# H2O, IBM SPSS Modeler vs DataRobot Comparison

| | H2O | IBM SPSS Modeler | DataRobot | 
|---|---|---|---|
| **Star Rating** | 4.5 out of 5 | 4.0 out of 5 | 4.4 out of 5 | 
| **Total Reviews** | 24 | 148 | 27 | 
| **Largest Market Segment** | Small-Business (54.5% of reviews) | Enterprise (55.1% of reviews) | Small-Business (52.0% of reviews) | 
| **Entry Level Price** | No pricing available | Starting at $7,430 USD  per user per year | No pricing available | 

---
## Top Pros & Cons

### H2O

**Not enough data**

### IBM SPSS Modeler

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

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

### DataRobot

**Not enough data**

---
## Ratings Comparison
| Rating | H2O | IBM SPSS Modeler | DataRobot | 
|---|---|---|---|
  | **Meets Requirements** | 8.0 (15 reviews) | 8.3 (110 reviews) | 8.8 (24 reviews) | 
  | **Ease of Use** | 9.0 (14 reviews) | 8.3 (111 reviews) | 8.4 (24 reviews) | 
  | **Ease of Setup** | 7.8 (6 reviews) | 8.2 (29 reviews) | 7.1 (12 reviews) | 
  | **Ease of Admin** | 8.3 (6 reviews) | 8.1 (27 reviews) | 7.4 (11 reviews) | 
  | **Quality of Support** | 8.8 (13 reviews) | 8.0 (94 reviews) | 7.9 (23 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.3 (5 reviews) | 8.3 (26 reviews) | 8.3 (11 reviews) | 
  | **Product Direction (% positive)** | 6.4 (13 reviews) | 7.0 (110 reviews) | 8.4 (22 reviews) | 

---
## Pricing

### H2O

#### Entry-Level Pricing

No pricing available

#### 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

### DataRobot

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

---
## Features Comparison By Category

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **H2O** | 8.7/10 | 10 |
| **IBM SPSS Modeler** | 7.6/10 | 17 |
| **DataRobot** | N/A | N/A |

#### System

| Feature | H2O | IBM SPSS Modeler | DataRobot | 
|---|---|---|---|
| **Data Ingestion & Wrangling** | 8.5 (8 reviews) | 7.9 (15 reviews) | Not enough data | 

#### Model Development

| Feature | H2O | IBM SPSS Modeler | DataRobot | 
|---|---|---|---|
| **Language Support** | 8.3 (8 reviews) | 8.2 (12 reviews) | Not enough data | 
| **Drag and Drop** | 8.3 (8 reviews) | 8.2 (13 reviews) | Not enough data | 
| **Pre-Built Algorithms** | 9.4 (8 reviews) | 8.3 (14 reviews) | Not enough data | 
| **Model Training** | 9.2 (8 reviews) | 8.5 (14 reviews) | Not enough data | 

#### Model Development

| Feature | H2O | IBM SPSS Modeler | DataRobot | 
|---|---|---|---|
| **Feature Engineering** | 9.0 (8 reviews) | 7.1 (16 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | H2O | IBM SPSS Modeler | DataRobot | 
|---|---|---|---|
| **Computer Vision** | Not enough data | 7.3 (11 reviews) | Not enough data | 
| **Natural Language Processing** | Not enough data | 7.5 (12 reviews) | Not enough data | 
| **Natural Language Generation** | Not enough data | 6.9 (12 reviews) | Not enough data | 
| **Artificial Neural Networks** | 9.0 (5 reviews) | 8.1 (13 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | H2O | IBM SPSS Modeler | DataRobot | 
|---|---|---|---|
| **Natural Language Understanding** | Not enough data | 6.4 (12 reviews) | Not enough data | 
| **Deep Learning** | 9.0 (5 reviews) | 6.7 (13 reviews) | Not enough data | 

#### Deployment

| Feature | H2O | IBM SPSS Modeler | DataRobot | 
|---|---|---|---|
| **Managed Service** | 8.1 (6 reviews) | 7.4 (13 reviews) | Not enough data | 
| **Application** | 8.0 (5 reviews) | 8.6 (12 reviews) | Not enough data | 
| **Scalability** | 8.6 (6 reviews) | 7.6 (15 reviews) | Not enough data | 

#### Generative AI

| Feature | H2O | IBM SPSS Modeler | DataRobot | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | Not enough data | 
| **AI Text-to-Image** | Not enough data | Not enough data | Not enough data | 

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

| Feature | H2O | IBM SPSS Modeler | DataRobot | 
|---|---|---|---|
| **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 | 

### Generative AI Infrastructure

| Product | Score | Reviews |
|---|---|---|
| **H2O** | N/A | N/A |
| **IBM SPSS Modeler** | N/A | N/A |
| **DataRobot** | N/A | N/A |

#### Scalability and Performance - Generative AI Infrastructure

| Feature | H2O | IBM SPSS Modeler | DataRobot | 
|---|---|---|---|
| **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 | H2O | IBM SPSS Modeler | DataRobot | 
|---|---|---|---|
| **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 | H2O | IBM SPSS Modeler | DataRobot | 
|---|---|---|---|
| **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 | H2O | IBM SPSS Modeler | DataRobot | 
|---|---|---|---|
| **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 | H2O | IBM SPSS Modeler | DataRobot | 
|---|---|---|---|
| **AI Documentation Quality** | Not enough data | Not enough data | Not enough data | 
| **AI Community Activity** | Not enough data | Not enough data | Not enough data | 

### Artificial Neural Network

| Product | Score | Reviews |
|---|---|---|
| **H2O** | N/A | N/A |
| **IBM SPSS Modeler** | N/A | N/A |
| **DataRobot** | N/A | N/A |

#### Core Functionality - Artificial Neural Network

| Feature | H2O | IBM SPSS Modeler | DataRobot | 
|---|---|---|---|
| **Neural Network Training** | Not enough data | Not enough data | Not enough data | 
| **Neural Network Testing** | Not enough data | Not enough data | Not enough data | 
| **Model Evaluation** | Not enough data | Not enough data | Not enough data | 
| **Compliance** | Not enough data | Not enough data | Not enough data | 

#### Data Handling - Artificial Neural Network

| Feature | H2O | IBM SPSS Modeler | DataRobot | 
|---|---|---|---|
| **Data Integration** | Not enough data | Not enough data | Not enough data | 
| **Data Preprocessing** | Not enough data | Not enough data | Not enough data | 

#### Performance - Artificial Neural Network

| Feature | H2O | IBM SPSS Modeler | DataRobot | 
|---|---|---|---|
| **Model Optimization** | Not enough data | Not enough data | Not enough data | 
| **Scalability** | Not enough data | Not enough data | Not enough data | 

#### Usability - Artificial Neural Network

| Feature | H2O | IBM SPSS Modeler | DataRobot | 
|---|---|---|---|
| **User Interface** | Not enough data | Not enough data | Not enough data | 
| **Documentation & Support** | Not enough data | Not enough data | Not enough data | 
| **Customizability** | Not enough data | Not enough data | Not enough data | 

#### Advanced Features - Artificial Neural Network

| Feature | H2O | IBM SPSS Modeler | DataRobot | 
|---|---|---|---|
| **Deep Learning Capabilities** | Not enough data | Not enough data | Not enough data | 
| **Transfer Learning** | Not enough data | Not enough data | Not enough data | 
| **Real-Time Processing** | Not enough data | Not enough data | Not enough data | 
| **Automated Model Tuning** | Not enough data | Not enough data | Not enough data | 
| **Visualization Tools** | Not enough data | Not enough data | Not enough data | 

#### Agentic AI - Artificial Neural Network

| Feature | H2O | IBM SPSS Modeler | DataRobot | 
|---|---|---|---|
| **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 | 

### Low-Code Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **H2O** | N/A | N/A |
| **IBM SPSS Modeler** | N/A | N/A |
| **DataRobot** | N/A | N/A |

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

| Feature | H2O | IBM SPSS Modeler | DataRobot | 
|---|---|---|---|
| **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 | H2O | IBM SPSS Modeler | DataRobot | 
|---|---|---|---|
| **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 |
|---|---|---|
| **H2O** | 8.2/10 | 8 |
| **IBM SPSS Modeler** | 7.9/10 | 87 |
| **DataRobot** | N/A | N/A |

#### Statistical Tool

| Feature | H2O | IBM SPSS Modeler | DataRobot | 
|---|---|---|---|
| **Scripting** | 8.1 (6 reviews) | 7.5 (58 reviews) | Not enough data | 
| **Data Mining** | Not enough data | 8.3 (49 reviews) | Not enough data | 
| **Algorithms** | 8.3 (5 reviews) | 8.0 (61 reviews) | Not enough data | 

#### Data Analysis

| Feature | H2O | IBM SPSS Modeler | DataRobot | 
|---|---|---|---|
| **Analysis** | 8.7 (5 reviews) | 8.3 (69 reviews) | Not enough data | 
| **Data Interaction** | 8.0 (5 reviews) | 8.4 (68 reviews) | Not enough data | 

#### Decision Making

| Feature | H2O | IBM SPSS Modeler | DataRobot | 
|---|---|---|---|
| **Modeling** | 9.0 (5 reviews) | 8.4 (71 reviews) | Not enough data | 
| **Data Visualizations** | Not enough data | 7.5 (68 reviews) | Not enough data | 
| **Report Generation** | 8.3 (5 reviews) | 7.8 (64 reviews) | Not enough data | 
| **Data Unification** | 7.0 (5 reviews) | Feature Not Available | Not enough data | 

#### Generative AI

| Feature | H2O | IBM SPSS Modeler | DataRobot | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | 7.3 (5 reviews) | Not enough data | 
| **AI Text Summarization** | Not enough data | 7.3 (5 reviews) | Not enough data | 

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

**Unique to H2O (2):** [Artificial Neural Network Software](https://www.g2.com/categories/artificial-neural-network), [Generative AI Infrastructure Software](https://www.g2.com/categories/generative-ai-infrastructure)


**Unique to DataRobot (1):** [ Low-Code Machine Learning Platforms Software](https://www.g2.com/categories/low-code-machine-learning-platforms)


---
## Reviewer Demographics

### By Company Size

| Segment | H2O | IBM SPSS Modeler | DataRobot | 
|---|---|---|---|
| **Small-Business** | 54.5% | 21.3% | 52.0% | 
| **Mid-Market** | 13.6% | 23.6% | 20.0% | 
| **Enterprise** | 31.8% | 55.1% | 28.0% | 

### By Industry

#### H2O

- **Financial Services:** 13.6%
- **Retail:** 9.1%
- **Research:** 9.1%
- **Marketing and Advertising:** 9.1%
- **Information Technology and Services:** 9.1%
- **Higher Education:** 9.1%
- **Telecommunications:** 4.5%
- **Oil & Energy:** 4.5%
- **Non-Profit Organization Management:** 4.5%
- **Media Production:** 4.5%
- **Other:** 22.7%

#### 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%

#### DataRobot

- **Computer Software:** 20.0%
- **Information Technology and Services:** 12.0%
- **Telecommunications:** 8.0%
- **Financial Services:** 8.0%
- **Architecture & Planning:** 4.0%
- **Biotechnology:** 4.0%
- **Computer Hardware:** 4.0%
- **Education Management:** 4.0%
- **Environmental Services:** 4.0%
- **Hospital & Health Care:** 4.0%
- **Other:** 28.0%

---
## Alternatives

### Alternatives to H2O

- [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (198 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (516 reviews)
- [Amazon SageMaker](https://www.g2.com/products/amazon-sagemaker/reviews) — 4.3/5 stars (54 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (809 reviews)
- [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (656 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (769 reviews)
- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3650 reviews)
- [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (798 reviews)
- [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 reviews)
- [MATLAB](https://www.g2.com/products/matlab/reviews) — 4.5/5 stars (770 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)
- [KNIME](https://www.g2.com/products/knime-analytics-platform/reviews) — 4.4/5 stars (83 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)

### Alternatives to DataRobot

- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (809 reviews)
- [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (198 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (516 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)
- [Amazon SageMaker](https://www.g2.com/products/amazon-sagemaker/reviews) — 4.3/5 stars (54 reviews)
- [Google Cloud AutoML](https://www.g2.com/products/google-cloud-automl/reviews) — 4.1/5 stars (22 reviews)
- [Qlik Predict](https://www.g2.com/products/qlik-predict/reviews) — 4.4/5 stars (81 reviews)
- [IBM Watson Studio](https://www.g2.com/products/ibm-watson-studio/reviews) — 4.2/5 stars (167 reviews)
- [MATLAB](https://www.g2.com/products/matlab/reviews) — 4.5/5 stars (770 reviews)

---
## Top Discussions

### H2O

No discussions available for this product.

### 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. ..."

### DataRobot

- Title: [Can I use external libraries with my algorithms?](https://www.g2.com/discussions/can-i-use-external-libraries-with-my-algorithms) — 1 comment, 1 upvote
  > **Top comment:** "Yes, you can. Algorithmia has complete package management capabilities built in to the platform. "
- Title: [How much does using Algorithmia cost?](https://www.g2.com/discussions/how-much-does-using-algorithmia-cost) — 1 comment, 1 upvote
  > **Top comment:** "You can get started on Algorithmia Teams for as little as $299/month. Go to teams.algorithmia.com and sign up now!"
- Title: [I found a bug in an algorithm or it's not producing the expected results, what can I do?](https://www.g2.com/discussions/i-found-a-bug-in-an-algorithm-or-it-s-not-producing-the-expected-results-what-can-i-do) — 1 comment, 1 upvote
  > **Top comment:** "If you are an Algorithmia Enterprise user, contact your account team for an immediate response. 

For Teams, while you are logged in to the platform, you..."

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/h2o-vs-ibm-spss-modeler-vs-datarobot)