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Data

Alternate uses: See Data (disambiguation)

A datum is a statement accepted at face value. Data is the plural of datum. A large class of practically important statements are measurements or observations of a variable. Such statements may comprise numbers, words, or images.

Table of contents
1 Etymology
2 Usage in English
3 Uses of data in computing
4 Meaning of a data and information
5 See also

Etymology

The word data is the plural of Latin datum, neuter past participle of dare, "to give", hence "something given". The past participle of "to give" has been used for millennia, in the sense of a statement accepted at face value; one of the works of Euclid, circa 300 BC, was the Dedomena (in Latin, Data). In discussions of problems in geometry, mathematics, engineering, and so on, the terms givens and data are used interchangeably. Such usage is the origin of data as a concept in computer science: data are numbers, words, images, etc., accepted as they stand.

Usage in English

In English, the word datum is still used in the general sense of "something given", and more specifically in cartography, geography, and geology to mean a reference point, reference line, or reference surface. The Latin plural data is also used as a plural in English, but it is also commonly treated as a mass noun and used in the singular. For example, "This is all the data from the experiment". This usage is inconsistent with the rules of Latin grammar, which would suggest "These are the data ...", each measurement or result being a single datum. However, given the variety and irregularity of English plural constructions, there seem to be no grounds for arguing that data is incorrect as a singular mass noun in English.

Uses of data in computing

Raw data are numbers, characters, images or other outputs from devices to convert physical quantities into symbols, in a very broad sense. Such data are typically further processed by a human or input into a computer, stored and processed there, or transmitted (output) to another human or computer. Raw data is a relative term; data processing commonly occurs by stages, and the "processed data" from one stage may be considered the "raw data" of the next.

Mechanical computing devices are classified according to the means by which they represent data. An analog computer represents a datum as a voltage, distance, position, or other physical quantity. A digital computer represents a datum as a sequence of symbols drawn from a fixed alphabet. The most common digital computers use a binary alphabet, that is, an alphabet of two characters, typically denoted "0" and "1". More familiar representations, such as numbers and letters, are then constructed from the binary alphabet.

Some special forms of data are distinguished. A computer program is a collection of data which can be interpreted as instructions. Most computer languages make a distinction between programs and the other data on which programs operate, but in some languages, notably Lisp and similar languages, programs are essentially indistinguishable from other data. It is also useful to distinguish metadata, that is, a description of other data. The prototypical example of metadata is the library catalog, which is a description of the contents of books.

Meaning of a data and information

Data on its own has no meaning, only when interpreted by some kind of data processing system does it take on meaning and become information. People or computers can find patterns in data to perceive information, and information can be used to enhance knowledge. Since knowledge is prerequisite to wisdom, we always want more data and information. But, as modern societies verge on information overload, we especially need better ways to find patterns.

See also

data processing -- data mining -- data warehouse -- datasheet -- Data recovery -- Database

This article (or an earlier version of it) contains material from FOLDOC, used with permission.


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Inmon Associates, Inc.
Bill Inmon Corporate Information Factory resource site.
http://www.inmoncif.com/

Kimball Group
Ralph is a leading proponent of the dimensional approach to designing large data warehouses. He currently teaches data warehousing design skills to IT groups and helps selected clients with specific data warehouse designs.
http://www.ralphkimball.com/

Strategic Information Systems Group
Nationwide data warehousing consulting firm.
http://www.sisg.com/

LogoSphere
Consulting services for Data Warehouse, OLAP, reporting and communication strategies.
http://www.logosphere.com/

Trinus Corporation
End-to-end solutions in the areas of enterprise business intelligence, data movement, enterprise application integration and e-Business transaction automation.
http://www.trinus.com/

Decision Support Solutions, LLC
Provider of data warehousing, decision support, and web enablement services for the health insurance industry.
http://www.dssol.com/

Genware Computer Systems Inc.
Business Intelligence consultancy specializing in Cognos products.
http://www.genwarecs.com/

M. Miller and Associates L.L.C.
Information technology consulting firm that provides technology integration and customer application development services with a focus on analytical and reporting applications. Based in Dallas, TX.
http://www.mmillerassociates.com/

Onward Systems Inc.
Data warehouse strategy and implementation consultants.
http://www.onwardsystems.com/

The Praxium Group
Designs, builds, installs and supports data warehouse systems to make business and strategic decisions.
http://www.praxiumgroup.com/

Solomon Technology Group
Consulting firm focused on helping customers build business intelligence solutions including data warehousing and enterprise portals.
http://www.solomontechgroup.com/

Hired Brains Incorporated
Santa Barbara based consulting company focused on data warehousing, decision support systems, data mining, and advanced systems for management reporting and planning.
http://www.hiredbrains.com/

Aitken Consulting, Inc.
Database development and management for the health care industry.
http://www.aitkenconsulting.com/

Tim Feetham Consulting
Independent consultant specializing in business intelligence and data warehouse planning and implementation.
http://www.timfeetham.com/

FirstDB.com Ltd.
Consultancy specialising in Teradata. Based in Manchester, UK.
http://www.firstdb.com/

Axis Group, LLC
Provides consulting services for the architecture, design, and implementation of business intelligence and data warehousing solutions.
http://www.axisgroup.com/

Crean Consulting Inc.
Services include architecture, performance tuning, data modeling, database conversion, and ETL.
http://www.creanconsulting.com/

Poslovna Inteligencija
Independent strategic Business Intelligence consultancy based in Zagreb, Croatia.
http://www.inteligencija.com/

Forge Group
Data warehousing and information delivery solutions specialists.
http://www.forge.com.au/

The Data Warehousing Practice (N.I.) Ltd.
TDWP is a software business dedicated to the design, construction, and implementation of data warehouses using web-based technology.
http://www.tdwp.com/

Vince Desio Consulting Services
Offering design and implementation services for data warehouse and decision support systems. Based in Arizona.
http://www.datawarehouseconsulting.com/

Data Warehouse Solutions, LLC
Privately held company engaging in the development of enterprise focused strategic decision support systems.
http://www.datawarehousesolutions.com/

Obtech Asia-Pacific Pte Ltd
Provide an object-oriented approach to systems integration that links best-of-class solutions. Offers system management, consultancy, and services with focus on ERP, CRM, and DSS systems.
http://www.obtech.com.sg/

SOLID Partners
Delivers global data warehouse and business intelligence solutions.
http://www.solidpartners.be/

Infowise Solutions
Dallas consulting firm specializing in data warehousing and decision support technologies.
http://www.iwise.com/

The Coffing Corporation
Authorized NCR reseller offers information about Teradata.
http://www.data-warehousing.net/

Knowledge Partners Inc.
Consultants in data warehousing, data quality, knowledge and meta data management, package integration and business rules.
http://www.kpiusa.com/

Dulcian, Inc.
Oracle consulting firm that specializes in data warehousing, web and client-server systems development and products that support the Oracle environment.
http://www.dulcian.com/

Information Impact International, Inc.
Consulting and education in information management and information quality by Larry English.
http://www.infoimpact.com/

Braun Consulting
Delivers strategy and information technology solutions including business intelligence, data warehousing, and customer relationship management (CRM) consultancy.
http://www.braunconsult.com/

GetReals Consulting
Dan Riehle is a data warehousing consultant specializing in NCR Teradata and focus on value delivery to critical business functions. Based in Cincinnati, OH.
http://www.getreals.com/

KI Solutions
Specializes in the creation and implementation of data warehouse, e-commerce and knowledge management strategies.
http://www.knowledgeinterspace.com/

LoganBritton
Provider of specialized data integration services and solutions for data warehousing, data marts, and E-commerce.
http://www.loganbritton.com/

McKnight Associates, Inc.
Consulting firm specializing in data warehouse and customer relationship management projects.
http://www.mcknight-associates.com/

Business Guidance Systems Inc.
Business intelligence and data warehousing advice, architecture, and deployment including real-time data integration, data mining, and database marketing.
http://www.businessguidance.com/

Accurate Business Solutions
Vendor independent consultancy for business intelligence, data warehousing and customer relationship management solutions.
http://www.accurate.uk.com/

Headstrong
International consulting company dealing with e-business and other technological issues.
http://www.headstrong.com/

Enterprise Warehousing Solutions, Inc.
Chicago-based systems integrator providing clients with business intelligence solutions using decision support technologies including data warehouses, data marts, meta data repositories, and operational data stores.
http://www.ewsolutions.com/

Intelligent Solutions, Inc.
Provides data warehouse consulting services, training courses, and conferences and seminars to companies that are developing data warehouses, decision support systems (DSS) and operational data stores (ODS).
http://www.intelsols.com/

ITIS Services
Specializes in the design, implementation and support of Storage Area Networks.
http://www.itisservices.com/

Knightsbridge Solutions LLC
Our solutions practices include data warehousing, large-scale batch processing, data mining, client/server OLTP systems, and electronic commerce.
http://www.knightsbridge.com/

Access International Group
Provider of pre-built business intelligence analytical applications.
http://www.accessig.com/

Storan Technologies, Inc.
STI specializes in assisting healthcare organizations in understanding, building, and leveraging data warehouse, data mart and meta data repository investments.
http://www.storan.com/

Resources & Results
Builds decision support, data warehouse, data mining and strategic planning systems using RAD. Based in Irving, Texas.
http://www.decision-support.net/

Symmetrics
Enterprise information portal development, business intelligence systems implementation, and custom web application development primarily using Seagate Software products.
http://www.symmetrics.net/

Gavroshe Technologies
Data warehouse, metadata management, data migration, data modeling, operational data stores, and data conversion consulting solutions.
http://www.gavroshe.com/

Insightformation, Inc.
Specializes in OLAP, data marts and data warehouse development.
http://www.insightformation.com/

Conversion Services International, Inc.
CSI offers an array of products and services to help companies define, develop and implement strategic data warehouse and data mart solutions.
http://www.datawarehousecenter.com/

InfoDynamics LLC
Provides decision support, data warehousing and strategic information access consulting.
http://www.infodynamics-llc.com/

Dataspace Incorporated
National provider of consulting services dedicated to the design, development, and deployment of data warehouses and information delivery systems.
http://www.dataspace.com/

Threshold Consulting Services, Inc.
Florida-based consultancy offering data warehouse development, management, and OLAP solutions.
http://www.thresholdcs.com/

relavision Software GmbH
Company specializing in data warehousing and large software and database implementations including integration with the web.
http://www.relavision.com/

ANT
Data warehouse hardware and personnel.
http://www.ant91.com/

Hourglass Systems, Inc.
Specializes in the design and implementation of complex decision support solutions.
http://www.hourglass.com/

Database Design Solutions, Inc.
Consultants specializing in database re-design and implementation including data warehousing, portal-based data access, metadata solutions, data modeling, and industry-based data analysis. All solutions focus on providing "information on demand" with a metadata focus.
http://www.dbdsolutions.com/

Altis Consulting Pty Ltd
Vendor-independent business intelligence and data warehousing consultancy.
http://www.altis.com.au/

Simpson Associates
Provides iSeries (AS/400) and Intel based data warehouse and data mart applications including ReadyMade datamarts for J.D. Edwards, BPCS and GEAC System 21 environments.
http://www.simassoc.co.uk/

Inalytix
Provides integration services for data warehousing and analytical applications with a focus on solutions from Informatica.
http://www.inalytix.com/

LG01 Ltd
Data warehousing consultancy based in York, England.
http://www.lg01.com/

Ebiexperts
Swiss based business intelligence and data warehouse consultancy.
http://www.ebiexperts.com/

AKMA
Independent consultancy and training company with services that include data warehousing, strategy and planning, operational integration, and project management. Products offered include DataFrames, industry specific data models.
http://www.akma.com/

Palisades Research Inc.
Provides database and decision support solutions including data warehouse design and implementation, on-line analytical processing, and data mining, along with high-level statistical analysis.
http://www.palisadesresearch.com/

Enterprise Group, Ltd.
Data warehouse consultants and a repository of data warehousing resources.
http://www.egltd.com/

Daman Consulting
Data warehouse, metadata management, data migration, and data conversion consulting solutions.
http://www.damanconsulting.com/

EM Group LLC
PA/NJ/DE based consulting company providing expertise with data warehouses, data marts, and VLDBs with expertise in parallel server, advanced replication and web data marts.
http://www.em-group-llc.com/

INDA Corp
International team of project managers, designers, and consultants specialized in Essbase OLAP DSS and data warehouse modeling and implementation in major companies.
http://www.indacorp.com/

LGI Systems Incorporated
Chicago-based firm that offers decision support system consulting services.
http://www.lgisystems.com/

Jeff Gentry, Consultant
Providing resources for business intelligence and customer relationship management (CRM).
http://www.jeffgentry.com/

Sybase Consulting
Data warehouse consultancy specializing in Sybase technologies.
http://www.sybase.com/solutions/services/

Business Decisions Inc.
Data warehousing and business intelligence consultancy based in Toronto, Canada.
http://www.e-businessdecisions.com/

Wipro Ltd.
Offers end to end data warehousing and business intelligence solutions to global corporate enterprises using an on-site offshore development model.
http://www.wipro.com/itservices/datawarehouse/

Merkurium Informatique Inc.
Business intelligence consultancy specializing in developing systems such as management scorecards, data warehouses and OLAP analytical tools.
http://www.merkurium.com/english/

Nemesi Ltd.
Provides SAS software consultancy in Europe.
http://www.nemesi.co.uk/

Intersect Integrated Solutions, LLC
Intersect is a technology consulting services firm that is highly focused in the development of high-volume complex data infrastructures and applications.
http://www.intersectis.com/

DataSense Solutions, Inc.
Provides Business Objects and Crystal Reports training and consulting services, as well as data warehousing and other Business Intelligence services.
http://www.datasensesolutions.com/

Core Integration Partners, Inc
Data warehousing and business intelligence project based consulting services.
http://www.coreintegration.com/

Caserta Concepts, LLC
Data warehouse architecture and implementation consulting firm.
http://www.casertaconcepts.com/

Kariminia Ltd
Provides data warehousing services including ETL outsourcing, data modeling, and metadata management.
http://www.kariminia.com/

Barquin International
Assisting businesses and governments extract and leverage their business data through developing data warehousing and knowledge management solutions.
http://www.barquin.com/

Blueprint Database Architects
Database architecture, design, and tuning with a focus on data warehousing.
http://www.blueprintdba.com/

Inmon Meers Group
Specialized data warehouse design/build firm based on the philosophy of the Corporate Information Factory.
http://www.inmonmeers.com/

HoTech Corp
Offers data warehousing consulting services including data environment assessments, training and education, project management, and tool evaluation.
http://www.hotechcorp.com/

Infinis Incorporated
Columbus, OH, based IT solution provider with services that include business intelligence, data warehousing, and performance management.
http://www.infinisinc.com/

Pelion
Consultancy specialising in Oracle database development with areas of expertise in data warehousing and business intelligence (BI).
http://www.pelion.net/

Athena IT Solutions, Inc.
Offers data warehousing and integration consulting services.
http://www.athena-solutions.com/

OpenQube Technologies, Inc.
Business intelligence, OLAP, data mining, and system integration firm focused on Microsoft tools. Based in Greensboro, North Carolina.
http://www.openqube.com/

Eighty Twenty Plus Ltd
Data warehouse consultancy specializing in Teradata.
http://www.eighty-twenty.com/

dataVision SVP
Seattle-based firm specializing in data warehousing, database management, and decision support services.
http://www.datavisionsvp.com/

Technatomy Corporation
Veteran-owned firm specializing in information technology, program management, logstics and engineering services.
http://www.technatomy.com/

e-plusConsulting.Com
Offers consulting services in the area of data warehousing architecture and requirement specifications for telco IS departments.
http://www.e-plusconsulting.com/



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