |
| **Qubole** | N/A | N/A |
| **IBM SPSS Statistics** | N/A | N/A |

#### Scalability and Performance - Generative AI Infrastructure

| Feature | Altair AI Studio | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **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 | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **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 | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **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 | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **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 | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **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 |
| **Qubole** | N/A | N/A |
| **IBM SPSS Statistics** | N/A | N/A |

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

| Feature | Altair AI Studio | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **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 | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **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 |
| **Qubole** | N/A | N/A |
| **IBM SPSS Statistics** | 8.7/10 | 338 |

#### Statistical Tool

| Feature | Altair AI Studio | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **Scripting** | 7.9 (176 reviews) | Not enough data | 7.2 (208 reviews) | 
| **Data Mining** | 8.9 (249 reviews) | Not enough data | Feature Not Available | 
| **Algorithms** | 8.6 (266 reviews) | Not enough data | 7.7 (211 reviews) | 

#### Data Analysis

| Feature | Altair AI Studio | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **Analysis** | 8.8 (284 reviews) | Not enough data | 8.9 (323 reviews) | 
| **Data Interaction** | 8.6 (269 reviews) | Not enough data | Feature Not Available | 

#### Decision Making

| Feature | Altair AI Studio | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **Modeling** | 8.9 (275 reviews) | Not enough data | 7.7 (248 reviews) | 
| **Data Visualizations** | 8.0 (251 reviews) | Not enough data | 7.0 (302 reviews) | 
| **Report Generation** | 7.9 (254 reviews) | Not enough data | 7.5 (269 reviews) | 
| **Data Unification** | 8.2 (226 reviews) | Not enough data | Feature Not Available | 

#### Generative AI

| Feature | Altair AI Studio | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **AI Text Generation** | 7.2 (6 reviews) | Not enough data | 9.7 (5 reviews) | 
| **AI Text Summarization** | 6.9 (6 reviews) | Not enough data | 9.7 (5 reviews) | 

### Big Data Processing and Distribution

| Product | Score | Reviews |
|---|---|---|
| **Altair AI Studio** | N/A | N/A |
| **Qubole** | 8.4/10 | 111 |
| **IBM SPSS Statistics** | N/A | N/A |

#### Database

| Feature | Altair AI Studio | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **Real-Time Data Collection** | Not enough data | 8.0 (64 reviews) | Not enough data | 
| **Data Distribution** | Not enough data | 8.4 (83 reviews) | Not enough data | 
| **Data Lake** | Not enough data | 8.3 (79 reviews) | Not enough data | 

#### Integrations

| Feature | Altair AI Studio | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **Hadoop Integration** | Not enough data | 8.6 (81 reviews) | Not enough data | 
| **Spark Integration** | Not enough data | 8.6 (87 reviews) | Not enough data | 

#### Platform

| Feature | Altair AI Studio | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **Machine Scaling** | Not enough data | 8.3 (72 reviews) | Not enough data | 
| **Data Preparation** | Not enough data | 8.3 (82 reviews) | Not enough data | 
| **Spark Integration** | Not enough data | 8.6 (87 reviews) | Not enough data | 

#### Processing

| Feature | Altair AI Studio | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **Cloud Processing** | Not enough data | 8.5 (85 reviews) | Not enough data | 
| **Workload Processing** | Not enough data | 8.3 (82 reviews) | Not enough data | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Altair AI Studio** | N/A | N/A |
| **Qubole** | 8.1/10 | 174 |
| **IBM SPSS Statistics** | N/A | N/A |

#### Data Transformation

| Feature | Altair AI Studio | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **Real-Time Analytics** | Not enough data | 8.0 (119 reviews) ✓ Verified | Not enough data | 
| **Data Querying** | Not enough data | 8.8 (10 reviews) ✓ Verified | Not enough data | 

#### Connectivity

| Feature | Altair AI Studio | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **Hadoop Integration** | Not enough data | 8.8 (107 reviews) ✓ Verified | Not enough data | 
| **Spark Integration** | Not enough data | 8.6 (123 reviews) ✓ Verified | Not enough data | 
| **Multi-Source Analysis** | Not enough data | 8.3 (108 reviews) ✓ Verified | Not enough data | 
| **Data Lake** | Not enough data | 8.5 (113 reviews) ✓ Verified | Not enough data | 

#### Operations

| Feature | Altair AI Studio | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **Data Visualization** | Not enough data | 7.0 (104 reviews) ✓ Verified | Not enough data | 
| **Data Workflow** | Not enough data | 7.8 (116 reviews) ✓ Verified | Not enough data | 
| **Governed Discovery** | Not enough data | 7.2 (75 reviews) ✓ Verified | Not enough data | 
| **Embedded Analytics** | Not enough data | 7.8 (69 reviews) ✓ Verified | Not enough data | 
| **Notebooks** | Not enough data | 8.8 (11 reviews) ✓ Verified | Not enough data | 

### Big Data

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

#### Building Reports

| Feature | Altair AI Studio | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **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 | 

#### Platform

| Feature | Altair AI Studio | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **Mobile User Support** | Not enough data | Not enough data | Not enough data | 
| **Customization ** | Not enough data | Not enough data | Not enough data | 
| **User, Role, and Access Management** | Not enough data | Not enough data | Not enough data | 
| **Internationalization** | Not enough data | Not enough data | Not enough data | 
| **Sandbox / Test Environments** | Not enough data | Not enough data | Not enough data | 
| **Performance and Reliability** | Not enough data | Not enough data | Not enough data | 
| **Breadth of Partner Applications** | Not enough data | Not enough data | Not enough data | 

---
## Categories

**Unique to Altair AI Studio (6):** [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), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics), [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 Qubole (4):** [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution), [Big Data Analytics Software](https://www.g2.com/categories/big-data-analytics), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms)

**Unique to IBM SPSS Statistics (2):** [Statistical Analysis Software](https://www.g2.com/categories/statistical-analysis), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics)


---
## Reviewer Demographics

### By Company Size

| Segment | Altair AI Studio | Qubole | IBM SPSS Statistics | 
|---|---|---|---|
| **Small-Business** | 42.4% | 5.5% | 27.5% | 
| **Mid-Market** | 28.9% | 43.5% | 29.5% | 
| **Enterprise** | 28.7% | 51.1% | 43.0% | 

### 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%

#### Qubole

- **Computer Software:** 19.4%
- **Information Technology and Services:** 14.3%
- **Marketing and Advertising:** 12.2%
- **Internet:** 6.8%
- **Leisure, Travel & Tourism:** 4.2%
- **Transportation/Trucking/Railroad:** 3.8%
- **Entertainment:** 3.4%
- **Financial Services:** 3.0%
- **Retail:** 2.5%
- **Information Services:** 2.1%
- **Other:** 28.3%

#### 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:** 4.1%
- **Computer Software:** 1.8%
- **Health, Wellness and Fitness:** 1.6%
- **Banking:** 1.6%
- **Non-Profit Organization Management:** 1.4%
- **Other:** 25.2%

---
## Alternatives

### Alternatives to Altair AI Studio

- [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (198 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (810 reviews)
- [IBM Watson Studio](https://www.g2.com/products/ibm-watson-studio/reviews) — 4.2/5 stars (167 reviews)
- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3653 reviews)
- [KNIME](https://www.g2.com/products/knime-analytics-platform/reviews) — 4.4/5 stars (83 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (928 reviews)
- [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (657 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)
- [MATLAB](https://www.g2.com/products/matlab/reviews) — 4.5/5 stars (770 reviews)

### Alternatives to Qubole

- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (783 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1227 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.6/5 stars (754 reviews)
- [Cloudera Data Platform](https://www.g2.com/products/cloudera-cloudera-data-platform/reviews) — 4.1/5 stars (136 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (810 reviews)
- [MATLAB](https://www.g2.com/products/matlab/reviews) — 4.5/5 stars (770 reviews)
- [Posit](https://www.g2.com/products/posit-posit/reviews) — 4.5/5 stars (570 reviews)
- [Teradata Vantage](https://www.g2.com/products/teradata-teradata-vantage/reviews) — 4.3/5 stars (375 reviews)
- [Splunk Enterprise](https://www.g2.com/products/splunk-enterprise/reviews) — 4.3/5 stars (433 reviews)
- [Azure Databricks](https://www.g2.com/products/azure-databricks/reviews) — 4.5/5 stars (235 reviews)

### Alternatives to IBM SPSS Statistics

- [Minitab Statistical Software](https://www.g2.com/products/minitab-statistical-software/reviews) — 4.6/5 stars (225 reviews)
- [JMP](https://www.g2.com/products/jmp/reviews) — 4.5/5 stars (213 reviews)
- [KNIME](https://www.g2.com/products/knime-analytics-platform/reviews) — 4.4/5 stars (83 reviews)
- [Qualtrics Strategy & Research](https://www.g2.com/products/qualtrics-strategy-research/reviews) — 4.4/5 stars (3015 reviews)
- [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)
- [eviews](https://www.g2.com/products/eviews/reviews) — 4.2/5 stars (124 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (810 reviews)
- [GraphPad Prism](https://www.g2.com/products/graphpad-prism/reviews) — 4.6/5 stars (55 reviews)

---
## 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..."

### Qubole

- Title: [How do i integrate more charts or graphs in Qubole Notebooks in SQL for quick visualization](https://www.g2.com/discussions/14372-how-do-i-integrate-more-charts-or-graphs-in-qubole-notebooks-in-sql-for-quick-visualization) — 2 comments, 1 upvote
  > **Top comment:** "There are some basic charts available when using SQL + Notebooks. If you are open to using python you can also take advantage of other packages:..."
- Title: [1.What is the best way to pass external spark packages in Qubole Notebooks?;](https://www.g2.com/discussions/14281-1-what-is-the-best-way-to-pass-external-spark-packages-in-qubole-notebooks) — 2 comments, 1 upvote
  > **Top comment:** "There may be a few options depending on whether you are looking for java or python:

Package Management..."
- Title: [How to get logs from Qubole if I run traditional jar instead of Python](https://www.g2.com/discussions/32355-how-to-get-logs-from-qubole-if-i-run-traditional-jar-instead-of-python) — 1 comment, 1 upvote
  > **Top comment:** "Hi Lalit,

I'll probably need more information before giving a good answer. If you are submitting jobs from our API can you see if this..."
- Title: [if you include bit more like Charts and graphical presentation for the financial it be more helpfull](https://www.g2.com/discussions/14602-if-you-include-bit-more-like-charts-and-graphical-presentation-for-the-financial-it-be-more-helpfull) — 1 comment, 1 upvote
  > **Top comment:** "Qubole includes a comprehensive financial governance solution for monitoring big data workload spend, with pre-built and customizable reports and..."
- Title: [How do I integrate elastic search with use of qubole in Tableau.](https://www.g2.com/discussions/14506-how-do-i-integrate-elastic-search-with-use-of-qubole-in-tableau) — 1 comment, 1 upvote
  > **Top comment:** "Hi Manjul,

Difficult to answer without more details. Reach out to your Customer Success Manager or the Qubole administrators within your organization -..."

### 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..."

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