Predictive analytics software mines and analyzes historical data patterns to predict future outcomes by extracting information from data sets to determine patterns and trends. Using a range of statistical analysis and algorithms, analysts use predictive analytics products to build decision models, which business managers can use to plan for the best possible outcome. Analysts, business users, data scientists, and developers all use predictive analytics software to better understand customers, products, and partners and to identify potential risks and opportunities for a company.
Predictive analytics programs enable organizations to use big data (both stored and real-time) to move from a historical view to a forward-looking perspective of the customer. These tools can be deployed both on premise (usually for enterprise users) and in the cloud. While the majority of predictive analytics software is proprietary, versions that are based on open-source technology do exist. Recent trends in predictive analytics software show its integration with business intelligence platforms, ERP systems, or other digital analytics software.
To qualify for inclusion in the Predictive Analytics category, a product must:
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Together with IBM Watson Machine Learning, IBM Watson Studio is a leading data science and machine learning platform built from the ground up for an AI-powered business. It helps enterprises simplify the process of experimentation to deployment, speed data exploration and model development and training, and scale data science operations across the lifecycle. IBM Watson Studio empowers organizations to tap into data assets and inject predictions into business processes and modern applications and then optimize business value with visual data science and decision optimization. It's suited for hybrid multicloud environments that demand mission-critical performance, security and governance — in public clouds, in private clouds, on-premises and on the desktop, including IBM Cloud Private for Data.
Amazon Machine Learning is a service that makes it easy for developers of all skill levels to use machine learning technology. It provides visualization tools and wizards that guide you through the process of creating machine learning models without having to learn complex ML algorithms and technology.
The IBM SPSS Modeler is a leading, visual data science and machine learning solution. It helps enterprises accelerate time to value and desired outcome by speeding the operational tasks for data scientists. Leading organizations worldwide rely on IBM for data discovery, predictive analytics, model management and deployment, and machine learning to monetize data assets. The IBM SPSS Modeler empowers organizations to tap data assets and modern applications with complete, out-of-box algorithms and models, suited for hybrid, multi-cloud environments with robust governance and security posture. • Take advantage of open source based innovation including R or Python • Empower data scientists of all skills – programmatic and visual • Exploit multi-cloud approach - on-prem, public or private clouds • Start small and scale to enterprise-wide, governed approach
Reimagine your business processes for the digital economy by using predictive insights to optimize your resources and improve margins across your entire enterprise. Uncover trends and patterns from Big Data, the Internet of Things, and your existing data sources with SAP’s powerful predictive analytics software.
There's a reason Information Builders received a perfect Recommend score in Dresner Advisory Group's 2018 Wisdom of Crowds BI Market Study. It's the same reason Information Builders achieves almost double the average adoption rates for full BI and analytics platforms in the industry. It's called WebFOCUS, the business intelligence and analytics platform where usability meets scalability. WebFOCUS is a business intelligence (BI) and analytics platform that boasts an elegant, fully responsive user interface and intuitive workflow. Unlike many analytics tools, which create silos and cannot scale, the New WebFOCUS empowers everyone inside and outside the organization with unlimited intelligence. * Business users need complete self-service analytics capabilities that help them create, use, and share analytical content * Data scientists and other experts need sophisticated predictive, AI and statistical capabilities that enables them to build models that can be used standalone or in scoring applications * Non-technical users need InfoApps™ for rich, interactive content that doesn't require training or tools – including analytics right inside the documents you send to them * Developers need the tools to create large-scale enterprise analytical applications for users inside and outside the firewall WebFOCUS is uniquely positioned to fulfill all the needs of a modern enterprise, through its ability to combine a broad range of governed BI and analytics with agile insights created by business users, all in one place, securely, at scale, and in the cloud or on premises.
Board is the #1 decision-making platform. Founded in 1994 and Headquartered in Chiasso, Switzerland, and Boston, MA, Board International has enabled more than 3000 companies worldwide to effectively deploy Business Intelligence, Corporate Performance Management and Predictive Analytics applications on a single platform. The Board platform allows companies to achieve a single, accurate and complete view of business information and a full control of performance across the entire organization. Thanks Board, global enterprises, such as H&M, KPMG, DHL, Mitsubishi, NEC, Puma, Siemens, Toyota, have deployed end-to end decision-making applications in a fraction of the time and cost associated with traditional solutions.
SAP Analytics Cloud is a powerful data visualization tool that helps businesses of all sizes do more with data. By transforming static spreadsheets into actionable insights, you can make better fact-based decisions, uncover hidden trends and improve your business performance quickly. SAP Analytics Cloud combines all analytics capabilities -- including business intelligence, planning and predictive analytics -- in a single cloud-based solution.
Altair Knowledge Studio is an advanced predictive analytics and machine learning solution designed for data scientists and citizen data scientists alike. An easy-to-use user interface with pre-built workflows and requires no coding to allow insight to be found quickly in your data. It drives collaboration between data stewards, analysts and data scientists through comprehensive discussions and ratings systems.
H2O is a fully open source, distributed in-memory machine learning platform with linear scalability. H2O’s supports the most widely used statistical & machine learning algorithms including gradient boosted machines, generalized linear models, deep learning and more. H2O also has an industry leading AutoML functionality that automatically runs through all the algorithms and their hyperparameters to produce a leaderboard of the best models. The H2O platform is used by over 14,000 organizations globally and is extremely popular in both the R & Python communities.
Alteryx, Inc. is a leader in self-service data analytics. Alteryx Analytics provides analysts with the unique ability to easily prep, blend, and analyze all of their data using a repeatable workflow, then deploy and share analytics at scale for deeper insights in hours, not weeks. Analysts love the Alteryx Analytics platform because they can connect to and cleanse data from data warehouses, cloud applications, spreadsheets, and other sources, easily join this data together, then perform analytics – predictive, statistical, and spatial – using the same intuitive user interface, without writing any code. Thousands of companies and data analysts worldwide rely on Alteryx daily.
Altair Knowledge Seeker is a predictive analytics and data science platform that designed for data science teams and business analysts to empower better decisions based on insight found using trusted data and predictive analytic models. Its easy to use user interface with pre-built workflows allows data science teams with limited experience to to use fundamental statistical forecasting algorithms to predict outcomes with precision, efficiency and agility. Unique in its universality and efficiency, Knowledge Seeker’s fundamental data mining and predictive analytics capabilities such as data preparation, profiling, visualization, Decision Tree analysis, strategy design and deployment, will take you through an analytics journey that will answer questions such as “What is likely to happen” and “What should I do?”
Dataiku is the centralized data platform that moves businesses along their data journey from analytics at scale to enterprise AI. By providing a common ground for data experts and explorers, a repository of best practices, shortcuts to machine learning and AI deployment/management, and a centralized, controlled environment, Dataiku is the catalyst for data-powered companies. Customers across retail, e-commerce, health care, finance, transportation, the public sector, manufacturing, pharmaceuticals, and more use Dataiku to power self-service analytics while also ensuring the operationalization of machine learning models in production. By removing roadblocks, Dataiku ensures more opportunity for business-impacting models and creative solutions, allowing teams to work faster and smarter.
SAS Visual Data Mining and Machine Learning supports the end-to-end data mining and machine-learning process with a comprehensive, visual (and programming) interface that handles all tasks in the analytical life cycle. It suits a variety of users and there is no application switching. From data management to model development and deployment, everyone works in the same, integrated environment.
Accelerate ROI from your data science initiatives with a collaborative analytic workflow builder that lets you transform data into insight within Hadoop and other big data environments. Unlock your data's hidden potential and increase the value of your big data infrastructure.
DataScience.com provides an enterprise data science platform that combines the tools, libraries, and languages data scientists love with the infrastructure and workflows their organizations need. The DataScience.com Platform maximizes the way data scientists like to work, so they can solve the right problems, create better analyses, amplify their results, and put more work into production — all from one place.
Ereuna provides clients access to a suite of always on, always ready, bespoke robot-advisors that do not suffer from fatigue or the same types of emotional or cognitive difficulties their employees experience. Intelligence augmentation systems that can understand exactly what you mean, can learn what you need or want and can give you back the answer immediately.
The Evolution Platform is a comprehensive data intelligence system fueled by big data and advanced analytics that are rooted in neuroscience. The system runs on an innovative cloud-based technology platform that collects, processes and analyzes millions of data points every day to organize, score and catalog information business executives need to make confident business decisions.