Data Governance: Are Governance Models Keeping Up?
|
|
- Lauren Bond
- 6 years ago
- Views:
Transcription
1 Data Governance: Are Governance Models Keeping Up? Jim Crompton and Paul Haines Noah Consulting Calgary Data Management Symposium Oct 2016 Copyright 2012 Noah Consulting LLC. All Rights Reserved. Page 1
2 Are Governance Models keeping up with the demand for Analytics? 2 Bottoms Up: Self Service BI Tools + Domain Experience Top Down: Enterprise Dashboards, Holistic Asset Performance, Full Asset Lifecycle 2016 Noah Confidential
3 Are Governance Models Keeping Up?
4 The Audience is Changing 4 Financial & Business Analysts Power users Data Science teams Self-service BI tools for everyone Embedded Analytics 2016 Noah Confidential
5 Self-Service BI: What's Not So Great (Steve Swoyer, TWDI) Self-Service Currently Difficult to Scale Data Integration By Any Other Name Metadata? We Don't Need No Stinkin' Metadata! The Tragedy of the Commons (point-to-point data flows) A Spreadmart in Disguise Working Out the Kinks (auditability, accountability. Regulations) Copyright 2012 Noah Consulting LLC. All Rights Reserved. Page 5
6 Are Algorithms Taking Over the World?
7 What is Governance? Governance refers to "all of processes of governing, whether undertaken by a government, market or network, whether over a family, tribe, formal or informal organization or territory and whether through the laws, norms, power or language." It relates to "the processes of interaction and decisionmaking among the actors involved in a collective problem that lead to the creation, reinforcement, or reproduction of social norms and institutions. (Wikipedia) Copyright 2012 Noah Consulting LLC. All Rights Reserved. Page 7
8 What is Data Governance? Data Governance Framework of people, process & technology that enables, delivers, & sustains to positively affect Data Management Data Governance lets us take ownership of our information as a team where everyone clearly understands their role & the data they are responsible for Data Governance defines expectations, sets authority, & monitors & verifies performance Data Governance identifies what business must do to achieve & sustain known quality Data Governance includes principles & processes, standards & rules, roles & responsibilities Data Stewardship Data Governance Data Quality You can improve Data Quality for a short period of time, but without Data Governance & Data Stewardship, it won t last! Copyright 2015 Noah Consulting LLC. All Rights Reserved Page 9
9 What happens when the business can t find or trust the data it needs to make good business decisions? Is this YOUR company? Can you AFFORD to keep operating this way? Copyright 2015 Noah Consulting LLC. All Rights Reserved Page 4
10 Data Governance a New Type of Agreement Data Governance is not a one-time action carried out by IT but an ongoing, iterative effort in which functional areas agree which data types are most important, then take ownership of their data. Through a coordinated effort, designated roles, & sustainable processes, data quality is improved & maintained. Data Governance is the structure that encourages consistent, desired behavior and establishes how the business makes decisions to define, manage, & maintain high quality data. Copyright 2015 Noah Consulting LLC. All Rights Reserved Page 10
11 But Not Everyone Thinks that Governance is a Good Thing Overly restrictive governance prevents people from getting access to data they need or make needed corrections and updates Less responsive forms of governance fails to react to business challenges Too many standards and rigid structures results in shadow IT solutions as data escapes the control of governance processes Too few standards and loose structures create confusion in data integration and loss of productivity What do I do about legacy data or data recently acquired from mergers and acquisitions??
12 Real Time Real Time Integration / Adapters / APIs Micro Batch Transform Analyze Integration / Adapters / APIs Micro Batch Batch Batch Dimensional Views/ Aggregates Reference Architecture for Modern Data Management Data Access 14 GIS Interpretation Viewer Valuation Model Inventory Completeness Data Completeness Production Dashboard Data Discovery Analytics Reservoir Dashboard Producer Structured Information Store Data Mart #1 Data Mart #2 Data Mart #3 Data Mart #4 Data Mart #5 Wells E&P Structured Data Consumer Logs Surveys Services Wells Logs Facilities Seismic Leases Formation Tops Master Data Service Data Quality Service Exception & Error Handling Backup & DR Security Surveys Facilities Seismic Leases Reservoir Data Production Data Well Tests Bottom Hole Data Schematics Data Reservoir RAW CLEANSED TRANSFORMED HARMONIZED Analytics Sandbox Data Lake SQL Engine Data Factory Real Time Event Engine (In Memory) Batch Processing Ops Machine Learning Workflow/Scheduling Formation Tops Reservoir Data Well Tests Production Data Bottom Hole Data Consulting, An Infosys Company
13 OMG: Isn t There Something Simpler? Consulting, An Infosys Company
14 BECOMING A DATA-DRIVEN ORGANIZATION
15 @Noah Consulting, An Infosys Company 17
16 Do I Really Need Standards & Governance? Not if I am only thinking about me (benefits realized somewhere else) Not if I am in a hurry (standards take too long) Not if I delegate to my preferred supplier (cartel) Not if emerging technologies will take care of my problems (data lakes and data scientists) I can start with a standard and customize it Page 18
17 Data Governance Maturity an Evolution Where is your company? Understand your company s data governance maturity level We think our data is fine We notice some problems We know our problems & are engaged in solution options Standards defined, Processes evolving, Critical data governed Competitive Advantage Unaware Aware Engaged Defined Standards Fully Adopted Copyright 2015 Noah Consulting LLC. All Rights Reserved. Page 19
18 2016 Noah Confidential Data - Core to Business Data Image from the Data Management Book of Knowledge (DMBOK) published by Data Management International (DAMA) Data as an Asset Data as a Decision-Driver Data as a Strategic Differentiator Data Quality is a key factor Data Quality Enablers Data Stewardship Data Governance The weapon of choice here is information, because the more information we have the better we are able to make decisions * * Lt. Col. David Haworth - USAF
19 Data Governance Components Framework Process Workflow Architecture Organizational Model Roadmap Copyright 2015 Noah Consulting LLC. All Rights Reserved. Page 21
20 A Proven Approach A high percentage of Data Governance efforts fail to deliver on the vision or anticipated results Successful & repeated implemented industry relevant Data Governance with significant measurable improvements in data availability & trustworthiness Leverage specific accelerators to boost the efficiency, effectiveness, & business value Client-specific, pragmatic, iterative, adaptive, & phased approach based on proven successes in Data Governance, Data Quality, & Data Management segments Copyright 2015 Noah Consulting LLC. All Rights Reserved Page 22
21 Data Governance Design & Implementation Guiding Principles: Plan for an iterative, evolutionary governance model Set realistic, achievable goals for each iteration Build Monitoring Tools early Deliver Business Value in every iteration Goal of data quality metrics is to drive effective & efficient business processes to support business decisions, not data quality for data quality sake Copyright 2015 Noah Consulting LLC. All Rights Reserved Page 23
22 Data Governance Design & Implementation Real-life Learnings: Big Bang approach to implementing Data Governance rarely works If people can t SEE IT easily, you can t realistically govern it Successes come from a phase approach with a tight focus for each iteration & delivering recognized business value There is no one size fits all engagement model or organizational model Company culture & maturity must be considered before deciding on organization structure & titles Avoid command/control/compliance-focused organization structures when data governance maturity is in early stages Leverage business people who care about data quality & work data corrections Data Quality issues are often traceable to a broken or incomplete Business Processes or a system process involved in authoring/loading the data Information Stewards must not solely be accountable for data quality. Copyright 2015 Noah Consulting LLC. All Rights Reserved Page 22
23 Will the Real Data Scientist Please Stand Up
Data Governance. Mark Plessinger / Julie Evans December /7/2017
Data Governance Mark Plessinger / Julie Evans December 2017 12/7/2017 Agenda Introductions (15) Background (30) Definitions Fundamentals Roadmap (15) Break (15) Framework (60) Foundation Disciplines Engagements
More informationThe Data Governance Journey at Principal
The Data Governance Journey at Principal DAMA Iowa Meeting 9/20/2016 Andrea Jackson, IT Business Analyst, Sr. Sarah Playle, AD Data Quality & Governance Data governance anyone? Agenda Background Business
More informationImportance of the Data Management process in setting up the GDPR within a company CREOBIS
Importance of the Data Management process in setting up the GDPR within a company CREOBIS 1 Alain Cieslik Personal Data is the oil of the digital world 2 Alain Cieslik Personal information comes in different
More informationImproving Data Governance in Your Organization. Faire Co Regional Manger, Information Management Software, ASEAN
Improving Data Governance in Your Organization Faire Co Regional Manger, Information Management Software, ASEAN Topics The Innovation Imperative and Innovating with Information What Is Data Governance?
More informationSTEP Data Governance: At a Glance
STEP Data Governance: At a Glance Master data is the heart of business optimization and refers to organizational data, such as product, asset, location, supplier and customer information. Companies today
More informationApril 17, Ronald Layne Manager, Data Quality and Data Governance
Ensuring the highest quality data is delivered throughout the university providing valuable information serving individual and organizational need April 17, 2015 Ronald Layne Manager, Data Quality and
More informationMetadata Management as a Key Component to Data Governance, Data Stewardship, and Data Quality Management. Wednesday, July 20 th 2016
Metadata Management as a Key Component to Data Governance, Data Stewardship, and Data Quality Management Wednesday, July 20 th 2016 Confidential, Datasource Consulting, LLC 2 Multi-Domain Master Data Management
More informationUniversity of Texas Arlington Data Governance Program Charter
University of Texas Arlington Data Governance Program Charter Document Version: 1.0 Version/Published Date: 11/2016 Table of Contents 1 INTRODUCTION... 3 1.1 PURPOSE OF THIS DOCUMENT... 3 1.2 SCOPE...
More informationData Governance Quick Start
Service Offering Data Governance Quick Start Congratulations! You ve been named the Data Governance Leader Now What? Benefits Accelerate the initiation of your Data Governance program with an industry
More informationAnalytics Fundamentals by Mark Peco
Analytics Fundamentals by Mark Peco All rights reserved. Reproduction in whole or part prohibited except by written permission. Product and company names mentioned herein may be trademarks of their respective
More informationData Governance Toolkit
Data Governance Toolkit George Reynolds, MD, MMM, FAAP, CPHIMS, CHCIO President, HIMSS Nebraska Chapter Interim Vice President, Education. CHIME Principal, Reynolds Healthcare Advisers Agenda The Value
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 informationPERSPECTIVE. Effective Data Governance. Abstract
PERSPECTIVE Effective Governance Abstract governance is no more just another item that is good to talk about and nice to have, for global data management organizations. This PoV looks into why data governance
More informationHow Data Management can put the Science into Data Science. Dr Duncan Irving, Lead Consultant Oil & Gas Digital Energy Journal event, KLCC 2016
How Data Management can put the Science into Data Science Dr Duncan Irving, Lead Consultant Oil & Gas Digital Energy Journal event, KLCC 2016 Big Data and Data Science: disruption and innovation How we
More informationBPS Suite and the OCEG Capability Model. Mapping the OCEG Capability Model to the BPS Suite s product capability.
BPS Suite and the OCEG Capability Model Mapping the OCEG Capability Model to the BPS Suite s product capability. BPS Contents Introduction... 2 GRC activities... 2 BPS and the Capability Model for GRC...
More informationImplementing a Successful Data Governance Program
Implementing a Successful Data Governance Program Mary Anne Hopper Data Management Consulting Manager SAS #AnalyticsX Data Stewardship #analyticsx SAS Data Management Framework BUSINESS DRIVERS DATA GOVERNANCE
More informationLuncheon Webinar Series April 25th, Governance for ETL Presented by Beate Porst Sponsored By:
Luncheon Webinar Series April 25th, 2014 Governance for ETL Presented by Beate Porst Sponsored By: 1 Governance for ETL Questions and suggestions regarding presentation topics? - send to editor@dsxchange.com
More informationSymantec Data Center Transformation
Symantec Data Center Transformation A holistic framework for IT evolution As enterprises become increasingly dependent on information technology, the complexity, cost, and performance of IT environments
More informationSolving the Enterprise Data Dilemma
Solving the Enterprise Data Dilemma Harmonizing Data Management and Data Governance to Accelerate Actionable Insights Learn More at erwin.com Is Our Company Realizing Value from Our Data? If your business
More informationSAP Agile Data Preparation Simplify the Way You Shape Data PUBLIC
SAP Agile Data Preparation Simplify the Way You Shape Data Introduction SAP Agile Data Preparation Overview Video SAP Agile Data Preparation is a self-service data preparation application providing data
More informationData Stewardship Core by Maria C Villar and Dave Wells
Data Stewardship Core by Maria C Villar and Dave Wells All rights reserved. Reproduction in whole or part prohibited except by written permission. Product and company names mentioned herein may be trademarks
More informationThe Data Catalog The Key to Managing Data, Big and Small. April Reeve May
The Data Catalog The Key to Managing Data, Big and Small April Reeve May 18 2017 April Reeve Thirty years doing data oriented stuff Data Management disciplines Data Integration, Data Governance, Data Modeling,
More informationThree Key Challenges Facing ISPs and Their Enterprise Clients
Three Key Challenges Facing ISPs and Their Enterprise Clients GRC, enterprise services, and ever-evolving hybrid infrastructures are all dynamic and significant challenges to the ISP s enterprise clients.
More informationEXIN BCS SIAM Foundation. Sample Exam. Edition
EXIN BCS SIAM Foundation Sample Exam Edition 201704 Copyright EXIN Holding B.V. and BCS, 2017. All rights reserved. EXIN is a registered trademark. SIAM is a registered trademark. ITIL is a registered
More informationTransforming IT: From Silos To Services
Transforming IT: From Silos To Services Chuck Hollis Global Marketing CTO EMC Corporation http://chucksblog.emc.com @chuckhollis IT is being transformed. Our world is changing fast New Technologies New
More information2 The IBM Data Governance Unified Process
2 The IBM Data Governance Unified Process The benefits of a commitment to a comprehensive enterprise Data Governance initiative are many and varied, and so are the challenges to achieving strong Data Governance.
More informationData Governance Central to Data Management Success
Data Governance Central to Data Success International Anne Marie Smith, Ph.D. DAMA International DMBOK Editorial Review Board Primary Contributor EWSolutions, Inc Principal Consultant and Director of Education
More informationTDWI Data Governance Fundamentals: Managing Data as an Asset
TDWI Data Governance Fundamentals: Managing Data as an Asset Training Details Training Time : 1 Day Capacity : 10 Prerequisites : There are no prerequisites for this course. About Training About Training
More informationTrillium Consulting. Data Governance. Optimizing Business Outcomes through Data and Information Assets
Trillium Consulting Data Governance Optimizing Business Outcomes through Data and Information Assets DAMA Indiana Winter Meeting Indianapolis, Indiana January 20, 2011 Jim Orr, Global Director Enterprise
More informationDATACENTER SERVICES DATACENTER
SERVICES SOLUTION SUMMARY ALL CHANGE React, grow and innovate faster with Computacenter s agile infrastructure services Customers expect an always-on, superfast response. Businesses need to release new
More informationDATA STEWARDSHIP BODY OF KNOWLEDGE (DSBOK)
DATA STEWARDSHIP BODY OF KNOWLEDGE (DSBOK) Release 2.2 August 2013. This document was created in collaboration of the leading experts and educators in the field and members of the Certified Data Steward
More informationOptim. Optim Solutions for Data Governance. R. Kudžma Information management technical sales
Optim Solutions for Data Governance R. Kudžma Information management technical sales kudzma@lt.ibm.com IBM Software Group 10/23/2009 2008 IBM Corporation What is Data Governance Data Governance is the
More informationThe #1 Key to Removing the Chaos. in Modern Analytical Environments
October/2018 Advanced Data Lineage: The #1 Key to Removing the Chaos in Modern Analytical Environments Claudia Imhoff, Ph.D. Sponsored By: Table of Contents Executive Summary... 1 Data Lineage Introduction...
More informationMaking hybrid IT simple with Capgemini and Microsoft Azure Stack
Making hybrid IT simple with Capgemini and Microsoft Azure Stack The significant evolution of cloud computing in the last few years has encouraged IT leaders to rethink their enterprise cloud strategy.
More informationData Governance: Data Usage Labeling and Enforcement in Adobe Cloud Platform
Data Governance: Data Usage Labeling and Enforcement in Adobe Cloud Platform Contents What is data governance? Why data governance? Data governance roles. The Adobe Cloud Platform advantage. A framework
More informationFluentd + MongoDB + Spark = Awesome Sauce
Fluentd + MongoDB + Spark = Awesome Sauce Nishant Sahay, Sr. Architect, Wipro Limited Bhavani Ananth, Tech Manager, Wipro Limited Your company logo here Wipro Open Source Practice: Vision & Mission Vision
More informationThe Rules of Subsurface Analytics Jane McConnell, Practice Partner Oil and Gas, Teradata DEJ KL, 4 October 2017
The Rules of Subsurface Analytics Jane McConnell, Practice Partner Oil and Gas, Teradata DEJ KL, 4 October 2017 Agenda Why subsurface analytics is different The Rules Rule 1: Right People Rule 2: Right
More informationINTRODUCTION TO DATA GOVERNANCE AND STEWARDSHIP
INTRODUCTION TO DATA GOVERNANCE AND STEWARDSHIP Best Practices to Improve the Quality of Your Customer Data Why Data Governance and Stewardship? 3 Devoting resources to data quality pays dividends 1: Assess
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 informationMAPR DATA GOVERNANCE WITHOUT COMPROMISE
MAPR TECHNOLOGIES, INC. WHITE PAPER JANUARY 2018 MAPR DATA GOVERNANCE TABLE OF CONTENTS EXECUTIVE SUMMARY 3 BACKGROUND 4 MAPR DATA GOVERNANCE 5 CONCLUSION 7 EXECUTIVE SUMMARY The MapR DataOps Governance
More informationCA ERwin Data Profiler
PRODUCT BRIEF: CA ERWIN DATA PROFILER CA ERwin Data Profiler CA ERWIN DATA PROFILER HELPS ORGANIZATIONS LOWER THE COSTS AND RISK ASSOCIATED WITH DATA INTEGRATION BY PROVIDING REUSABLE, AUTOMATED, CROSS-DATA-SOURCE
More informationRandy House Vice President of Health Informatics. Saint Luke s Health System. Lynsey McNeal Director Data of Governance. Saint Luke s Health System
Randy House Vice President of Health Informatics Saint Luke s Health System Lynsey McNeal Director Data of Governance Saint Luke s Health System Advancing along the Information Governance Maturity Curve
More informationLosing Control: Controls, Risks, Governance, and Stewardship of Enterprise Data
Losing Control: Controls, Risks, Governance, and Stewardship of Enterprise Data an eprentise white paper tel: 407.591.4950 toll-free: 1.888.943.5363 web: www.eprentise.com Author: Helene Abrams www.eprentise.com
More informationModern Database Architectures Demand Modern Data Security Measures
Forrester Opportunity Snapshot: A Custom Study Commissioned By Imperva January 2018 Modern Database Architectures Demand Modern Data Security Measures GET STARTED Introduction The fast-paced, ever-changing
More informationImproving Your Business with Oracle Data Integration See How Oracle Enterprise Metadata Management Can Help You
Improving Your Business with Oracle Data Integration See How Oracle Enterprise Metadata Management Can Help You Özgür Yiğit Oracle Data Integration, Senior Manager, ECEMEA Safe Harbor Statement The following
More information"Charting the Course... Certified Information Systems Auditor (CISA) Course Summary
Course Summary Description In this course, you will perform evaluations of organizational policies, procedures, and processes to ensure that an organization's information systems align with overall business
More informationThe Value of Data Governance for the Data-Driven Enterprise
Solution Brief: erwin Data governance (DG) The Value of Data Governance for the Data-Driven Enterprise Prepare for Data Governance 2.0 by bringing business teams into the effort to drive data opportunities
More informationWHO SHOULD ATTEND? ITIL Foundation is suitable for anyone working in IT services requiring more information about the ITIL best practice framework.
Learning Objectives and Course Descriptions: FOUNDATION IN IT SERVICE MANAGEMENT This official ITIL Foundation certification course provides you with a general overview of the IT Service Management Lifecycle
More informationISO / IEC 27001:2005. A brief introduction. Dimitris Petropoulos Managing Director ENCODE Middle East September 2006
ISO / IEC 27001:2005 A brief introduction Dimitris Petropoulos Managing Director ENCODE Middle East September 2006 Information Information is an asset which, like other important business assets, has value
More informationThe strategic advantage of OLAP and multidimensional analysis
IBM Software Business Analytics Cognos Enterprise The strategic advantage of OLAP and multidimensional analysis 2 The strategic advantage of OLAP and multidimensional analysis Overview Online analytical
More informationLow Friction Data Warehousing WITH PERSPECTIVE ILM DATA GOVERNOR
Low Friction Data Warehousing WITH PERSPECTIVE ILM DATA GOVERNOR Table of Contents Foreword... 2 New Era of Rapid Data Warehousing... 3 Eliminating Slow Reporting and Analytics Pains... 3 Applying 20 Years
More informationPETRONAS E&P Technical Data Quality Metrics Initiative Going Green with Data
PETRONAS E&P Technical Data Quality s Initiative Going Green with Data Hassan B Sabirin Regulatory Compliance & Technical Assurance, Technical Data Petroleum Management Unit (PMU) PETRONAS E&P Digital
More informationData Governance Data Usage Labeling and Enforcement in Adobe Experience Platform
Contents What is data governance? Why data governance? Data governance roles The Adobe Experience Platform advantage A framework for data governance Data usage patterns Data governance in action Conclusion
More informationEUROPEAN ICT PROFESSIONAL ROLE PROFILES VERSION 2 CWA 16458:2018 LOGFILE
EUROPEAN ICT PROFESSIONAL ROLE PROFILES VERSION 2 CWA 16458:2018 LOGFILE Overview all ICT Profile changes in title, summary, mission and from version 1 to version 2 Versions Version 1 Version 2 Role Profile
More informationThe Emerging Data Lake IT Strategy
The Emerging Data Lake IT Strategy An Evolving Approach for Dealing with Big Data & Changing Environments bit.ly/datalake SPEAKERS: Thomas Kelly, Practice Director Cognizant Technology Solutions Sean Martin,
More informationASG WHITE PAPER DATA INTELLIGENCE. ASG s Enterprise Data Intelligence Solutions: Data Lineage Diving Deeper
THE NEED Knowing where data came from, how it moves through systems, and how it changes, is the most critical and most difficult task in any data management project. If that process known as tracing data
More informationTHE STATE OF DATA QUALITY
THE STATE OF DATA QUALITY HOW TO START A DATA QUALITY PROGRAM Organizations claim to make decisions based on data, but are they really? Ask a few simple questions of the data they are using for those presumed
More informationIncentives for IoT Security. White Paper. May Author: Dr. Cédric LEVY-BENCHETON, CEO
White Paper Incentives for IoT Security May 2018 Author: Dr. Cédric LEVY-BENCHETON, CEO Table of Content Defining the IoT 5 Insecurity by design... 5 But why are IoT systems so vulnerable?... 5 Integrating
More informationARC VIEW. Critical Industries Need Active Defense and Intelligence-driven Cybersecurity. Keywords. Summary. By Sid Snitkin
ARC VIEW DECEMBER 7, 2017 Critical Industries Need Active Defense and Intelligence-driven Cybersecurity By Sid Snitkin Keywords Industrial Cybersecurity, Risk Management, Threat Intelligence, Anomaly &
More informationExperiences in Data Quality
Experiences in Data Quality MIT IQIS 2010 Annette Pence July 14-16, 2010 Approved for Public Release: 10-0686 Distribution Unlimited As a public interest company, MITRE works in partnership with the government
More informationPredictive Insight, Automation and Expertise Drive Added Value for Managed Services
Sponsored by: Cisco Services Author: Leslie Rosenberg December 2017 Predictive Insight, Automation and Expertise Drive Added Value for Managed Services IDC OPINION Competitive business leaders are challenging
More informationfor TOGAF Practitioners Hands-on training to deliver an Architecture Project using the TOGAF Architecture Development Method
Course Syllabus for 3 days Expert led Enterprise Architect hands-on training "An Architect, in the subtlest application of the word, describes one able to engage and arrange all elements of an environment
More informationGlobal Geographic Information Systems
Global Geographic Information Systems There Is No Democracy in Spatial Data Management* *Stay tuned to find out why Ellen West Nodwell Global GIS Manager It is a greater good discussion but some people
More informationSYMANTEC: SECURITY ADVISORY SERVICES. Symantec Security Advisory Services The World Leader in Information Security
SYMANTEC: SECURITY ADVISORY SERVICES Symantec Security Advisory Services The World Leader in Information Security Knowledge, as the saying goes, is power. At Symantec we couldn t agree more. And when it
More informationRealizing the Full Potential of MDM 1
Realizing the Full Potential of MDM SOLUTION MDM Augmented with Data Virtualization INDUSTRY Applicable to all Industries EBSITE www.denodo.com PRODUCT OVERVIE The Denodo Platform offers the broadest access
More informationMake information work to your advantage.*
Advisory Consulting Make information work to your advantage.* Help reduce operating costs, respond to competitive pressures, and improve collaboration. pwc.com *connectedthinking (Year) PwC copyright statement
More informationModule 3. Overview of TOGAF 9.1 Architecture Development Method (ADM)
Module 3 Overview of TOGAF 9.1 Architecture Development Method (ADM) TOGAF 9.1 Structure The Architecture Development Method (ADM) Needs of the business shape non-architectural aspects of business operation
More informationINTELLIGENCE DRIVEN GRC FOR SECURITY
INTELLIGENCE DRIVEN GRC FOR SECURITY OVERVIEW Organizations today strive to keep their business and technology infrastructure organized, controllable, and understandable, not only to have the ability to
More informationInstitute of Internal Auditors 2019 CONNECT WITH THE IIA CHICAGO #IIACHI
Institute of Internal Auditors 2019 CONNECT WITH THE IIA CHICAGO CHAPTER: @IIACHI #IIACHI WWW.FACEBOOK.COM/IIACHICAGO HTTPS://WWW.LINKEDIN.COM/GROUPS/1123977 1 CAE Communications and Common Audit Committee
More informationEnabling efficiency through Data Governance: a phased approach
Enabling efficiency through Data Governance: a phased approach Transform your process efficiency, decision-making, and customer engagement by improving data accuracy An Experian white paper Enabling efficiency
More informationData Modeling Whitepaper DATA MODELING IS A FORM OF DATA GOVERNANCE BY ROBERT S. SEINER
Data Modeling Whitepaper DATA MODELING IS A FORM OF DATA GOVERNANCE BY ROBERT S. SEINER TABLE OF CONTENTS 3 Introduction 4 Three Actions of Governing Data 4 Governing the Action of Defining Data 5 Relating
More informationUsing ITIL to Measure Your BCP
Using ITIL to Measure Your BCP 1 Agenda ITIL v3 Overview Why Use ITIL ITIL Continual Improvement Process Critical Success Factors and Key Performance Indicators Creating Metrics Scoring System Sample BCP
More informationOregon SQL Welcomes You to SQL Saturday Oregon
Oregon SQL Welcomes You to SQL Saturday Oregon 2012-11-03 Introduction to SQL Server 2012 MDS and DQS Peter Myers Bitwise Solutions Presenter Introduction Peter Myers BI Expert, Bitwise Solutions BBus,
More informationSan Francisco Chapter. Cassius Downs Network Edge LLC
Cassius Downs Network Edge LLC ITIL History ITIL Books V3 Objectives Business Benefits of V3 V3 Changes Training & Certification V2 or V3? Summary 2 Version 1 31 books developed in the 1980 s Focus: Technology
More informationHow Turner Broadcasting can avoid the Seven Deadly Sins That. Can Cause a Data Warehouse Project to Fail. Robert Milton Underwood, Jr.
How Turner Broadcasting can avoid the Seven Deadly Sins That Can Cause a Data Warehouse Project to Fail Robert Milton Underwood, Jr. 2000 Robert Milton Underwood, Jr. Page 2 2000 Table of Contents Section
More informationIBM Industry Model support for a data lake architecture
IBM Industry Models IBM Industry Model support for a data lake architecture Version 1.0 P a g e 1 Contents 1 Introduction... 3 1.1 About this document... 3 1.2 What this document means as a data lake...
More informationTHE ESSENCE OF DATA GOVERNANCE ARTICLE
THE ESSENCE OF ARTICLE OVERVIEW The availability of timely and accurate data is an essential element of the everyday operations of many organizations. Equally, an inability to capitalize on data assets
More informationDrawing the Big Picture
Drawing the Big Picture Multi-Platform Data Architectures, Queries, and Analytics Philip Russom TDWI Research Director for Data Management August 26, 2015 Sponsor 2 Speakers Philip Russom TDWI Research
More informationIntegrating ITIL and COBIT 5 to optimize IT Process and service delivery. Johan Muliadi Kerta
Integrating ITIL and COBIT 5 to optimize IT Process and service delivery Johan Muliadi Kerta Measurement is the first step that leads to control and eventually to improvement. If you can t measure something,
More informationCyber Defense Maturity Scorecard DEFINING CYBERSECURITY MATURITY ACROSS KEY DOMAINS
Cyber Defense Maturity Scorecard DEFINING CYBERSECURITY MATURITY ACROSS KEY DOMAINS Cyber Defense Maturity Scorecard DEFINING CYBERSECURITY MATURITY ACROSS KEY DOMAINS Continual disclosed and reported
More informationCOURSE BROCHURE. COBIT5 FOUNDATION Training & Certification
COURSE BROCHURE COBIT5 FOUNDATION Training & Certification What is COBIT5? COBIT 5 (Control Objectives for Information and Related Technology) is an international open standard that defines requirements
More informationSustainable Security Operations
Sustainable Security Operations Optimize processes and tools to make the most of your team s time and talent The number and types of security incidents organizations face daily are steadily increasing,
More informationIT123: SABSA Foundation Training
IT123: SABSA Foundation Training IT123 Rev.002 CMCT COURSE OUTLINE Page 1 of 8 Training Description: SABSA is the world s leading open security architecture framework and methodology. SABSA is a top-tobottom
More information1 Master Data Validation with cbs MDV
1 Master Data Validation with cbs MDV In the age of digitalization, Industry 4.0 and Internet of things (IoT) master data as digital copy of the real business objects like products, customers, suppliers,
More informationMicrosoft SharePoint Server 2013 Plan, Configure & Manage
Microsoft SharePoint Server 2013 Plan, Configure & Manage Course 20331-20332B 5 Days Instructor-led, Hands on Course Information This five day instructor-led course omits the overlap and redundancy that
More informationMaking the Impossible Possible
Making the Impossible Possible Find and Eliminate Data Errors with Automated Discovery and Data Lineage Introduction Organizations have long struggled to identify and take advantage of opportunities for
More informationTraining & Certification Guide
Training & Certification Guide Pragmatic EA Ltd December 2010 Version 2.0.5 Part of the Pragmatic Family Cutting Architecture To the Bone Contents INTRODUCTION 3 What is PEAF 3 Aim of this document 3 Non-Commercial
More informationAccelerate Your Enterprise Private Cloud Initiative
Cisco Cloud Comprehensive, enterprise cloud enablement services help you realize a secure, agile, and highly automated infrastructure-as-a-service (IaaS) environment for cost-effective, rapid IT service
More informationGOVERNING HADOOP (AND THE DATA LAKE)
GOVERNING HADOOP (AND THE DATA LAKE) DAMA-RMC Discussion Lowell W. Fryman, CBIP-CDMP Practice Principle lowell.fryman@collibra.com April 20, 2017 2017 Collibra Inc DAMA-RMC Discussion Agenda Do we need
More informationAVOIDING SILOED DATA AND SILOED DATA MANAGEMENT
AVOIDING SILOED DATA AND SILOED DATA MANAGEMENT Dalton Cervo Author, Consultant, Data Management Expert March 2016 This presentation contains extracts from books that are: Copyright 2011 John Wiley & Sons,
More informationEmpowering Self-Service Capabilities with Agile Analytics
Empowering Self-Service Capabilities with Agile Analytics Paul Segal, Teradata Corporation, San Diego, California Tho Nguyen, Teradata Corporation, Raleigh, North Carolina Bob Matsey Teradata Corporation,
More informationStrategy & Planning: Data Governance & Data Quality
Strategy & Planning: Data Governance & Data Quality April 30, 2017 In the era of big data and data science, most commercial and nonprofit organizations realize the potential power of data in accelerating
More informationConducting a Self-Assessment of a Long-Term Archive for Interdisciplinary Scientific Data as a Trustworthy Digital Repository
Conducting a Self-Assessment of a Long-Term Archive for Interdisciplinary Scientific Data as a Trustworthy Digital Repository Robert R. Downs and Robert S. Chen Center for International Earth Science Information
More informationIn 2017, the Auditor General initiated an audit of the City s information technology infrastructure and assets.
REPORT FOR ACTION IT Infrastructure and IT Asset Management Review: Phase 1: Establishing an Information Technology Roadmap to Guide the Way Forward for Infrastructure and Asset Management Date: January
More informationTECHNOLOGY BRIEF: CA ERWIN DATA PROFILER. Combining Data Profiling and Data Modeling for Better Data Quality
TECHNOLOGY BRIEF: CA ERWIN DATA PROFILER Combining Data Profiling and Data Modeling for Better Data Quality Table of Contents Executive Summary SECTION 1: CHALLENGE 2 Reducing the Cost and Risk of Data
More informationVirtuoso Infotech Pvt. Ltd.
Virtuoso Infotech Pvt. Ltd. About Virtuoso Infotech Fastest growing IT firm; Offers the flexibility of a small firm and robustness of over 30 years experience collectively within the leadership team Technology
More informationSEMANTIC NETWORK AND SEARCH IN VEHICLE ENGINEERING
Martin Sturm, Sylke Rosenplaenter SEMANTIC NETWORK AND SEARCH IN VEHICLE ENGINEERING From Concept to Deployment Vehicle Design Operations & System Development GM Europe Engineering Adam Opel AG www.opel.com
More informationSelling Improved Testing
Selling Improved Testing Reducing Customer Pain Technology Advance Partners Technology Advance Partners is a software services consulting firm with deep experience in Information Technology management,
More informationHow to Become a DATA GOVERNANCE EXPERT
How to Become a DATA GOVERNANCE EXPERT You re already a data expert. You ve been working with enterprise data for years. You ve seen the good, the bad, and the downright ugly. And you ve watched the business
More informationThe Fine Art of Creating A Transformational Cyber Security Strategy
SESSION ID: CXO-R11 The Fine Art of Creating A Transformational Cyber Security Strategy Jinan Budge Principal Security & Risk Analyst Forrester Research Andrew Rose Chief Security Officer Vocalink, A Mastercard
More information