# SAS Enterprise Miner vs machine-learning in Python Comparison

| | SAS Enterprise Miner | machine-learning in Python | 
|---|---|---|
| **Star Rating** | 4.2 out of 5 | 4.6 out of 5 | 
| **Total Reviews** | 193 | 50 | 
| **Largest Market Segment** | Enterprise (57.8% of reviews) | Small-Business (40.4% of reviews) | 
| **Entry Level Price** | No pricing available | No pricing available | 

---
## Top Pros & Cons

### SAS Enterprise Miner

Pros:
- Ease of Installation (1 reviews)
- Ease of Use (1 reviews)

Cons:
- Learning Curve (1 reviews)
- Not User-Friendly (1 reviews)

### machine-learning in Python

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

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

---
## Ratings Comparison
| Rating | SAS Enterprise Miner | machine-learning in Python | 
|---|---|---|
  | **Meets Requirements** | 8.7 (168 reviews) | 9.0 (40 reviews) | 
  | **Ease of Use** | 7.7 (169 reviews) | 9.0 (43 reviews) | 
  | **Ease of Setup** | 7.7 (49 reviews) | 9.0 (34 reviews) | 
  | **Ease of Admin** | 7.7 (47 reviews) | 8.9 (19 reviews) | 
  | **Quality of Support** | 8.2 (151 reviews) | 8.7 (39 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.3 (47 reviews) | 8.6 (18 reviews) | 
  | **Product Direction (% positive)** | 7.4 (159 reviews) | 10.0 (37 reviews) | 

---
## Pricing

### SAS Enterprise Miner

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

### machine-learning in Python

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

---
## Features Comparison By Category

### Statistical Analysis

| Product | Score | Reviews |
|---|---|---|
| **SAS Enterprise Miner** | 7.6/10 | 7 |
| **machine-learning in Python** | N/A | N/A |

#### Administration

| Feature | SAS Enterprise Miner | machine-learning in Python | 
|---|---|---|
| **Quality Control** | 7.8 (6 reviews) | Not enough data | 
| **Data Sampling** | 7.2 (6 reviews) | Not enough data | 
| **Collaboration** | 6.4 (6 reviews) | Not enough data | 

#### Capabilities

| Feature | SAS Enterprise Miner | machine-learning in Python | 
|---|---|---|
| **Data Visualization** | 6.9 (7 reviews) | Not enough data | 
| **Survival Analysis** | 8.1 (6 reviews) | Not enough data | 
| **Risk Data Attributes** | 7.8 (6 reviews) | Not enough data | 
| **Cost Analysis** | 7.5 (6 reviews) | Not enough data | 

#### Methodology

| Feature | SAS Enterprise Miner | machine-learning in Python | 
|---|---|---|
| **ANOVA Support** | 8.9 (6 reviews) | Not enough data | 
| **Regression** | 8.9 (6 reviews) | Not enough data | 
| **Time Series Analysis** | 8.3 (6 reviews) | Not enough data | 

#### Generative AI

| Feature | SAS Enterprise Miner | machine-learning in Python | 
|---|---|---|
| **AI Text Generation** | 6.7 (6 reviews) | Not enough data | 
| **AI Text Summarization** | 6.7 (6 reviews) | Not enough data | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **SAS Enterprise Miner** | 8.3/10 | 8 |
| **machine-learning in Python** | N/A | N/A |

#### System

| Feature | SAS Enterprise Miner | machine-learning in Python | 
|---|---|---|
| **Data Ingestion & Wrangling** | 8.1 (8 reviews) | Not enough data | 

#### Model Development

| Feature | SAS Enterprise Miner | machine-learning in Python | 
|---|---|---|
| **Language Support** | 7.1 (8 reviews) | Not enough data | 
| **Drag and Drop** | 7.7 (8 reviews) | Not enough data | 
| **Pre-Built Algorithms** | 8.8 (8 reviews) | Not enough data | 
| **Model Training** | 8.5 (8 reviews) | Not enough data | 

#### Model Development

| Feature | SAS Enterprise Miner | machine-learning in Python | 
|---|---|---|
| **Feature Engineering** | 8.1 (8 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | SAS Enterprise Miner | machine-learning in Python | 
|---|---|---|
| **Computer Vision** | 8.3 (7 reviews) | Not enough data | 
| **Natural Language Processing** | 8.1 (7 reviews) | Not enough data | 
| **Natural Language Generation** | 8.3 (7 reviews) | Not enough data | 
| **Artificial Neural Networks** | 8.3 (8 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | SAS Enterprise Miner | machine-learning in Python | 
|---|---|---|
| **Natural Language Understanding** | 8.1 (7 reviews) | Not enough data | 
| **Deep Learning** | 7.6 (7 reviews) | Not enough data | 

#### Deployment

| Feature | SAS Enterprise Miner | machine-learning in Python | 
|---|---|---|
| **Managed Service** | 8.6 (7 reviews) | Not enough data | 
| **Application** | 8.8 (7 reviews) | Not enough data | 
| **Scalability** | 9.0 (7 reviews) | Not enough data | 

#### Generative AI

| Feature | SAS Enterprise Miner | machine-learning in Python | 
|---|---|---|
| **AI Text Generation** | 8.6 (7 reviews) | Not enough data | 
| **AI Text Summarization** | 8.6 (7 reviews) | Not enough data | 
| **AI Text-to-Image** | 8.8 (7 reviews) | Not enough data | 

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

| Feature | SAS Enterprise Miner | machine-learning in Python | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | 

### Machine Learning

| Product | Score | Reviews |
|---|---|---|
| **SAS Enterprise Miner** | N/A | N/A |
| **machine-learning in Python** | 9.0/10 | 17 |

#### Integration - Machine Learning

| Feature | SAS Enterprise Miner | machine-learning in Python | 
|---|---|---|
| **Integration** | Not enough data | 8.7 (5 reviews) | 

#### Learning - Machine Learning

| Feature | SAS Enterprise Miner | machine-learning in Python | 
|---|---|---|
| **Training Data** | Not enough data | 8.8 (10 reviews) | 
| **Actionable Insights** | Not enough data | 9.2 (10 reviews) | 
| **Algorithm** | Not enough data | 9.2 (10 reviews) | 

### Predictive Analytics

| Product | Score | Reviews |
|---|---|---|
| **SAS Enterprise Miner** | 8.0/10 | 110 |
| **machine-learning in Python** | N/A | N/A |

#### Statistical Tool

| Feature | SAS Enterprise Miner | machine-learning in Python | 
|---|---|---|
| **Scripting** | 8.1 (86 reviews) | Not enough data | 
| **Data Mining** | 8.3 (93 reviews) | Not enough data | 
| **Algorithms** | 8.0 (89 reviews) | Not enough data | 

#### Data Analysis

| Feature | SAS Enterprise Miner | machine-learning in Python | 
|---|---|---|
| **Analysis** | 9.1 (103 reviews) | Not enough data | 
| **Data Interaction** | 8.4 (103 reviews) | Not enough data | 

#### Decision Making

| Feature | SAS Enterprise Miner | machine-learning in Python | 
|---|---|---|
| **Modeling** | 8.6 (97 reviews) | Not enough data | 
| **Data Visualizations** | 7.2 (103 reviews) | Not enough data | 
| **Report Generation** | 8.0 (100 reviews) | Not enough data | 
| **Data Unification** | 7.8 (17 reviews) | Not enough data | 

#### Generative AI

| Feature | SAS Enterprise Miner | machine-learning in Python | 
|---|---|---|
| **AI Text Generation** | 7.4 (7 reviews) | Not enough data | 
| **AI Text Summarization** | 7.4 (7 reviews) | Not enough data | 

---
## Categories

**Unique to SAS Enterprise Miner (3):** [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Statistical Analysis Software](https://www.g2.com/categories/statistical-analysis)

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


---
## Reviewer Demographics

### By Company Size

| Segment | SAS Enterprise Miner | machine-learning in Python | 
|---|---|---|
| **Small-Business** | 15.1% | 40.4% | 
| **Mid-Market** | 27.0% | 25.5% | 
| **Enterprise** | 57.8% | 34.0% | 

### By Industry

#### SAS Enterprise Miner

- **Higher Education:** 17.3%
- **Information Technology and Services:** 11.4%
- **Hospital & Health Care:** 10.8%
- **Research:** 7.6%
- **Government Administration:** 5.9%
- **Insurance:** 4.3%
- **Banking:** 4.3%
- **Financial Services:** 3.8%
- **Education Management:** 3.2%
- **Internet:** 3.2%
- **Other:** 28.1%

#### machine-learning in Python

- **Computer Software:** 26.1%
- **Information Technology and Services:** 19.6%
- **Research:** 10.9%
- **Banking:** 4.3%
- **Hospital & Health Care:** 4.3%
- **Higher Education:** 4.3%
- **Accounting:** 2.2%
- **Automotive:** 2.2%
- **Aviation & Aerospace:** 2.2%
- **Design:** 2.2%
- **Other:** 21.7%

---
## Alternatives

### Alternatives to SAS Enterprise Miner

- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (520 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (817 reviews)
- [IBM SPSS Modeler](https://www.g2.com/products/ibm-spss-modeler/reviews) — 4.0/5 stars (148 reviews)
- [IBM SPSS Statistics](https://www.g2.com/products/ibm-spss-statistics/reviews) — 4.2/5 stars (928 reviews)
- [Posit Team](https://www.g2.com/products/posit-team/reviews) — 4.5/5 stars (570 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1227 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)
- [MATLAB](https://www.g2.com/products/matlab/reviews) — 4.5/5 stars (771 reviews)
- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3656 reviews)

### Alternatives to machine-learning in Python

- [Weka](https://www.g2.com/products/weka/reviews) — 4.3/5 stars (13 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (817 reviews)
- [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (658 reviews)
- [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (801 reviews)
- [Automation Anywhere Agentic Process Automation](https://www.g2.com/products/automation-anywhere-agentic-process-automation/reviews) — 4.5/5 stars (5569 reviews)
- [Demandbase One](https://www.g2.com/products/demandbase-one/reviews) — 4.4/5 stars (1968 reviews)
- [Phrase](https://www.g2.com/products/phrase-phrase/reviews) — 4.5/5 stars (1285 reviews)
- [DigitalOcean](https://www.g2.com/products/digitalocean/reviews) — 4.6/5 stars (749 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews)
- [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 reviews)

---
## Top Discussions

### SAS Enterprise Miner

- Title: [What is advanced analytics platform?](https://www.g2.com/discussions/what-is-advanced-analytics-platform) — 1 comment
  > **Top comment:** "Advanced Analytics is the autonomous or semi-autonomous examination of data or content using sophisticated techniques and tools, typically beyond those of..."

### machine-learning in Python

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

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