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68-526: [REDACTED] Look up CAS in Wiktionary, the free dictionary. CAS may refer to: Organisations [ edit ] California Academy of Sciences , a major natural history museum and center for scientific research Career Academies of Seminole, a program run by Pinellas County Schools in Florida Casablanca American School ,

136-656: A Hong Kong Civil Aid agency Cinema Audio Society , an association of sound professionals in the motion picture and television industry Council for the Advancement of Standards in Higher Education , a consortium of professional student development organizations in higher education Connecticut Association of Schools , the governing body for secondary school athletics and other competitions in Connecticut , US Czech Academy of Sciences , formerly Academy of Sciences of

204-682: A coed private prep school in Casablanca , Morocco Casualty Actuarial Society , a professional society of actuaries in the United States Centre for Astrophysics and Supercomputing , a research center at Swinburne University in Australia Chemical Abstracts Service , a division of the American Chemical Society which produces bibliographic and chemistry databases Chinese Academy of Sciences ,

272-564: A private charity in New York City Children's Aid Society (Ontario) , a Canadian government organization Christchurch Adventist School , a Seventh-day Adventist school in New Zealand Civil Aid Service , a Hong Kong Civil Aid agency Cinema Audio Society , an association of sound professionals in the motion picture and television industry Council for the Advancement of Standards in Higher Education ,

340-462: A wholly owned subsidiary of SAS Institute, having previously been a business unit of the company. SAS 6 was used throughout the 1990s and was available on a wider range of operating systems, including Macintosh , OS/2 , Silicon Graphics , and PRIMOS . SAS introduced new features through dot-releases. From 6.06 to 6.09, a user interface based on the Windows paradigm was introduced and support for SQL

408-813: A chemical compound Coronary artery spasm (CAS) Carotid artery stenting , endovascular surgery of the carotid artery Cassiopeia (constellation) (Cas), standard astronomical abbreviation Cells Alive System Chemical Abstracts Service , a division of the American Chemical Society which produces bibliographic and chemistry databases CAS Registry Number , unique numerical identifiers for chemical substances Cognitive Assessment System , an academic assessment test given to children Complex adaptive system , special cases of complex systems Computer Aided Surgery (journal) Computer-assisted surgery , use computer technology in surgery Critical animal studies , an interdisciplinary field in

476-535: A company that provides security services to the aviation industry Crew-alerting system , the cockpit computer that issues system warnings to pilots Casablanca–Anfa Airport (IATA code) Transport [ edit ] Castleton railway station , Manchester, England (National Rail station code) Chicago, Attica and Southern Railroad , a former line in the American states of Indiana and Illinois Other uses [ edit ] Certificate of Advanced Study ,

544-484: A company that provides security services to the aviation industry Crew-alerting system , the cockpit computer that issues system warnings to pilots Casablanca–Anfa Airport (IATA code) Transport [ edit ] Castleton railway station , Manchester, England (National Rail station code) Chicago, Attica and Southern Railroad , a former line in the American states of Indiana and Illinois Other uses [ edit ] Certificate of Advanced Study ,

612-496: A complete macro language, array subscripts, and a full-screen interactive user interface called Display Manager. In 1985, SAS was rewritten in the C programming language . This enabled the SAS' MultiVendor Architecture which allows the software to run on UNIX , MS-DOS , and Windows . It was previously written in PL/I , Fortran , and assembly language . In the 1980s and 1990s, SAS released

680-513: A consortium of professional student development organizations in higher education Connecticut Association of Schools , the governing body for secondary school athletics and other competitions in Connecticut , US Czech Academy of Sciences , formerly Academy of Sciences of the Czech Republic Český atletický svaz , Czech Athletics Federation Computing [ edit ] CAS latency (column address strobe or column address select),

748-595: A descriptor and a value. PROC statements call upon named procedures. Procedures perform analysis and reporting on data sets to produce statistics, analyses, and graphics. There are more than 300 named procedures and each one performs a substantial body of statistical work. PROC statements can also display results, sort data or perform other operations. SAS macros are pieces of code or variables that are coded once and referenced to perform repetitive tasks. SAS data can be published in HTML, PDF, Excel, RTF and other formats using

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816-488: A division of the American Chemical Society which produces bibliographic and chemistry databases CAS Registry Number , unique numerical identifiers for chemical substances Cognitive Assessment System , an academic assessment test given to children Complex adaptive system , special cases of complex systems Computer Aided Surgery (journal) Computer-assisted surgery , use computer technology in surgery Critical animal studies , an interdisciplinary field in

884-591: A further architectural revamp in Viya 4 containerized the software. SAS sells Viya alongside SAS 9.4, and has not positioned it as a replacement for SAS 9.4. In 2023, two new software as a service (SaaS) modules for SAS Viya were released as a private preview: Workbench, for use in creating AI models, and App Factory, for use in creating AI applications. Both modules support multiple programming languages and are expected to become generally available in 2024. SAS Viya also became available on Microsoft Azure Marketplace under

952-506: A latency in reading computer memory Central Authentication Service , a single sign-on protocol Cloud Analytic Services, a server that provides the cloud-based, run-time environment for data management and analytics with SAS (software) Code Access Security in the Microsoft .NET framework Compare-and-swap , a special CPU instruction, an atomic instruction used in multithreading to achieve synchronization Computer algebra system ,

1020-538: A method for slaughtering animals Creativity, activity, service , the community service aspect of the International Baccalaureate Diploma Programme See also [ edit ] All pages with titles beginning with CAS All pages with titles containing CAS Cas (disambiguation) CASE (disambiguation) Topics referred to by the same term [REDACTED] This disambiguation page lists articles associated with

1088-446: A method for slaughtering animals Creativity, activity, service , the community service aspect of the International Baccalaureate Diploma Programme See also [ edit ] All pages with titles beginning with CAS All pages with titles containing CAS Cas (disambiguation) CASE (disambiguation) Topics referred to by the same term [REDACTED] This disambiguation page lists articles associated with

1156-405: A military tactic whereby aircraft are utilized to support friendly forces Combat armor suit , a specialized suit that provides powered armor Cost Accounting Standards , accounting requirements for larger defense and government contractors (United States) Aerospace [ edit ] Calibrated airspeed , the airspeed shown by an airspeed indicator Covenant Aviation Security , LLC,

1224-405: A military tactic whereby aircraft are utilized to support friendly forces Combat armor suit , a specialized suit that provides powered armor Cost Accounting Standards , accounting requirements for larger defense and government contractors (United States) Aerospace [ edit ] Calibrated airspeed , the airspeed shown by an airspeed indicator Covenant Aviation Security , LLC,

1292-411: A model that can track the health and migratory patterns of species such as sea turtles and hammerhead sharks , as well as the health of the phytoplankton population. SAS' risk management and fraud prevention software are widely used by governmental organizations and private enterprises. The company's fraud detection and prevention software is used by the tax agencies of various countries, including

1360-604: A number of components to complement Base SAS. SAS/GRAPH, which produces graphics, was released in 1980, as well as the SAS/ETS component, which supports econometric and time series analysis. A component intended for pharmaceutical users, SAS/PH-Clinical, was released in the 1990s. The Food and Drug Administration standardized on using SAS/PH-Clinical for new drug applications in 2002. Vertical products like SAS Financial Management and SAS Human Capital Management (then called CFO Vision and HR Vision respectively) were also introduced. JMP

1428-473: A pay-as-you-use model in 2023. In 2023, the company introduced SAS Health, a common health data model built on the SAS Viya platform. According to IDC, SAS is the largest market-share holder in "advanced analytics" with 35.4 percent of the market as of 2013. It is the fifth largest market-share holder for business intelligence (BI) software with a 6.9% share and the largest independent vendor. It competes in

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1496-680: A postgraduate certificate Channel-associated signaling , in telecommunications Citizens Advice Scotland , the umbrella organisation for Citizens Advice Bureaux in Scotland Clark Ashton Smith (1893–1961), American author and artist Collision avoidance system , an automobile safety system Controlled American source, a placeholder term used by the Central Intelligence Agency in classified documents to avoid disclosure of specific locations, operations, activities, or individuals Controlled atmosphere stunning ,

1564-540: A postgraduate certificate Channel-associated signaling , in telecommunications Citizens Advice Scotland , the umbrella organisation for Citizens Advice Bureaux in Scotland Clark Ashton Smith (1893–1961), American author and artist Collision avoidance system , an automobile safety system Controlled American source, a placeholder term used by the Central Intelligence Agency in classified documents to avoid disclosure of specific locations, operations, activities, or individuals Controlled atmosphere stunning ,

1632-656: A professional society of actuaries in the United States Centre for Astrophysics and Supercomputing , a research center at Swinburne University in Australia Chemical Abstracts Service , a division of the American Chemical Society which produces bibliographic and chemistry databases Chinese Academy of Sciences , the national academy for the natural sciences of China Combined Associated Schools , an association of private schools in Sydney , Australia Contemporary Art Society , UK Contemporary Art Society (Australia) Contemporary Art Society, Adelaide , later

1700-483: A sample of 1,139 articles drawn from three journals. SAS' analytical software is used in education to measure and visualize student outcomes and growth trends. Several states, including Virginia, North Carolina, Mississippi, Missouri, and North Dakota use its software to measure and analyze learning loss and learning recovery in students. SAS' analytical software is widely used in the petroleum and natural gas industry as well as global manufacturing. SAS and

1768-480: A software program that facilitates symbolic mathematics Conditional access system, a technology used in set-top boxes to allow conditional viewing of TV channels Content-addressable storage , a data storage mechanism Copyright Alert System , also known as the 'six strikes' program Cycle-accurate simulator , a computer program that simulates a microarchitecture in a cycle-accurate manner Science and medicine [ edit ] Calcium sulfide (CaS),

1836-1043: A suite of analytical products related to health care and life sciences. In May 2014, SAS announced the launch of SAS University Edition. This offering could be downloaded free for non-commercial use. In 2022, the SAS University Edition was replaced by two entirely web-based versions: SAS OnDemand for Academics and SAS Viya for Learners. In a 2005 article for the Journal of Marriage and Family comparing statistical packages from SAS and its competitors Stata and SPSS , Alan C. Acock wrote that SAS programs provide "extraordinary range of data analysis and data management tasks," but were difficult to learn and use. SPSS and Stata, meanwhile, were both easier to learn but had less capable analytic abilities, though these could be expanded with paid (in SPSS) or free (in Stata) add-ons. Acock concluded that SAS

1904-402: A tool for social media monitoring, engagement and sentiment analysis , was also released that year. SAS Rapid Predictive Modeler (RPM), which creates basic analytical models using Microsoft Excel , was introduced the same year. In 2010, JMP 9 included a new interface for using the R programming language and an add-in for MS Excel. The following year, a High Performance Computing platform

1972-468: A variety of sources and perform statistical analysis on it. SAS provides a graphical point-and-click user interface for non-technical users and more through the SAS language . SAS programs have DATA steps, which retrieve and manipulate data, PROC (procedures) which analyze the data, and may also have functions. Each step consists of a series of statements. The DATA step has executable statements that result in

2040-487: Is also a SAS Enterprise Risk Management product-set designed primarily for banks and financial services organizations. SAS products for monitoring and managing the operations of IT systems are collectively referred to as SAS IT Management Solutions. SAS collects data from various IT assets on performance and utilization, then creates reports and analyses. SAS's Performance Management products consolidate and provide graphical displays for key performance indicators (KPIs) at

2108-765: The Centers for Disease Control and Prevention and Black Dog Institute . SAS has been a partner of the Cleveland Clinic since 1982. During the COVID-19 pandemic , the clinic used predictive models developed by SAS to forecast factors such as patient volume, availability of medical equipment and bed capacity in various scenarios. SAS joined UNC Chapel Hill's Rapidly Emerging Antiviral Drug Development Initiative (READDI) in 2021. Duke Health partnered with SAS in 2023 to develop cloud-based artificial intelligence that can analyze patterns in health equity and patient outcomes. In 2023,

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2176-521: The Contemporary Art Centre of South Australia Contemporary Arts Society , Canada Court of Arbitration for Sport , an international arbitration body set up to settle disputes related to sports Children's Aid Society , a private charity in New York City Children's Aid Society (Ontario) , a Canadian government organization Christchurch Adventist School , a Seventh-day Adventist school in New Zealand Civil Aid Service ,

2244-449: The Czech Republic Český atletický svaz , Czech Athletics Federation Computing [ edit ] CAS latency (column address strobe or column address select), a latency in reading computer memory Central Authentication Service , a single sign-on protocol Cloud Analytic Services, a server that provides the cloud-based, run-time environment for data management and analytics with SAS (software) Code Access Security in

2312-598: The International Institute for Applied Systems Analysis launched an app that crowdsources image data related to deforestation to train AI algorithms that  can identify human impact on the environment. The University of Florida 's Center for Coastal Solutions partners with SAS to develop research, training programs and analytical tools related to environmental issues affecting coastal communities. The UNC Center for Galapagos Studies partnered with SAS in 2023 to create

2380-467: The 'six strikes' program Cycle-accurate simulator , a computer program that simulates a microarchitecture in a cycle-accurate manner Science and medicine [ edit ] Calcium sulfide (CaS), a chemical compound Coronary artery spasm (CAS) Carotid artery stenting , endovascular surgery of the carotid artery Cassiopeia (constellation) (Cas), standard astronomical abbreviation Cells Alive System Chemical Abstracts Service ,

2448-583: The BI market against SAP BusinessObjects , IBM Cognos , SPSS Modeler , Oracle Hyperion , and Microsoft Power BI . SAS has been named in the Gartner Leader's Quadrant for Data Integration Tools and for Business Intelligence and Analytical Platforms. A study published in 2011 in BMC Health Services Research found that SAS was used in 42.6 percent of data analyses in health service research, based on

2516-450: The Microsoft .NET framework Compare-and-swap , a special CPU instruction, an atomic instruction used in multithreading to achieve synchronization Computer algebra system , a software program that facilitates symbolic mathematics Conditional access system, a technology used in set-top boxes to allow conditional viewing of TV channels Content-addressable storage , a data storage mechanism Copyright Alert System , also known as

2584-689: The Output Delivery System, which was first introduced in 2007. SAS Enterprise Guide is SAS's point-and-click interface. It generates code to manipulate data or perform analysis without the use of the SAS programming language. The SAS software suite has more than 200 add-on packages, sometimes called components Some of these SAS components, i.e. add on packages to Base SAS include: The development of SAS started in 1966 after North Carolina State University re-hired Anthony Barr to program his analysis of variance and regression software so that it would run on IBM System/360 computers. The project

2652-690: The SAS Fraud Framework. The framework's primary functionality is to monitor transactions across different applications, networks and partners and use analytics to identify anomalies that are indicative of fraud. This software uses artificial intelligence to monitor income and assets. The SAS Asset and Liability Management platform utilizes generative AI and machine learning to monitor risk and model risk management strategies. SAS Governance, Risk and Compliance Manager provides risk modeling, scenario analysis, and other functions in order to manage and visualize risk, compliance and corporate policies. There

2720-570: The United States, United Kingdom , Ireland , New Zealand , the Netherlands , and Canada . In 2023, the Finance Minister of Malta announced that Malta would begin using SAS' software to detect tax evasion. SAS develops data analysis and machine learning techniques that are widely applied in healthcare, medical research and life sciences. SAS has partnered on public health initiatives with

2788-591: The appearance of data. In 1979, SAS 79 added support for the IBM VM/ CMS operating system and introduced the DATASETS procedure. Three years later, SAS 82 introduced an early macro language and the APPEND procedure. Beginning with SAS 4, released in 1984, SAS releases have followed a sequential naming convention not based on year of release. SAS version 4 had limited features, but made SAS more accessible. Version 5 introduced

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2856-516: The company announced its expansion of research into the applications of generative AI in analytics, data management and modeling. SAS had many releases since 1972. Since release 9.3, SAS/STAT has its own release numbering. As of 2011, SAS's largest set of products was its line for customer intelligence . Numerous SAS modules for web, social media and marketing analytics may be used to profile customers and prospects, predict their behaviors and manage and optimize communications. SAS also provides

2924-564: The development of artificial general intelligence, or "strong AI", with the goal of advancing deep learning and natural language processing to the point of achieving cognitive computing. In 2019, SAS announced that it would be investing $ 1 billion into the development of advanced artificial intelligence, deep learning, natural language processing and machine learning . It announced an additional $ 1 billion investment into these areas in 2023, particularly for industries such as finance, insurance, government, health care and energy. In September 2023,

2992-486: The employee, department and organizational level. The SAS Supply Chain Intelligence product suite is offered for supply chain needs, such as forecasting product demand, managing distribution and inventory and optimizing pricing. There is also a "SAS for Sustainability Management" set of software to forecast environmental, social and economic effects and identify causal relationships between operations and their impact on

3060-423: The environment or ecosystem. SAS has various analytical tools related to risk management . The SAS Asset and Liability Management platform utilizes generative AI and machine learning to monitor risk and model risk management strategies. SAS has products for specific industries, such as government, retail, telecommunications, aerospace, marketing optimization, and high-performance computing . The company has

3128-452: The fifteenth and final studio album by Genesis Cigarettes After Sex , an American ambient pop band Classic Arts Showcase , an American television channel promoting the fine arts Cowboy action shooting , a competitive shooting sport Military [ edit ] Chief of the Air Staff , the professional head of the air force in some Commonwealth nations Close air support ,

3196-400: The fifteenth and final studio album by Genesis Cigarettes After Sex , an American ambient pop band Classic Arts Showcase , an American television channel promoting the fine arts Cowboy action shooting , a competitive shooting sport Military [ edit ] Chief of the Air Staff , the professional head of the air force in some Commonwealth nations Close air support ,

3264-474: The 💕 [REDACTED] Look up CAS in Wiktionary, the free dictionary. CAS may refer to: Organisations [ edit ] California Academy of Sciences , a major natural history museum and center for scientific research Career Academies of Seminole, a program run by Pinellas County Schools in Florida Casablanca American School , a coed private prep school in Casablanca , Morocco Casualty Actuarial Society ,

3332-425: The humanities and social sciences Critical autism studies Hartley kernel , which also is known as the cosine and sine function Cis-abienol synthase , an enzyme CRISPR -associated (Cas) proteins, involved in the prokaryotic immune system and genome editing CAS parameters , an image analysis method typically used in astronomy Entertainment and sports [ edit ] Calling All Stations ,

3400-425: The humanities and social sciences Critical autism studies Hartley kernel , which also is known as the cosine and sine function Cis-abienol synthase , an enzyme CRISPR -associated (Cas) proteins, involved in the prokaryotic immune system and genome editing CAS parameters , an image analysis method typically used in astronomy Entertainment and sports [ edit ] Calling All Stations ,

3468-530: The main elements of SAS programming, such as the DATA step and the most common procedures, i.e. PROCs. The following year a full version was released as SAS 72, which introduced the MERGE statement and added features for handling missing data or combining data sets. The development of SAS has been described as an " inflection point " in the history of artificial intelligence . In 1976, Barr, Goodnight, Sall, and Helwig removed

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3536-513: The national academy for the natural sciences of China Combined Associated Schools , an association of private schools in Sydney , Australia Contemporary Art Society , UK Contemporary Art Society (Australia) Contemporary Art Society, Adelaide , later the Contemporary Art Centre of South Australia Contemporary Arts Society , Canada Court of Arbitration for Sport , an international arbitration body set up to settle disputes related to sports Children's Aid Society ,

3604-577: The project from North Carolina State and incorporated it as the SAS Institute, Inc. SAS was redesigned in SAS 76. The INPUT and INFILE statements were improved so they could read most data formats used by IBM mainframes. Generating reports was also added through the PUT and FILE statements. The ability to analyze general linear models was also added as was the FORMAT procedure, which allowed developers to customize

3672-566: The project lost its funding. According to Goodnight, this was because NIH only wanted to fund projects with medical applications. Goodnight continued teaching at the university for a salary of $ 1 and access to mainframe computers for use with the project, until it was funded by the University Statisticians of the Southern Experiment Stations the following year. John Sall joined the project in 1973 and contributed to

3740-552: The same functionality. The case was referred by the United Kingdom's High Court of Justice to the European Court of Justice on 11 August 2010. In May 2012, the European Court of Justice ruled in favor of World Programming, finding that "the functionality of a computer program and the programming language cannot be protected by copyright." A free version of SAS was introduced for students in 2010. SAS Social Media Analytics,

3808-509: The software taking an action, and declarative statements that provide instructions to read a data set or alter the data's appearance. The DATA step has two phases: compilation and execution. In the compilation phase, declarative statements are processed and syntax errors are identified. Afterwards, the execution phase processes each executable statement sequentially. Data sets are organized into tables with rows called "observations" and columns called "variables". Additionally, each piece of data has

3876-425: The software's econometrics, time series, and matrix algebra. Another early participant, Caroll G. Perkins, contributed to SAS' early programming. Jolayne W. Service and Jane T. Helwig created SAS's first documentation. The first versions of SAS, from SAS 71 to SAS 82, were named after the year in which they were released. In 1971, SAS 71 was published as a limited release. It was used only on IBM mainframes and had

3944-498: The software's primary graphical user interface (GUI). The Customer Relationship Management (CRM) features were improved in 2004 with SAS Interaction Management. In 2008, SAS announced Project Unity, designed to integrate data quality, data integration, and master data management . SAS Institute Inc v World Programming Ltd was a lawsuit with developers of a competing implementation, World Programming System , alleging that they had infringed SAS's copyright in part by implementing

4012-628: The starting fees were not necessarily the best basis for comparison. SAS's business model is not weighted as heavily on initial fees for its programs, instead focusing on revenue from annual subscription fees. In 2016, SAS Viya, an artificial intelligence, machine learning, analytics and data management platform, was introduced with a new architecture optimized for running SAS software in public clouds. Viya also increased interoperability with open source software, allowing models to be built in tools such as R , Python and Jupyter , and then executed on SAS's Cloud Analytics Services (CAS) engine. In 2020,

4080-443: The title CAS . If an internal link led you here, you may wish to change the link to point directly to the intended article. Retrieved from " https://en.wikipedia.org/w/index.php?title=CAS&oldid=1179642473 " Category : Disambiguation pages Hidden categories: Short description is different from Wikidata All article disambiguation pages All disambiguation pages CAS From Misplaced Pages,

4148-441: The title CAS . If an internal link led you here, you may wish to change the link to point directly to the intended article. Retrieved from " https://en.wikipedia.org/w/index.php?title=CAS&oldid=1179642473 " Category : Disambiguation pages Hidden categories: Short description is different from Wikidata All article disambiguation pages All disambiguation pages SAS (software) SAS

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4216-452: Was added. Version 7 introduced the Output Delivery System (ODS) and an improved text editor. Subsequent releases improved upon the ODS. For example, more output options were added in version 8. The number of operating systems that were supported was reduced to UNIX , Windows and z/OS , and Linux was added. SAS 8 and SAS Enterprise Miner were released in 1999. In 2002, SAS Text Miner software

4284-496: Was best for power users , while occasional users would benefit most from SPSS and Stata. A 2014 comparison by the University of California, Los Angeles , gave similar results. Competitors such as Revolution Analytics and Alpine Data Labs advertise their products as considerably cheaper than SAS's. In a 2011 comparison, Doug Henschen of InformationWeek found that start-up fees for the three are similar, though he admitted that

4352-456: Was developed at North Carolina State University from 1966 until 1976, when SAS Institute was incorporated. SAS was further developed in the 1980s and 1990s with the addition of new statistical procedures, additional components and the introduction of JMP . A point-and-click interface was added in version 9 in 2004. A social media analytics product was added in 2010. SAS is a software suite that can mine , alter, manage and retrieve data from

4420-408: Was developed by SAS co-founder John Sall and a team of developers, in order to take advantage of the graphical user interface introduced in the 1984 Apple Macintosh . JMP's name originally stood for "John's Macintosh Project". JMP was shipped for the first time in 1989. Updated versions of JMP were released continuously after 2002 with the most recent release in 2016. In January 2022, JMP became

4488-485: Was funded by the National Institutes of Health . and was originally intended to analyze agricultural data to improve crop yields. Barr was joined by student James Goodnight , who developed the software's statistical routines, and the two became project leaders. In 1968, Barr and Goodnight integrated new multiple regression and analysis of variance routines. In 1972, after issuing the first release of SAS,

4556-418: Was introduced. Text Miner analyzes text data like emails for patterns in business intelligence applications. In 2004, SAS Version 9.0 was released, referred to as "Project Mercury" internally, and was designed to make SAS accessible to a broader range of business users. SAS 9.0 added custom user interfaces based on the user's role and established the point-and-click user interface of SAS Enterprise Guide as

4624-481: Was made available in a partnership with Teradata and EMC Greenplum . In 2011, the company released SAS Enterprise Miner 7.1. The company introduced 27 data management products from October 2013 to October 2014 and updates to 160 others. At the SAS Global Forum 2015, SAS announced several new products that were specialized for different industries, as well as new training software. The company has invested in

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