[ SAS Ent... Reviews ](https://www.g2.com/products/sas-enterprise-miner/reviews) [ SAS Ent... Reviews ](https://www.g2.com/products/sas-enterprise-miner/reviews) # SAS Enterprise Miner Features ##### ## Statistical Tool (3) Scripting Supports a variety of scripting environments Data Mining Mines data from databases and prepares data for analysis Algorithms Applies statistical algorithms to selected data Show More ##### ## Data Analysis (4) Analysis Analyzes both structured and unstructured data Data Interaction Interacts with data to prepare it for visualizations and models Time Series Analysis Series of data points indexed in time order Trend Analysis Review data from past periods to reveal recurring tendencies and predict future performance Show More ##### ## Decision Making (5) Modeling Offers modeling capabilities Data Visualizations Creates data visualizations or graphs Report Generation Generates reports of data performance Data Unification Unifies information on a singular platform Customizable Reports Alter the layout and content of reports Show More ##### ## Model Development (7) Language Support Supports programming languages such as Java, C, or Python. Supports front-end languages such as HTML, CSS, and JavaScript Drag and Drop Offers the ability for developers to drag and drop pieces of code or algorithms when building models Pre-Built Algorithms Provides users with pre-built algorithms for simpler model development Model Training Supplies large data sets for training individual models Database Support Supports common databases such as MySQL and Oracle Multi-Language Manage and support multiple languages Feature Engineering Transforms raw data into features that better represent the underlying problem to the predictive models Show More ##### ## Machine/Deep Learning Services (6) Computer Vision Offers image recognition services Natural Language Processing Offers natural language processing services Natural Language Generation Offers natural language generation services Artificial Neural Networks Offers artificial neural networks for users Natural Language Understanding Offers natural language understanding services Deep Learning Provides deep learning capabilities Show More ##### ## Deployment (3) Managed Service Manages the intelligent application for the user, reducing the need of infrastructure Application Allows users to insert machine learning into operating applications Scalability Provides easily scaled machine learning applications and infrastructure Show More ##### ## Administration (6) Quality Control Data quality consists of deduplication, cleansing, and appending your marketing database. Data Sampling Allows users to select samples of data for defined procedures. Collaboration Share data across your organization. Multiple Data Sources Allows users to manage data from a number of sources Real-Time Data Receive data and information in real time Statistical Process Control Statistical methods to assist with and maintain quality control of processes Show More ##### ## Capabilities (10) Data Visualization Communicate complex information clearly and effectively through advanced graphical techniques. Survival Analysis Supports evaluation of durations, events, and reliability in relation to statistical analysis Risk Data Attributes Identify risk data attributes such as description, category, owner, or hierarchy. Cost Analysis Tools to analyze financial data in order to gain usable insights. Multivariate Analysis Analysis of data sets that contain more than one variable What-if Analysis Provides varying estimates based on different scenarios Statistical Analysis Apply statistical/mathematical models to sets of data Bayesian Analysis A statistical method, based on Bayesian inference, that expresses unknown parameters as probability statements Trend Analysis Review data from past periods to reveal recurring tendencies and predict future performance Regression Analysis Analysis to understand which of the independent variables are related to the dependent variable Show More ##### ## Methodology (3) ANOVA Support Supports analysis of variance (ANOVA) to determine observed variance. Regression Supports various regression methods such as ordinary least squares (OLS), weighted least squares (WLS), or generalized linear model (GLM). Time Series Analysis Supports the analysis of time series data for predictive analytics and exploratory analysis. Show More ##### ## System (2) Data Ingestion & Wrangling Gives user ability to import a variety of data sources for immediate use Real-Time Data Receive data and information in real time Show More ##### ## Generative AI (10) AI Text Generation Allows users to generate text based on a text prompt. AI Text Summarization Condenses long documents or text into a brief summary. Generative AI Use AI to generate content in the form of text, images, videos, etc. AI Text Generation Allows users to generate text based on a text prompt. AI Text Summarization Condenses long documents or text into a brief summary. Generative AI Use AI to generate content in the form of text, images, videos, etc. AI Text Generation Allows users to generate text based on a text prompt. AI Text Summarization Condenses long documents or text into a brief summary. AI Text-to-Image Provides the ability to generate images from a text prompt. Generative AI Use AI to generate content in the form of text, images, videos, etc. Show More ##### ## Agentic AI - Data Science and Machine Learning Platforms (8) Autonomous Task Execution Capability to perform complex tasks without constant human input Multi-step Planning Ability to break down and plan multi-step processes Cross-system Integration Works across multiple software systems or databases Adaptive Learning Improves performance based on feedback and experience Natural Language Interaction Engages in human-like conversation for task delegation Proactive Assistance Anticipates needs and offers suggestions without prompting Decision Making Makes informed choices based on available data and objectives Third-Party Integrations Set up connections to third-party platforms to improve business processes Show More ##### ## Additional Functionality (104) Customizable Reports Alter the layout and content of reports Collaboration Tools Provides a channel for team members to share media files, communicate, and work together Data Extraction Automatically retrieve and pull information from documents, websites, images, data sets, and other sources Semantic Search Data Storage Management Manage and store data in a database Ad hoc Reporting Generate one-off reports that meet information requirements Reporting/Analytics View and track pertinent metrics to find patterns and gain insights from data Predictive Analytics Predict future data based on historical data sets Activity Dashboard Dashboard to view the status of ongoing processes, identify current incidents and track past activities Access Controls/Permissions Define levels of authorization for access to specific files or systems Visual Analytics Interact with data visualization elements, such as charts and graphs, to drill down into data Data Mapping Track the management and flow of data throughout the organization Data Synchronization Synchronizing data between two or more devices/systems and automatically updating changes to maintain consistency Statistical Analysis Apply statistical/mathematical models to sets of data Categorization/Grouping Organize and group data or items based on various criteria Trend Analysis Review data from past periods to reveal recurring tendencies and predict future performance Data Profiling Examines, analyzes, and organizes data to create relevant summaries or graphs. Linked Data Management Data Visualization Graphical representation of data API Application programming interface that allows for integration with other systems/databases Multiple Data Sources Allows users to manage data from a number of sources Sentiment Analysis Categorize emotions expressed in written text or images and identify if they are positive, negative or neutral Search/Filter Search and filter data across systems to locate required information by entering keywords or certain criteria Data Import/Export Import and export data to and from software applications Data Capture and Transfer Import, collect, and capture data from multiple sources AI Copilot A virtual assistant that uses AI to pursue goals and complete tasks on behalf of users Monitoring Observe and track the demand, usage, progress or quality of a system, product, or user Data Connectors Connect to big data sources Ad hoc Analysis Text Mining Transforming unstructured text into a structured format to identify meaningful patterns and new insights Reporting & Statistics Collection, analysis, and representation of numerical data and generation of reports to understand various patterns Predictive Modeling Analyzing historical and current data and generating a model to help predict future outcomes. Real-Time Analytics Analyze and gain insights into data in real-time Configurable Workflow Configure existing workflows to meet your organization's needs Tagging Attach digital tags to documents and assets for identification, search, or monitoring purposes Endpoint Management Track status, assign actions, and control access to systems for devices within the organization No-Code Drag and drop/visual interfaces that allow non-tech users to build without writing code Data Preparation Transforming raw data to run it through machine learning algorithms to uncover insights or make predictions. Auditing Examine established processes and records to ensure accuracy, compliance, and policy adherence Big Data Analytics Examine large amounts of data to uncover hidden patterns, correlations, and other insights ML Algorithm Library Share, track, and store machine learning models and data. Data Management Ability to handle large datasets Activity Tracking Track and document all activities across devices, networks, and other systems Data Security Protect sensitive data for digital privacy Workflow Management Create, design and manage workflows for repetitive tasks Compliance Tracking Track and report regulatory data to either internal management or external stakeholders Real-Time Reporting Active reporting of data and metrics Statistical Simulation Assess the performance of a method by picking a random sample from a normal distribution Forecasting Form predictions based on past and present data/trends Neural Network Modeling A classification and/or predictive modeling technique used for data analysis Visual Analytics Interact with data visualization elements, such as charts and graphs, to drill down into data Access Controls/Permissions Define levels of authorization for access to specific files or systems Data Connectors Connect to big data sources Customizable Reports Alter the layout and content of reports Drag & Drop Assemble applications and processes by dragging over and arranging pre-built components Self Service Data Preparation Access, combine, transform, and store data without the help of an IT department Performance Metrics A set of indicators that tracks the performance of networks, applications, systems, teams, etc. Data Transformation Translate EDI formats into data suitable for use with company applications. Activity Dashboard Dashboard to view the status of ongoing processes, identify current incidents and track past activities Data Extraction Automatically retrieve and pull information from documents, websites, images, data sets, and other sources Reporting/Analytics View and track pertinent metrics to find patterns and gain insights from data Predictive Analytics Predict future data based on historical data sets API Application programming interface that allows for integration with other systems/databases AI Copilot A virtual assistant that uses AI to pursue goals and complete tasks on behalf of users Association Discovery Machine learning method, based on rules, to find interesting relationships between variables in large databases Ad hoc Reporting Generate one-off reports that meet information requirements Reporting & Statistics Collection, analysis, and representation of numerical data and generation of reports to understand various patterns Third-Party Integrations Set up connections to third-party platforms to improve business processes Customization Create labels for products that contain required information such as colors, sizes, dates, etc. Search/Filter Search and filter data across systems to locate required information by entering keywords or certain criteria Monitoring Observe and track the demand, usage, progress or quality of a system, product, or user Data Clustering Clustering or grouping objects based on data similarities Data Import/Export Import and export data to and from software applications SSL Security Security protocol that ensures secure, encrypted communication over the internet, safeguarding sensitive data from unauthorized access File Storage Store and access documents, forms, and photos in one centralized place Decision Tree Support tool that enables users to progress through a series of steps to solve a problem Multiple Scoring Models Create multiple models or equations for generating scores Demand Forecasting Forecast customer demand using historical insights and simulations AI/Machine Learning Software program that continuously adjusts its behavior based on observed data Drag & Drop Assemble applications and processes by dragging over and arranging pre-built components For Healthcare Software designed for the healthcare industry Forecasting Form predictions based on past and present data/trends Data Extraction Automatically retrieve and pull information from documents, websites, images, data sets, and other sources Third-Party Integrations Set up connections to third-party platforms to improve business processes Decision Support Tools that provide relevant information at specific times to support judgments and courses of action Modeling & Simulation Using physical, mathematical, or logical models as a basis for simulations to generate data for managerial or technical decision-making Alerts/Notifications Alerts or notifications of various types such as pop-up messages, sounds, banners, or badges Reporting/Analytics View and track pertinent metrics to find patterns and gain insights from data Multiple Data Sources Allows users to manage data from a number of sources For Retail For Retail Stores For Education Used for educational purposes Data Discovery Discover and connect variety of data sources to the application for analysis Graphical Workflow Editor Create, design and modify the flow and processes of tasks in a project Performance Metrics A set of indicators that tracks the performance of networks, applications, systems, teams, etc. Business Rules Management Define and maintain business rules that determine workflow capabilities and criteria AI Copilot A virtual assistant that uses AI to pursue goals and complete tasks on behalf of users Natural Language Processing Process and analyze human language in text or audio form Data Transformation Translate EDI formats into data suitable for use with company applications. Data Clustering Clustering or grouping objects based on data similarities API Application programming interface that allows for integration with other systems/databases Data Blending Merge data from multiple sources to a single data set Data Classification Grouping log entries based on similar attributes. 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