Mastering Data Management. Mark Cheaney Regional Sales Manager, DataFlux
|
|
- David Reed
- 8 years ago
- Views:
Transcription
1 Mastering Data Management Mark Cheaney Regional Sales Manager, DataFlux
2 Today, the amount of technical information doubles every two years every two years
3 It is forecast to double every three days
4 There are over 31 Billion searches on Google every month LOADING Source: Did You Know 3.0 (Fisch, McLeod, Brenman)
5 In 2006, this number was 2.7 Billion Source: Did You Know 3.0 (Fisch, McLeod, Brenman)
6 Source: Did You Know 3.0 (Fisch, McLeod, Brenman)
7 Source: Did You Know 3.0 (Fisch, McLeod, Brenman)
8 Times Are Changing 1 out of 4 workers have been in their job less than one year. 1 out of 2 less than five years Top 10 in-demand jobs today didn t exist in 2004
9 Are We Keeping Up? Over 80 US banks failed in 2009 The US government has taken majority ownership of General Motors, Freddie Mac, Fannie Mae, AIG Valparaiso, Indiana had an $8M budget shortfall in 2007 US health care now 17% of personal income Société Générale lost $7.5B in a 2008 derivatives trading fiasco
10 What Does This Have to Do with Data?
11 Mastering Data Management
12 Mastering Data Management Is Data a Trusted Business Asset? Is Data Managed Across Your Enterprise?
13 Data Governance Maturity Model Sales Force Automation Data Warehouse Customer MDM Business Process Automation Database Marketing ERP Product MDM MDM CRM IT-driven projects Duplicate, inconsistent data Line of business influences IT projects Little cross-functional collaboration IT and business groups collaborate Enterprise view of certain domains Business requirements drive IT projects Repeatable, automated business processes Inability to adapt to business changes High cost to maintain multiple applications Data is a corporate asset Personalized customer relationships and optimized operations
14
15 How Do We Master Data? Establish the people and policies for data governance Focus data management on business process improvement Standardize on a data management technology platform
16 Data Governance People and Policies
17 Data Governance: IT and Business Collaboration Business IT Executive Sponsorship Data Governance Council Data Steering (business experts) LOB Data Governance Data Stewards Data Management Data Architecture Data Administration Security and Privacy
18 Data Governance Executive Support Management Support Collaboration Little to No Support 58% No Noticeable or Better Support Little Collaboration 83 No Collaboration
19 Data Governance Regimes Core Business Processes Data Governance Council Sales Customer Service Finance Marketing Human Resources Procurement Campaign Management Hiring Order Management Billing Trouble Ticket Tracking Originally published in A Data Governance Manifesto by Jill Dyché. Used with permission from Baseline Consulting. Accountable Consulted Informed
20 Data Governance Policy Creation, documentation (including business vocabulary), approval process and maintenance of data standards for form, function, meaning and versioning Quality and stewardship for data elements, business rules, hierarchies, taxonomies and content tagging Creation and maintenance of enterprise data model and enterprise data services Metrics, monitoring and evaluation of standards
21 Business Process Improvement
22 Manage Data for Business
23 Traditional Data Management Approach Data Domain Data Source Data Source Data Source Data Rule Data Rule Data Rule Data Rule Data Rule Data Rule Data Rule Data Rule Data Rule Trusted, Integrated Data
24 Emerging Data Management Approach Mastering Data for Business Business Domain Business Policy Business Policy Business Policy Business Info Business Info Business Info Business Info Business Info Business Info Business Info Business Info Business Info Data Source Data Source Data Source Data Rule Data Rule Data Rule Data Rule Data Rule Data Rule Data Rule Data Rule Data Rule Trusted, Integrated Data
25 Data Management Platform
26 DataFlux UnityPlatform Business Process Automation
27 Reporting and Dashboards Business Rule and Event Processing and Monitoring Data Archiving Data Privacy and Security Metadata Management Search and Navigation Data Access Business Vocabulary/Data Definitions Design and Development Environment
28 Identity Resolution Business Rule Creation and Management Verification, Normalization, Standardization, Transformation Data Exploration and Profiling Unstructured Data Discovery Hierarchy and Reference Data Definition Metadata Discovery Data Enrichment
29 Business Process Integration Merging and Clustering Business Rules Execution Grid Computing Data Federation ETL/ELT Data Synchronization Data Services and SOA
30 Business Data Services Entity Definition/Management and Search Best Record Selection Master Data History/Auditing and Exception Reporting Domain Data Models
31 How Do We Master Data? Establish the people and policies for data governance Focus data management on business process improvement Standardize on a data management technology platform
32
33 5-steps to Improving Data Management
34 DataFlux Approach
35 Five Steps to Better Data
36 Data Profiling Identify data quality issues Determine if data fits requirements Identify business process issues
37 Real-Life Profiling Exercises A financial services company knew of 3 genders: M, F, and blank. They did not know about X and C. A home care products company discovered shipments slated for 16 x16 pallets. The IS manager wondered what kind of truck they would go on. Prior to a VA audit, a cross-check of medical billings by a healthcare provider showed it was performing open heart surgeries in ambulances. Consumer products mfr. learned a product of theirs was railroad boxcars.
38 Analyze - Profiling Table, Column, & Relationship Metrics Metadata Analysis Visualization Pattern Recognition
39 Data Profiling Uncover Problematic or Inconsistent Data View detailed information on the accuracy, completeness, consistency, structure, uniqueness and validity of data Create and share reports to build consensus on data quality and data governance efforts
40 Data Quality Correct identified data quality issues Normalize inconsistent data Correct address information
41 Types of Data Quality Problems Standards Ambiguous Business Rules Multiple Formats for Same Data Elements Different Meanings for the Same Code Value. Multiple Codes Values with the Same Meaning Field Overuse: used for unintended purpose. Data content Missing & Invalid data. Data domain outliers. Illogical combinations of data Data structure and storage Uniqueness Referential integrity Data in Filler Migration/integration Normalization inconsistencies. Duplicate or lost data
42 Data Quality & Deployment Styles
43 Data Integration Identify and eliminate duplicates Identify and link households Move data from source to target
44 Data Integration Apex Equipment Pittsburgh PA Data Profiling Metadata Discovery Business Rule Definition Entity Definition Apex LLC Pittsburgh, Penn Call Center Data Warehouse Apex Equipment & Construction, LLC Pittsburgh PA SFA Apex Equip & Const Pitt PA Data Integration Data Quality Data Model Business Services Stewardship Console Business User Interface Data Governance Identity Management Reporting ERP Apex Construction Pittsburgh PA
45 Data Enrichment Make data more useful Add postal information to improve customer outreach Append product codes to speed procurement and materials management efforts
46 Data Enrichment Validate and verify Data validation and verification ensures data accuracy Test data against other data sources (internal or external) known to be correct or current Product code verification (industry-standard codes, UPC, ISDN) Address verification (ZIP codes, geocoding) Input 940 Cary Pkw Cary NC Validated data 940 NW Cary Pkwy Ste 201 Cary NC County: Wake Census Tract: 452.2
47 Data Enrichment Validate and verify
48 Data Enrichment Validate and verify
49 Data Monitoring Data integrity checks & balances. Business rule development by business analysts. Data Stewards empowered through dashboard monitoring.
50 Data Monitoring Maintain High-Quality Data Over Time Ensure clean data stays clean Validate data against your business rules Automatically identify invalid data
51 About DataFlux Recognized as a leading provider of data quality, data integration, and MDM solutions Provides a unique single platform to analyze, improve and control enterprise data Over 1,200 customers worldwide Offices in the US, the UK, France and Germany Founded in 1997 Acquired by SAS, the world s largest privately owned software company, in 2000 Operates as a wholly-owned subsidiary
52 Questions DataFlux Midwest Manager Mark Cheaney For more information, visit:
DataFlux Data Management Studio
DataFlux Data Management Studio DataFlux Data Management Studio provides the key for true business and IT collaboration a single interface for data management tasks. A Single Point of Control for Enterprise
More informationEnterprise Data Governance
Enterprise Aligning Quality With Your Program Presented by: Mark Allen Sr. Consultant, Enterprise WellPoint, Inc. (mark.allen@wellpoint.com) 1 Introduction: Mark Allen is a senior consultant and enterprise
More informationBuilding Product Master Data from a Data Quality Foundation. Jim Hart Senior Developer DataFlux
Building Product Master Data from a Data Quality Foundation Jim Hart Senior Developer DataFlux Proven Market Leader in Data Quality Recognized as a leading provider of data quality, data integration and
More informationInformation Governance Workshop. David Zanotta, Ph.D. Vice President, Global Data Management & Governance - PMO
Information Governance Workshop David Zanotta, Ph.D. Vice President, Global Data Management & Governance - PMO Recognition of Information Governance in Industry Research firms have begun to recognize the
More informationIRMAC SAS INFORMATION MANAGEMENT, TRANSFORMING AN ANALYTICS CULTURE. Copyright 2012, SAS Institute Inc. All rights reserved.
IRMAC SAS INFORMATION MANAGEMENT, TRANSFORMING AN ANALYTICS CULTURE ABOUT THE PRESENTER Marc has been with SAS for 10 years and leads the information management practice for canada. Marc s area of specialty
More informationMaster Data Management: More than a single view of the enterprise? Tony Fisher President and CEO
Master Data Management: More than a single view of the enterprise? Tony Fisher President and CEO Agenda Why MDM? Why CDI? Business Drivers for MDM Are You Ready for MDM? What is Master Data Management?
More informationEnable Business Agility and Speed Empower your business with proven multidomain master data management (MDM)
Enable Business Agility and Speed Empower your business with proven multidomain master data management (MDM) Customer Viewpoint By leveraging a well-thoughtout MDM strategy, we have been able to strengthen
More informationDISCIPLINE DATA GOVERNANCE GOVERN PLAN IMPLEMENT
DATA GOVERNANCE DISCIPLINE Whenever the people are well-informed, they can be trusted with their own government. Thomas Jefferson PLAN GOVERN IMPLEMENT 1 DATA GOVERNANCE Plan Strategy & Approach Data Ownership
More informationDATA GOVERNANCE AT UPMC. A Summary of UPMC s Data Governance Program Foundation, Roles, and Services
DATA GOVERNANCE AT UPMC A Summary of UPMC s Data Governance Program Foundation, Roles, and Services THE CHALLENGE Data Governance is not new work to UPMC. Employees throughout our organization manage data
More informationA Melissa Data White Paper. Six Steps to Managing Data Quality with SQL Server Integration Services
A Melissa Data White Paper Six Steps to Managing Data Quality with SQL Server Integration Services 2 Six Steps to Managing Data Quality with SQL Server Integration Services (SSIS) Introduction A company
More informationUsing SAP Master Data Technologies to Enable Key Business Capabilities in Johnson & Johnson Consumer
Using SAP Master Data Technologies to Enable Key Business Capabilities in Johnson & Johnson Consumer Terry Bouziotis: Director, IT Enterprise Master Data Management JJHCS Bob Delp: Sr. MDM Program Manager
More informationWhy is Master Data Management getting both Business and IT Attention in Today s Challenging Economic Environment?
Why is Master Data Management getting both Business and IT Attention in Today s Challenging Economic Environment? How Can You Gear-up For Your MDM initiative? Tamer Chavusholu, Enterprise Solutions Practice
More informationInformatica Data Quality Product Family
Brochure Informatica Product Family Deliver the Right Capabilities at the Right Time to the Right Users Benefits Reduce risks by identifying, resolving, and preventing costly data problems Enhance IT productivity
More informationIBM Analytics Prepare and maintain your data
Data quality and master data management in a hybrid environment Table of contents 3 4 6 6 9 10 11 12 13 14 16 19 2 Cloud-based data presents a wealth of potential information for organizations seeking
More informationAMB-PDM Overview v6.0.5
Predictive Data Management (PDM) makes profiling and data testing more simple, powerful, and cost effective than ever before. Version 6.0.5 adds new SOA and in-stream capabilities while delivering a powerful
More informationData Quality Where did it all go wrong? Ed Wrazen, Trillium Software
Data Quality Where did it all go wrong? Ed Wrazen, Trillium Software Agenda Examples of data quality problems Why do data quality problems occur? The impact of poor data Why data quality is an enterprise
More informationNCOE whitepaper Master Data Deployment and Management in a Global ERP Implementation
NCOE whitepaper Master Data Deployment and Management in a Global ERP Implementation Market Offering: Package(s): Oracle Authors: Rick Olson, Luke Tay Date: January 13, 2012 Contents Executive summary
More informationEnterprise Data Governance
DATA GOVERNANCE Enterprise Data Governance Strategies and Approaches for Implementing a Multi-Domain Data Governance Model Mark Allen Sr. Consultant, Enterprise Data Governance WellPoint, Inc. 1 Introduction:
More informationTrends In Data Quality And Business Process Alignment
A Custom Technology Adoption Profile Commissioned by Trillium Software November, 2011 Introduction Enterprise organizations indicate that they place significant importance on data quality and make a strong
More informationBig Data for Higher Education and Research Growth
Big Data for Higher Education and Research Growth Hao Wang, Ph.D. Chief Information Officer The State University of New York 8/1/2013 What is Big Data? 8/1/2013 Draft for Discussion 2 Big Data 250 Years
More informationHow To Improve Product Data Quality
Three Critical Steps to Improving Product Data Quality A DataFlux White Paper Prepared by Jim Harris Introduction Convincing your organization to view data as a strategic corporate asset and, by extension,
More informationThe Data Governance Maturity Model
A DataFlux White Paper Prepared by: DataFlux Corporation The Data Governance Maturity Model Establishing the People, Policies and Technology That Manage Enterprise Data Leader in Data Quality and Data
More informationMaster data deployment and management in a global ERP implementation
Master data deployment and management in a global ERP implementation Contents Master data management overview Master data maturity and ERP Master data governance Information management (IM) Business processes
More informationORACLE ENTERPRISE DATA QUALITY PRODUCT FAMILY
ORACLE ENTERPRISE DATA QUALITY PRODUCT FAMILY The Oracle Enterprise Data Quality family of products helps organizations achieve maximum value from their business critical applications by delivering fit
More informationORACLE DATA QUALITY ORACLE DATA SHEET KEY BENEFITS
ORACLE DATA QUALITY KEY BENEFITS Oracle Data Quality offers, A complete solution for all customer data quality needs covering the full spectrum of data quality functionalities Proven scalability and high
More informationChoosing the Right Master Data Management Solution for Your Organization
Choosing the Right Master Data Management Solution for Your Organization Buyer s Guide for IT Professionals BUYER S GUIDE This document contains Confidential, Proprietary and Trade Secret Information (
More informationAgile Master Data Management TM : Data Governance in Action. A whitepaper by First San Francisco Partners
Agile Master Data Management TM : Data Governance in Action A whitepaper by First San Francisco Partners First San Francisco Partners Whitepaper Executive Summary What do data management, master data management,
More informationProactive DATA QUALITY MANAGEMENT. Reactive DISCIPLINE. Quality is not an act, it is a habit. Aristotle PLAN CONTROL IMPROVE
DATA QUALITY MANAGEMENT DISCIPLINE Quality is not an act, it is a habit. Aristotle PLAN CONTROL IMPROVE 1 DATA QUALITY MANAGEMENT Plan Strategy & Approach Needs Assessment Goals and Objectives Program
More informationData Quality Assessment. Approach
Approach Prepared By: Sanjay Seth Data Quality Assessment Approach-Review.doc Page 1 of 15 Introduction Data quality is crucial to the success of Business Intelligence initiatives. Unless data in source
More informationWhitepaper Data Governance Roadmap for IT Executives Valeh Nazemoff
Whitepaper Data Governance Roadmap for IT Executives Valeh Nazemoff The Challenge IT Executives are challenged with issues around data, compliancy, regulation and making confident decisions on their business
More informationInformatica Data Quality Product Family
Brochure Informatica Product Family Deliver the Right Capabilities at the Right Time to the Right Users Benefits Reduce risks by identifying, resolving, and preventing costly data problems Enhance IT productivity
More informationdbspeak DBs peak when we speak
Data Profiling: A Practitioner s approach using Dataflux [Data profiling] employs analytic methods for looking at data for the purpose of developing a thorough understanding of the content, structure,
More informationCustomer Centricity Master Data Management and Customer Golden Record. Sava Vladov, VP Business Development, Adastra BG
Customer Centricity Master Data Management and Customer Golden Record Sava Vladov, VP Business Development, Adastra BG 23 April 2015 What is this presentation about? Customer-centricity for Banking and
More informationJOURNAL OF OBJECT TECHNOLOGY
JOURNAL OF OBJECT TECHNOLOGY Online at www.jot.fm. Published by ETH Zurich, Chair of Software Engineering JOT, 2008 Vol. 7, No. 8, November-December 2008 What s Your Information Agenda? Mahesh H. Dodani,
More informationData Governance: The Cornerstone of MDM
Data Governance: The Cornerstone of MDM ECCMA Data Quality Summit Jim Hart, Senior Solutions Architect Data Governance: The Cornerstone of MDM Agenda A Little About SAS and DataFlux Understanding the Challenges
More informationBuilding the Bullet-Proof MDM Program
Building the Bullet-Proof MDM Program Evan Levy Partner, Baseline Consulting www.baseline-consulting.com Copyright 2007, Baseline Consulting. All rights reserved. 1 Agenda Understanding the critical components
More informationWhat's New in SAS Data Management
Paper SAS034-2014 What's New in SAS Data Management Nancy Rausch, SAS Institute Inc., Cary, NC; Mike Frost, SAS Institute Inc., Cary, NC, Mike Ames, SAS Institute Inc., Cary ABSTRACT The latest releases
More informationSix Steps to to Managing Data Data Quality with SQL Server Integration Services
A Melissa Data White Paper A Melissa Data White Paper A Melissa Data White Paper Six Steps to to Managing Data Data Quality Quality with SQL Server Integration Services 2 Six Steps to Total Data Quality
More informationMaster Data Management
Master Data Management Managing Data as an Asset By Bandish Gupta Consultant CIBER Global Enterprise Integration Practice Abstract: Organizations used to depend on business practices to differentiate them
More informationBringing Strategy to Life Using an Intelligent Data Platform to Become Data Ready. Informatica Government Summit April 23, 2015
Bringing Strategy to Life Using an Intelligent Platform to Become Ready Informatica Government Summit April 23, 2015 Informatica Solutions Overview Power the -Ready Enterprise Government Imperatives Improve
More informationExplore the Possibilities
Explore the Possibilities 2013 HR Service Delivery Forum Best Practices in Data Management: Creating a Sustainable and Robust Repository for Reporting and Insights 2013 Towers Watson. All rights reserved.
More informationMake Your Data a Strategic Asset Ken Wright, DataFlux Corporation, Cary, NC
Paper 103-29 Make Your Data a Strategic Asset Ken Wright, DataFlux Corporation, Cary, NC ABSTRACT Strategic business decisions are only as good as the data that drives them. Through effective data management
More informationData Warehouse and Business Intelligence Testing: Challenges, Best Practices & the Solution
Warehouse and Business Intelligence : Challenges, Best Practices & the Solution Prepared by datagaps http://www.datagaps.com http://www.youtube.com/datagaps http://www.twitter.com/datagaps Contact contact@datagaps.com
More informationBest Practices in Enterprise Data Governance
Best Practices in Enterprise Data Governance Scott Gidley and Nancy Rausch, SAS WHITE PAPER SAS White Paper Table of Contents Introduction.... 1 Data Governance Use Case and Challenges.... 1 Collaboration
More information<Insert Picture Here> Master Data Management
Master Data Management 김대준, 상무 Master Data Management Team MDM Issues Lack of Enterprise-level data code standard Region / Business Function Lack of data integrity/accuracy Difficulty
More informationBetter Data is Everyone s Job! Using Data Governance to Accelerate the Data Driven Organization
Better Data is Everyone s Job! Using Data Governance to Accelerate the Data Driven Organization Intros - Name - Interest / Challenge - Role Data Governance is a Business Function Data governance should
More informationHow to Create a Business Focused Data Quality Assessment. Dylan Jones, Editor/Community Manager editor@dataqualitypro.com
How to Create a Business Focused Data Quality Assessment Dylan Jones, Editor/Community Manager editor@dataqualitypro.com Why Do We Need a Data Quality Assessment? We need to perform a data quality assessment
More informationEnterprise Data Management
Enterprise Data Management - The Why/How/Who - The business leader s role in data management Maria Villar, Managing Partner Business Data Leadership Introduction Good Data is necessary for all business
More informationPrincipal MDM Components and Capabilities
Principal MDM Components and Capabilities David Loshin Knowledge Integrity, Inc. 1 Agenda Introduction to master data management The MDM Component Layer Model MDM Maturity MDM Functional Services Summary
More informationEnterprise Data Quality Dashboards and Alerts: Holistic Data Quality
Enterprise Data Quality Dashboards and Alerts: Holistic Data Quality Jay Zaidi Bonnie O Neil (Fannie Mae) Data Governance Winter Conference Ft. Lauderdale, Florida November 16-18, 2011 Agenda 1 Introduction
More informationTen Steps to Quality Data and Trusted Information
Ten Steps to Quality Data and Trusted Information ABSTRACT Do these situations sound familiar? Your company is involved in a data integration project such as building a data warehouse or migrating several
More informationRequest for Information Page 1 of 9 Data Management Applications & Services
Request for Information Page 1 of 9 Data Management Implementation Analysis and Recommendations About MD Anderson M. D. Anderson is a component of the University of Texas System and was created by the
More informationBusiness Performance & Data Quality Metrics. David Loshin Knowledge Integrity, Inc. loshin@knowledge-integrity.com (301) 754-6350
Business Performance & Data Quality Metrics David Loshin Knowledge Integrity, Inc. loshin@knowledge-integrity.com (301) 754-6350 1 Does Data Integrity Imply Business Value? Assumption: improved data quality,
More informationKnowledgent White Paper Series. Developing an MDM Strategy WHITE PAPER. Key Components for Success
Developing an MDM Strategy Key Components for Success WHITE PAPER Table of Contents Introduction... 2 Process Considerations... 3 Architecture Considerations... 5 Conclusion... 9 About Knowledgent... 10
More informationBest Practices for Managing and Monitoring SAS Data Management Solutions. Gregory S. Nelson
Best Practices for Managing and Monitoring SAS Data Management Solutions Gregory S. Nelson President and CEO ThotWave Technologies, Chapel Hill, North Carolina ABSTRACT... 1 INTRODUCTION... 1 UNDERSTANDING
More informationCustomer Case Studies on MDM Driving Real Business Value
Customer Case Studies on MDM Driving Real Business Value Dan Gage Oracle Master Data Management Master Data has Domain Specific Requirements CDI (Customer, Supplier, Vendor) PIM (Product, Service) Financial
More informationThank you for attending the MDM for the Enterprise Seminar Series!
Thank you for attending the MDM for the Enterprise Seminar Series! Please do not distribute this presentations without permission from the speaker (see contact information within.) This is just intended
More informationProduct to Customer. through MDM. Presented by Luminita Vollmer, MBA, CDMP, CBIP
Product to Customer A Fundamental Change through MDM Presented by Luminita Vollmer, MBA, CDMP, CBIP May 1, 2012 Atlanda, GA EDW 2012 Contents Introduction The Focus of the Presentation Disclaimer The story
More informationMichael Briles Senior Solution Manager Enterprise Information Management SAP Labs LLC
Session Code: 906 Spotlight on Information Governance and Johnson & Johnson s use of SAP NetWeaver Master Data Management and Global Data Synchronization Terry Bouziotis Global Consumer Data & Analytics
More informationW H I T E PA P E R : DATA QUALITY
Core Data Services: Basic Components for Establishing Business Value W H I T E PA P E R : DATA QUALITY WHITE PAPER: DATA QUALITY Core Data Services: Basic Components for Establishing Business Value 2 INTRODUCTION
More informationSAP BusinessObjects Information Steward
SAP BusinessObjects Information Steward Michael Briles Senior Solution Manager Enterprise Information Management SAP Labs LLC June, 2011 Agenda Challenges with Data Quality and Collaboration Product Vision
More informationEnterprise Data Management
TDWI research TDWI Checklist report Enterprise Data Management By Philip Russom Sponsored by www.tdwi.org OCTOBER 2009 TDWI Checklist report Enterprise Data Management By Philip Russom TABLE OF CONTENTS
More informationAdopting the DMBOK. Mike Beauchamp Member of the TELUS team Enterprise Data World 16 March 2010
Adopting the DMBOK Mike Beauchamp Member of the TELUS team Enterprise Data World 16 March 2010 Agenda The Birth of a DMO at TELUS TELUS DMO Functions DMO Guidance DMBOK functions and TELUS Priorities Adoption
More information5 Best Practices for SAP Master Data Governance
5 Best Practices for SAP Master Data Governance By David Loshin President, Knowledge Integrity, Inc. Sponsored by Winshuttle, LLC 2012 Winshuttle, LLC. All rights reserved. 4/12 www.winshuttle.com Introduction
More informationThe Role of D&B s DUNSRight Process in Customer Data Integration and Master Data Management. Dan Power, D&B Global Alliances March 25, 2007
The Role of D&B s DUNSRight Process in Customer Data Integration and Master Data Management Dan Power, D&B Global Alliances March 25, 2007 Agenda D&B Today and Speaker s Background Overcoming CDI and MDM
More informationMASTER DATA MANAGEMENT IN THE AGE OF BIG DATA
MASTER DATA MANAGEMENT IN THE AGE OF BIG DATA PRESENTED TO IRMAC MAY 15, 2013 STEVE PAPAGIANNIS STEVE.PAPAGIANNIS@SAS.COM 416 307 4620 DEFINITIONS WHAT ARE MASTER AND BIG DATA??? Master data is information
More informationArchitecting for the Internet of Things & Big Data
Architecting for the Internet of Things & Big Data Robert Stackowiak, Oracle North America, VP Information Architecture & Big Data September 29, 2014 Safe Harbor Statement The following is intended to
More informationGetting Started with Data Governance. Philip Russom TDWI Research Director, Data Management June 14, 2012
Getting Started with Data Governance Philip Russom TDWI Research Director, Data Management June 14, 2012 Speakers Philip Russom Director, TDWI Research Daniel Teachey Senior Director of Marketing, DataFlux
More informationOPTIMUS SBR. Optimizing Results with Business Intelligence Governance CHOICE TOOLS. PRECISION AIM. BOLD ATTITUDE.
OPTIMUS SBR CHOICE TOOLS. PRECISION AIM. BOLD ATTITUDE. Optimizing Results with Business Intelligence Governance This paper investigates the importance of establishing a robust Business Intelligence (BI)
More informationMaster Data Management and Data Governance Second Edition
Master Data Management and Data Governance Second Edition Alex Berson Larry Dubov Mc Grauu Hill New York Chicago San Francisco Lisbon London Madrid Mexico City Milan New Delhi San Juan Seoul Singapore
More informationWashington State s Use of the IBM Data Governance Unified Process Best Practices
STATS-DC 2012 Data Conference July 12, 2012 Washington State s Use of the IBM Data Governance Unified Process Best Practices Bill Huennekens Washington State Office of Superintendent of Public Instruction,
More informationENTERPRISE ASSET MANAGEMENT (EAM) The Devil is in the Details CASE STUDY
ENTERPRISE ASSET MANAGEMENT (EAM) The Devil is in the Details CASE STUDY 1 EXECUTIVE SUMMARY Enterprise Asset Management (EAM) is a strategy to provide an optimal approach for the management of the physical
More informationMaster Data Management
Master Data Management Patrice Latinne ULB 30/3/2010 Agenda Master Data Management case study Who & services roadmap definition data How What Why technology styles business 29/03/2010 2 Why Master Data
More informationMaster Your Data and Your Business Using Informatica MDM. Ravi Shankar Sr. Director, MDM Product Marketing
Master Your and Your Business Using Informatica MDM Ravi Shankar Sr. Director, MDM Product Marketing 1 Driven Enterprise Timely Trusted Relevant 2 Agenda Critical Business Imperatives Addressed by MDM
More informationWHITE PAPER. Talend Infosense Solution Brief Master Data Management for Health Care Reference Data
WHITE PAPER Talend Infosense Solution Brief Master Data Management for Health Care Reference Data Table of contents BUSINESS ISSUE: SOCIAL COLLABORATION AND DATA STEWARDSHIP... 5 BUSINESS ISSUE: FEEDBACK
More informationDelivering Smart Answers!
Companion for SharePoint Topic Analyst Companion for SharePoint All Your Information Enterprise-ready Enrich SharePoint, your central place for document and workflow management, not only with an improved
More informationdxhub Denologix MDM Solution Page 1
Most successful large organizations are organized by lines of business (LOB). This has been a very successful way to organize for the accountability of profit and loss. It gives LOB leaders autonomy to
More informationBig Data and Big Data Governance
The First Step in Information Big Data and Big Data Governance Kelle O Neal kelle@firstsanfranciscopartners.com 15-25- 9661 @1stsanfrancisco www.firstsanfranciscopartners.com Table of Contents Big Data
More informationGetting Started with Data Governance
Getting Started with Data Governance Gregory S. Nelson, MMCI, CPHIMS ThotWave Technologies, LLC. 1 2 1 3 Maturation Data Quality Data Access Data Integra6on Governance + MDM Data Management 4 2 Data Governance
More informationFive Fundamental Data Quality Practices
Five Fundamental Data Quality Practices W H I T E PA P E R : DATA QUALITY & DATA INTEGRATION David Loshin WHITE PAPER: DATA QUALITY & DATA INTEGRATION Five Fundamental Data Quality Practices 2 INTRODUCTION
More informationJames Serra Data Warehouse/BI/MDM Architect JamesSerra3@gmail.com JamesSerra.com
James Serra Data Warehouse/BI/MDM Architect JamesSerra3@gmail.com JamesSerra.com Agenda Do you need Master Data Management (MDM)? Why Master Data Management? MDM Scenarios & MDM Hub Architecture Styles
More informationGet More Value from Your Reference Data Make it Meaningful with TopBraid RDM
Get More Value from Your Reference Data Make it Meaningful with TopBraid RDM Bob DuCharme Data Governance and Information Quality Conference June 9 TopQuadrant Company Focus: TopQuadrant was founded in
More informationEnabling Data Quality
Enabling Data Quality Establishing Master Data Management (MDM) using Business Architecture supported by Information Architecture & Application Architecture (SOA) to enable Data Quality. 1 Background &
More informationMDM and Data Warehousing Complement Each Other
Master Management MDM and Warehousing Complement Each Other Greater business value from both 2011 IBM Corporation Executive Summary Master Management (MDM) and Warehousing (DW) complement each other There
More informationData Quality in Retail
SURVEY RESULTS Data Quality in Retail How Data Quality Issues Impact Business Processes and Decisions Across Retail Organizations TRILLIUM SOFTWARE Introduction As consumers share data across multiple
More informationIntegrating MDM and Business Intelligence
Integrating MDM and Business Intelligence Scott Adams Director, Microsoft Business Intelligence Hitachi Consulting UK 1 9 th September 2014 Radisson Blu Portman 22 Portman Square London W1H 7BG United
More informationWhite Paper. Thirsting for Insight? Quench It With 5 Data Management for Analytics Best Practices.
White Paper Thirsting for Insight? Quench It With 5 Data Management for Analytics Best Practices. Contents Data Management: Why It s So Essential... 1 The Basics of Data Preparation... 1 1: Simplify Access
More informationThe ROI of Data Governance: Seven Ways Your Data Governance Program Can Help You Save Money
A DataFlux White Paper Prepared by: Gwen Thomas The ROI of Data Governance: Seven Ways Your Data Governance Program Can Help You Save Money Leader in Data Quality and Data Integration www.dataflux.com
More informationIBM InfoSphere Discovery: The Power of Smarter Data Discovery
IBM InfoSphere Discovery: The Power of Smarter Data Discovery Gerald Johnson IBM Client Technical Professional gwjohnson@us.ibm.com 2010 IBM Corporation Objectives To obtain a basic understanding of the
More informationImplementing a Data Governance Initiative
Implementing a Data Governance Initiative Presented by: Linda A. Montemayor, Technical Director AT&T Agenda AT&T Business Alliance Data Governance Framework Data Governance Solutions: o Metadata Management
More informationMaking Data Work. Florida Department of Transportation October 24, 2014
Making Data Work Florida Department of Transportation October 24, 2014 1 2 Data, Data Everywhere. Challenges in organizing this vast amount of data into something actionable: Where to find? How to store?
More informationD&B Optimizer Powered by Acxiom
D&B Optimizer Powered by Acxiom Increase campaign efficiency, improve response rates, and reveal new opportunities by identifying and enriching more business and commercial records in your databases Enable
More informationMDM Components and the Maturity Model
A DataFlux White Paper Prepared by: David Loshin MDM Components and the Maturity Model Leader in Data Quality and Data Integration www.dataflux.com 877 846 FLUX International +44 (0) 1753 272 020 One common
More informationData Governance in a Siloed Organization
The First Step in Master Data Management Data Governance in a Siloed Organization Kelle O Neal Managing Partner kelle@firstsanfranciscopartners.com Gurinder Bahl Principal Product Manager, Oracle gurinder.bahl@oracle.com
More informationCreating a Business Intelligence Competency Center to Accelerate Healthcare Performance Improvement
Creating a Business Intelligence Competency Center to Accelerate Healthcare Performance Improvement Bruce Eckert, National Practice Director, Advisory Group Ramesh Sakiri, Executive Consultant, Healthcare
More informationGetting started with a data quality program
IBM Software White Paper Information Management Getting started with a data quality program 2 Getting started with a data quality program The data quality challenge Organizations depend on quality data
More informationThe amount of data you have doubles every 12 to 18 months. Information Asset Management that Drives Business Performance Jeremy Pritchard 10/06/2015
Information Asset Management that Drives Business Performance Jeremy Pritchard 1 The amount of data you have doubles every 12 to 18 months Thomas Redman Data-Driven 1 The average amount of inaccurate data
More informationSolutions Master Data Governance Model and Mechanism
www.pwc.com Solutions Master Data Governance Model and Mechanism Executive summary Organizations worldwide are rapidly adopting various Master Data Management (MDM) solutions to address and overcome business
More informationMaster Data Management in Practice. Achieving True Customer MDM. Wiley Corporate F&A
Brochure More information from http://www.researchandmarkets.com/reports/2220030/ Master Data Management in Practice. Achieving True Customer MDM. Wiley Corporate F&A Description: In this book, authors
More information