# Posit, XLSTAT vs Altair AI Studio Comparison | | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **Star Rating** | 4.5 out of 5 | 4.7 out of 5 | 4.6 out of 5 | | **Total Reviews** | 570 | 50 | 516 | | **Largest Market Segment** | Enterprise (48.5% of reviews) | Small-Business (53.3% of reviews) | Small-Business (42.4% of reviews) | | **Entry Level Price** | No pricing available | $295.00 1 user Per Year | No pricing available | --- ## Top Pros & Cons ### Posit Pros: - Ease of Use (13 reviews) - Features (9 reviews) Cons: - Slow Performance (7 reviews) - Learning Curve (4 reviews) ### XLSTAT Pros: - Ease of Use (4 reviews) - Graphical Visualization (2 reviews) Cons: - Expensive (3 reviews) - Expensive Subscriptions (1 reviews) ### Altair AI Studio Pros: - Ease of Use (9 reviews) - Machine Learning (8 reviews) Cons: - Complexity (4 reviews) - Large Dataset Handling (3 reviews) --- ## Ratings Comparison | Rating | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **Meets Requirements** | 9.1 (501 reviews) | 8.8 (33 reviews) | 8.6 (426 reviews) | | **Ease of Use** | 8.4 (501 reviews) | 9.2 (33 reviews) | 8.8 (425 reviews) | | **Ease of Setup** | 8.8 (111 reviews) | 9.1 (11 reviews) | 9.0 (128 reviews) | | **Ease of Admin** | 8.3 (92 reviews) | 9.0 (5 reviews) | 8.4 (104 reviews) | | **Quality of Support** | 8.1 (407 reviews) | 8.7 (28 reviews) | 8.5 (354 reviews) | | **Has the product been a good partner in doing business?** | 8.6 (83 reviews) | Not enough data | 8.9 (93 reviews) | | **Product Direction (% positive)** | 8.5 (493 reviews) | 9.3 (33 reviews) | 8.8 (412 reviews) | --- ## Pricing ### Posit #### Entry-Level Pricing No pricing available #### Free Trial Yes ### XLSTAT #### Entry-Level Pricing Plan: BASIC Price: $295.00 1 user Per Year Description: Explore, visualize and model your data in one interface. Key Features: - Descriptive Statistics - Hypothesis Tests - Data Visualization [Browse all 4 editions](https://www.g2.com/products/xlstat/pricing) #### Free Trial Yes ### Altair AI Studio #### Entry-Level Pricing No pricing available #### Free Trial Yes --- ## Features Comparison By Category ### Analytics Platforms | Product | Score | Reviews | |---|---|---| | **Posit** | N/A | N/A | | **XLSTAT** | N/A | N/A | | **Altair AI Studio** | N/A | N/A | #### Reports | Feature | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **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 | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **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 | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **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 | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **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 | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **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 | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **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 | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **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 | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **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 | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **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 | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **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 | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **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 | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **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 | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **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 | |---|---|---| | **Posit** | 9.0/10 | 95 | | **XLSTAT** | 8.3/10 | 22 | | **Altair AI Studio** | N/A | N/A | #### Administration | Feature | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **Quality Control** | 8.7 (77 reviews) | 8.8 (12 reviews) | Not enough data | | **Data Sampling** | 9.2 (82 reviews) | 8.9 (16 reviews) | Not enough data | | **Collaboration** | 8.3 (79 reviews) | 7.7 (11 reviews) | Not enough data | #### Capabilities | Feature | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **Data Visualization** | 9.0 (89 reviews) | 8.5 (19 reviews) | Not enough data | | **Survival Analysis** | 8.9 (67 reviews) | 7.4 (12 reviews) | Not enough data | | **Risk Data Attributes** | 8.9 (55 reviews) | 7.3 (10 reviews) | Not enough data | | **Cost Analysis** | 8.8 (59 reviews) | 7.3 (10 reviews) | Not enough data | #### Methodology | Feature | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **ANOVA Support** | 9.1 (77 reviews) | 9.2 (18 reviews) | Not enough data | | **Regression** | 9.5 (86 reviews) | 9.1 (19 reviews) | Not enough data | | **Time Series Analysis** | 9.3 (82 reviews) | 9.0 (15 reviews) | Not enough data | #### Generative AI | Feature | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **AI Text Generation** | Not enough data | Not enough data | Not enough data | | **AI Text Summarization** | Not enough data | Not enough data | Not enough data | ### Data Science and Machine Learning Platforms | Product | Score | Reviews | |---|---|---| | **Posit** | 8.6/10 | 32 | | **XLSTAT** | N/A | N/A | | **Altair AI Studio** | 7.9/10 | 74 | #### System | Feature | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **Data Ingestion & Wrangling** | 9.1 (25 reviews) | Not enough data | 8.5 (52 reviews) | #### Model Development | Feature | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **Language Support** | 8.8 (20 reviews) | Not enough data | 7.5 (35 reviews) | | **Drag and Drop** | 7.8 (21 reviews) | Not enough data | 9.1 (58 reviews) | | **Pre-Built Algorithms** | 8.3 (22 reviews) | Not enough data | 8.5 (54 reviews) | | **Model Training** | 9.0 (21 reviews) | Not enough data | 8.4 (52 reviews) | #### Model Development | Feature | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **Feature Engineering** | 9.0 (21 reviews) | Not enough data | 8.4 (47 reviews) | #### Machine/Deep Learning Services | Feature | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **Computer Vision** | 8.6 (15 reviews) | Not enough data | 7.7 (30 reviews) | | **Natural Language Processing** | 8.5 (14 reviews) | Not enough data | 7.9 (35 reviews) | | **Natural Language Generation** | 8.7 (13 reviews) | Not enough data | 7.5 (23 reviews) | | **Artificial Neural Networks** | 7.6 (17 reviews) | Not enough data | 8.4 (39 reviews) | #### Machine/Deep Learning Services | Feature | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **Natural Language Understanding** | 8.6 (17 reviews) | Not enough data | 7.6 (32 reviews) | | **Deep Learning** | 9.1 (18 reviews) | Not enough data | 8.3 (35 reviews) | #### Deployment | Feature | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **Managed Service** | 8.5 (20 reviews) | Not enough data | 8.0 (38 reviews) | | **Application** | 8.9 (19 reviews) | Not enough data | 8.3 (37 reviews) | | **Scalability** | 8.8 (20 reviews) | Not enough data | 8.5 (34 reviews) | #### Generative AI | Feature | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **AI Text Generation** | Not enough data | Not enough data | 6.7 (6 reviews) | | **AI Text Summarization** | Not enough data | Not enough data | 6.7 (6 reviews) | | **AI Text-to-Image** | Not enough data | Not enough data | 6.4 (6 reviews) | #### Agentic AI - Data Science and Machine Learning Platforms | Feature | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **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 | |---|---|---| | **Posit** | N/A | N/A | | **XLSTAT** | N/A | N/A | | **Altair AI Studio** | 7.7/10 | 5 | #### Setup | Feature | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **Integration** | Not enough data | Not enough data | 8.0 (5 reviews) | | **Maintenance** | Not enough data | Not enough data | 7.7 (5 reviews) | | **No-Code** | Not enough data | Not enough data | 8.3 (5 reviews) | #### Data | Feature | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **Security** | Not enough data | Not enough data | 8.0 (5 reviews) | | **Data Visualization** | Not enough data | Not enough data | 8.3 (5 reviews) | #### Analysis | Feature | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **Automation** | Not enough data | Not enough data | 8.3 (5 reviews) | | **Named entity recognition** | Not enough data | Not enough data | 7.3 (5 reviews) | | **Keyphrase Extraction** | Not enough data | Not enough data | 7.3 (5 reviews) | | **Topic Analysis** | Not enough data | Not enough data | 7.0 (5 reviews) | | **Sentiment Analysis** | Not enough data | Not enough data | 7.0 (5 reviews) | | **Language Identification** | Not enough data | Not enough data | 7.0 (5 reviews) | | **Syntax/Part of Speech Parsing** | Not enough data | Not enough data | 6.0 (5 reviews) | #### Customization | Feature | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **Pre-Built Parameterization** | Not enough data | Not enough data | 8.3 (5 reviews) | | **Custom Extension** | Not enough data | Not enough data | 8.7 (5 reviews) | | **Compositionality** | Not enough data | Not enough data | 8.0 (5 reviews) | #### Generative AI | Feature | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **AI Text Generation** | Not enough data | Not enough data | Feature Not Available | | **AI Text Summarization** | Not enough data | Not enough data | Feature Not Available | ### Generative AI Infrastructure | Product | Score | Reviews | |---|---|---| | **Posit** | N/A | N/A | | **XLSTAT** | N/A | N/A | | **Altair AI Studio** | N/A | N/A | #### Scalability and Performance - Generative AI Infrastructure | Feature | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **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 | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **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 | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **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 | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **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 | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **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 | |---|---|---| | **Posit** | N/A | N/A | | **XLSTAT** | N/A | N/A | | **Altair AI Studio** | N/A | N/A | #### Data Ingestion & Preparation - Low-Code Machine Learning Platforms | Feature | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **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 | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **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 | |---|---|---| | **Posit** | N/A | N/A | | **XLSTAT** | N/A | N/A | | **Altair AI Studio** | 8.2/10 | 320 | #### Statistical Tool | Feature | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **Scripting** | Not enough data | Not enough data | 7.9 (176 reviews) | | **Data Mining** | Not enough data | Not enough data | 8.9 (249 reviews) | | **Algorithms** | Not enough data | Not enough data | 8.6 (266 reviews) | #### Data Analysis | Feature | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **Analysis** | Not enough data | Not enough data | 8.8 (284 reviews) | | **Data Interaction** | Not enough data | Not enough data | 8.6 (269 reviews) | #### Decision Making | Feature | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **Modeling** | Not enough data | Not enough data | 8.9 (275 reviews) | | **Data Visualizations** | Not enough data | Not enough data | 8.0 (251 reviews) | | **Report Generation** | Not enough data | Not enough data | 7.9 (254 reviews) | | **Data Unification** | Not enough data | Not enough data | 8.2 (226 reviews) | #### Generative AI | Feature | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **AI Text Generation** | Not enough data | Not enough data | 7.2 (6 reviews) | | **AI Text Summarization** | Not enough data | Not enough data | 6.9 (6 reviews) | ### Big Data Processing and Distribution | Product | Score | Reviews | |---|---|---| | **Posit** | 8.5/10 | 11 | | **XLSTAT** | N/A | N/A | | **Altair AI Studio** | N/A | N/A | #### Database | Feature | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **Real-Time Data Collection** | 9.0 (8 reviews) | Not enough data | Not enough data | | **Data Distribution** | 9.0 (7 reviews) | Not enough data | Not enough data | | **Data Lake** | 8.6 (7 reviews) | Not enough data | Not enough data | #### Integrations | Feature | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **Hadoop Integration** | 8.3 (5 reviews) | Not enough data | Not enough data | | **Spark Integration** | 8.3 (6 reviews) | Not enough data | Not enough data | #### Platform | Feature | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **Machine Scaling** | 7.9 (8 reviews) | Not enough data | Not enough data | | **Data Preparation** | 8.7 (10 reviews) | Not enough data | Not enough data | | **Spark Integration** | 8.3 (6 reviews) | Not enough data | Not enough data | #### Processing | Feature | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **Cloud Processing** | 8.3 (5 reviews) | Not enough data | Not enough data | | **Workload Processing** | 8.1 (8 reviews) | Not enough data | Not enough data | ### Big Data | Product | Score | Reviews | |---|---|---| | **Posit** | N/A | N/A | | **XLSTAT** | N/A | N/A | | **Altair AI Studio** | N/A | N/A | #### Building Reports | Feature | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **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 | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **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 Posit (3):** [Statistical Analysis Software](https://www.g2.com/categories/statistical-analysis), [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms) **Unique to XLSTAT (1):** [Statistical Analysis Software](https://www.g2.com/categories/statistical-analysis) **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) --- ## Reviewer Demographics ### By Company Size | Segment | Posit | XLSTAT | Altair AI Studio | |---|---|---|---| | **Small-Business** | 24.9% | 53.3% | 42.4% | | **Mid-Market** | 26.7% | 15.6% | 28.9% | | **Enterprise** | 48.5% | 31.1% | 28.7% | ### By Industry #### Posit - **Higher Education:** 19.3% - **Information Technology and Services:** 12.5% - **Research:** 11.1% - **Computer Software:** 8.6% - **Education Management:** 5.5% - **Hospital & Health Care:** 4.5% - **Financial Services:** 4.3% - **Telecommunications:** 2.1% - **Biotechnology:** 1.8% - **Banking:** 1.8% - **Other:** 28.4% #### XLSTAT - **Research:** 24.4% - **Higher Education:** 17.8% - **Food & Beverages:** 8.9% - **Biotechnology:** 6.7% - **Market Research:** 6.7% - **Environmental Services:** 6.7% - **Medical Devices:** 4.4% - **Banking:** 2.2% - **Consumer Goods:** 2.2% - **Consumer Services:** 2.2% - **Other:** 17.8% #### 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% --- ## Alternatives ### Alternatives to Posit - [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 reviews) - [KNIME](https://www.g2.com/products/knime-analytics-platform/reviews) — 4.4/5 stars (83 reviews) - [IBM SPSS Statistics](https://www.g2.com/products/ibm-spss-statistics/reviews) — 4.2/5 stars (927 reviews) - [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (679 reviews) - [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) - [Stata](https://www.g2.com/products/stata/reviews) — 4.3/5 stars (166 reviews) - [MATLAB](https://www.g2.com/products/matlab/reviews) — 4.5/5 stars (770 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) ### Alternatives to XLSTAT - [IBM SPSS Statistics](https://www.g2.com/products/ibm-spss-statistics/reviews) — 4.2/5 stars (927 reviews) - [Minitab Statistical Software](https://www.g2.com/products/minitab-statistical-software/reviews) — 4.6/5 stars (225 reviews) - [Qualtrics Strategy & Research](https://www.g2.com/products/qualtrics-strategy-research/reviews) — 4.4/5 stars (3014 reviews) - [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (797 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) - [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) - [SAS Enterprise Miner](https://www.g2.com/products/sas-enterprise-miner/reviews) — 4.2/5 stars (193 reviews) - [eviews](https://www.g2.com/products/eviews/reviews) — 4.2/5 stars (124 reviews) ### 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) - [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3646 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 (654 reviews) - [IBM SPSS Statistics](https://www.g2.com/products/ibm-spss-statistics/reviews) — 4.2/5 stars (927 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) --- ## Top Discussions ### Posit - Title: [Can we save our process if we don't save a project?](https://www.g2.com/discussions/32624-can-we-save-our-process-if-we-don-t-save-a-project) — 2 comments, 1 upvote > **Top comment:** "There are many ways to save results as an R script runs, take a look at the R saveRDS function as one example. For questions like this about R a great..." - Title: [Which software is used for R programming?](https://www.g2.com/discussions/which-software-is-used-for-r-programming) — 1 comment > **Top comment:** "RStudio is the most popular IDE for running R programs and has a free license. The official R software environment is an open-source free software..." - Title: [What is the best way to run R code within a VBA routine?](https://www.g2.com/discussions/what-is-the-best-way-to-run-r-code-within-a-vba-routine) — 1 comment, 1 upvote > **Top comment:** "I ran into same kind of problems. Then I discovered PowerBI. With PowerBI, and the help of PowerQuery, I'm getting rid of all VbA engines to process..." ### XLSTAT - Title: [What is the use of XLSTAT?](https://www.g2.com/discussions/what-is-the-use-of-xlstat) — 1 comment > **Top comment:** "Xlstat has a wide range of statistical applications. For instance, it can be used for time series analysis, including trend detection, change point..." - Title: [What is XLSTAT and two of its features?](https://www.g2.com/discussions/what-is-xlstat-and-two-of-its-features) — 1 comment > **Top comment:** "Comment deleted by user." - Title: [I see that XLSTAT offer association tools. I wonder if they can be applied to genetic association studies (?)](https://www.g2.com/discussions/36494-i-see-that-xlstat-offer-association-tools-i-wonder-if-they-can-be-applied-to-genetic-association-studies) — 1 comment, 1 upvote *(includes official response)* > **Top comment:** "Hi Luqman. XLSTAT Association rules function is mainly used in marketing to investigate associations between products in consumer baskets. " - Title: [Can we use the XLSTAT for big data analysis?](https://www.g2.com/discussions/36486-can-we-use-the-xlstat-for-big-data-analysis) — 1 comment, 1 upvote *(includes official response)* > **Top comment:** "Hi Amit. It is not possible to connect XLSTAT with Apache Spark for the time being. " - Title: [How do I buy XLStat from Indonesia](https://www.g2.com/discussions/34806-how-do-i-buy-xlstat-from-indonesia) — 1 comment, 1 upvote *(includes official response)* > **Top comment:** "Dear Thalia Titan, You can purchase XLSTAT on our website: https://www.xlstat.com/en/order/xlstat If you need any help with your purchase, please don’t..." ### 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..." --- **Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/posit-posit-vs-xlstat-vs-rapidminer-studio)