Download Data Models - DATAVERSITY

EWSolutions
Scoping Meta Data
Management
Mark W. Mosley
Principal Consultant
[email protected]
Enterprise Data World 2010
Enterprise Warehousing Solutions, Inc.
© 2010 All Rights Reserved
www.EWSolutions.com
© 2010 Enterprise Warehousing Solutions, Inc.
page 1
Strategic Partner & Systems Integrator
Intelligent Business Intelligencesm
About the Speaker
Mark Mosley, CDMP, is a Principal Consultant with
EWSolutions and a leading expert in enterprise
information management (EIM). As a consultant,
manager and data architect, Mark has established
successful data governance programs, developed
enterprise data models, and implemented data
warehouses, BI environments and managed meta
data environments (MMEs).
Mark served as Development Editor for The DAMA Guide to the Data
Management Body of Knowledge (DAMA-DMBOK Guide) and the DAMA
Dictionary of Data Management. He is the author of the DAMA-DMBOK
Framework white paper (available at www.dama.org) and articles
published by the EIM Institute and Real World Decision Support electronic
newsletters. Mark is the 2009 recipient of the DAMA International
Community Award. You can email Mark at [email protected].
www.EWSolutions.com
© 2010 Enterprise Warehousing Solutions, Inc.
page 2
Strategic Partner & Systems Integrator
Intelligent Business Intelligencesm
EWSolutions
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Enterprise Information Management (EIM) strategic consulting partner and
full-service systems integrator
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Meta Data Management, Information Architecture, Data Governance,
Information Quality, Business Intelligence/Data Warehousing (BI/DW)
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David Marco, founder and president
Large commercial, non-profit & federal government clients
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Award-winning implementations at the FBI and Dept. of Defense
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Business-driven, iterative methodologies
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Thought leadership: books, articles, electronic newsletters, workshops,
certification training, industry surveys, professional associations
www.EWSolutions.com
© 2010 Enterprise Warehousing Solutions, Inc.
page 3
Strategic Partner & Systems Integrator
Intelligent Business Intelligencesm
EWSolutions Clients
FBI
Corning Cable Systems
Department United States
Of Defense Transportation
Command
Driehaus
Capital
Management
www.EWSolutions.com
© 2010 Enterprise Warehousing Solutions, Inc.
Thomson Consumer
Electronics (RCA)
page 4
Strategic Partner & Systems Integrator
Intelligent Business Intelligencesm
Agenda
 Introduction
 Meta Data Subject Areas
 Meta Data Management Drivers
 Meta Data Sources
 Repository Support
www.EWSolutions.com
© 2010 Enterprise Warehousing Solutions, Inc.
page 5
Strategic Partner & Systems Integrator
Intelligent Business Intelligencesm
What Is Meta Data?
 Metadata or Meta-data or Meta Data?
 “Data about data”
 “Data about information and technology assets”
 Data about business data meaning
 Data about technical data structure, heritage and usage
 Data about business processes
 Data about information systems and applications
 Data about information technology infrastructure
www.EWSolutions.com
© 2010 Enterprise Warehousing Solutions, Inc.
page 6
Strategic Partner & Systems Integrator
Intelligent Business Intelligencesm
Meta Data is Data About …
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Data structures
Business semantics
Data stewardship
Reference data values
Data quality metrics
Data security
Data movement and
transformations
Business intelligence
reporting and analysis
Application data access
www.EWSolutions.com
© 2010 Enterprise Warehousing Solutions, Inc.
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page 7
Documents and their
information content
Business processes
Applications and software
Legacy systems
Project portfolio
Technology infrastructure
Enterprise architecture
Strategic Partner & Systems Integrator
Intelligent Business Intelligencesm
Why Manage Meta Data?

Meta data provides context that enables people to turn
data into information, guiding analysis and decisions

Meta data is the key to managing data assets

Meta data is the foundation of data governance

Meta data is the glue that enables enterprise integration

Meta data is also a valuable enterprise asset!
www.EWSolutions.com
© 2010 Enterprise Warehousing Solutions, Inc.
page 8
Strategic Partner & Systems Integrator
Intelligent Business Intelligencesm
Meta Data Management
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Standardizing, consolidating, reconciling, controlling and delivering
easy access to high quality meta data
Part of a comprehensive Enterprise Information Mgmt. (EIM) program
DAMA-DMBOK Framework
Data Governance
Data
Development
Data
Governance
Data
Security
Management
Document &
Content
Management
Data
Warehousing
& Business
Intelligence
Management
Database
Operations
Management
Data Architecture
Information
Quality
Management
Reference &
Master Data
Management
Data
Warehousing
& Business
Intelligence
Database
Management
Unstructured
Data
Management
EIM Services
Meta Data
Management
Data
Architecture
Management
Data Stewardship
Data
Quality
Management
EIM Framework
Meta Data Management
Information Security Management
Reference &
Master Data
Management
Reference
& Master
Data
Copyright © 2008 DAMA International
www.EWSolutions.com
© 2010 Enterprise Warehousing Solutions, Inc.
Transactio
n Data
Business
Intelligenc
e Data
Unstructured &
Semi-Structured
Data
Copyright © 2008 EWSolutions, Inc.
page 9
Strategic Partner & Systems Integrator
Intelligent Business Intelligencesm
Managed Meta Data Environment (MME)
Managed Meta Data Environment (MME):
the architectural components, people and processes
required to properly and systematically
gather, retain, and disseminate meta data
throughout the enterprise.
David Marco
www.EWSolutions.com
© 2010 Enterprise Warehousing Solutions, Inc.
page 10
Strategic Partner & Systems Integrator
Intelligent Business Intelligencesm
Managed Meta Data Environment (MME)
Meta Data
Creation
• DBMS Catalog
• Modeling Tools
• ETL Tools
• BI Tools
• Sys Dev Tools
• Sys Mgmt Tools
• Spreadsheets
• Documents
• XML
• Msgs / Xctns
• Applications
• External Data
• Direct Entry
Meta Data
Usage
Meta Data
Integration
Meta Data
Delivery
Meta Data Model
Meta Data
Repository
• Query & Browse
• Reports
• Spreadsheets
• Documents
• Web Pages
• Meta Data Marts
• BI Tools
• Modeling Tools
• Sys Dev Tools
• ETL Tools
• Sys Mgmt Tools
• XML
• Applications
Meta Data Control
• Strategy / Policy
• Roles & Responsibilities
• Organization
• Resources & Skills
www.EWSolutions.com
© 2010 Enterprise Warehousing Solutions, Inc.
• Standards
• Architecture
• Meta Model
• Integrity Procedures
page 11
• Quality Assurance
• Security
• Training
• Metrics
Strategic Partner & Systems Integrator
Intelligent Business Intelligencesm
Defining Your MME Roadmap
 You can’t address everything at once!
 Too many different kinds of meta data
 Too many different sources
 Too many different user constituencies
 Too many different uses
 You need to take a phased, incremental and
iterative approach
 You need to prioritize and manage scope
 Focus first on what provides the best return
 Then gradually broaden your focus and services
www.EWSolutions.com
© 2010 Enterprise Warehousing Solutions, Inc.
page 12
Strategic Partner & Systems Integrator
Intelligent Business Intelligencesm
The Zachman Framework
THE ZACHMAN FRAMEWORK FOR ENTERPRISE ARCHITECTURE
SCOPE
(CONTEXTUAL)
Planner
ENTERPRISE
MODEL
(CONCEPTUAL)
Owner
SYSTEM MODEL
(LOGICAL)
Designer
TECHNOLOGY
MODEL
(PHYSICAL)
Builder
DETAILED
REPRESENTATIONS
DATA
What
FUNCTION
How
NETWORK
Where
Things Important
To the Business
Processes
Performed
Business
Locations
Entity = Business Thing
Function = Business Process
Node = Location Site
Semantic Model
Business Process Model
Business Logistics
System
Ent = Business Entity
Rel = Business Relationship
Logical Data Model
Ent = Data Entity
Rel = Data Relationship
Proc = Business Process
I/O = Business Resources
Important
Organizations
Work Flow Model
Node = Business Location
Link = Business Linkage
Distributed System
Architecture
Proc = Application Function
I/O = User Views
Node = IS Function
Link = Line Characteristics
System Design
Proc = Computer Function
I/O = Data Elements/Sets
Program
Data Definition
People = Organization Unit
Work = Work Product
Human Interface
Architecture
Technology Architecture
Node = Hardware/Software
Link = Line Specifications
Network Architecture
TIME
When
MOTIVATION
Why
Events Significant
To the Business
Business
Goals and
Strategy
People = Major Organization Time = Major Business Event Ends/Means = Business Goal
Application Architecture
Physical Data Model
Ent = Segment/Table
Rel = Pointer/Key
PEOPLE
Who
TM
People = Role
Work = Deliverable
Presentation Architecture
People = User
Work = Screen Format
Security Architecture
Master Schedule
Time = Business Event
Cycle = Business Cycle
Processing Schedule
Time = System Event
Cycle = Processing Cycle
Control Structure
Time = Execute
Cycle = Component Cycle
Timing Definition
Business Plan
End = Business Objective
Means = Business Strategy
Business Rule Model
End = Structural Assertion
Means = Action Assertion
Rule Design
End = Condition
Means = Action
Rule Design
(OUT – OF- CONTEXT)
Sub - Contractor
Ent = Field
Rel = Address
FUNCTIONING
ENTERPRISE
Proc = Language Statement
I/O = Control Block
Data
DATA
What
Node = Addresses
Link = Protocols
Function
Network
FUNCTION
How
NETWORK
Where
People = Identity
Work = Job
Organization
PEOPLE
Who
Time = Interrupt
Cycle = Machine Cycle
Schedule
TIME
When
End = Sub-Condition
Means = Step
Strategy
SCOPE
(CONTEXTUAL)
Planner
ENTERPRISE
MODEL
(CONCEPTUAL)
Owner
SYSTEM MODEL
(LOGICAL)
Designer
TECHNOLOGY
MODEL
(PHYSICAL)
Builder
DETAILED
REPRESENTATIONS
(OUT - OF - CONTEXT)
Sub - Contractor
FUNCTIONING
ENTERPRISE
MOTIVATION
Why
© Copyright 1986, 2008 John Zachman, Zachman International
www.EWSolutions.com
© 2010 Enterprise Warehousing Solutions, Inc.
page 13
Strategic Partner & Systems Integrator
Intelligent Business Intelligencesm
A Meta Data Subject Area Framework
Data Stewardship
Data Models
Process Models
Business Models
Stewards, Roles, Teams,
Councils, Representation,
Responsibility Assignments
Entities, Relationships,
Attributes, Subject Areas,
Terms, Business Definitions
Functions, Activities, Tasks,
Steps, Roles, Inputs, Outputs,
Workflow, Business Rules
Divisions, Departments,
Locations, Resources,
Goals, CSFs, Strategies
Reference Data Values
Data Structures
Application Software
Portfolios
Internal & External Codes,
Labels, Domain Values,
Meaning, Usage Rules
Databases, Files,
Tables, Columns, Views,
Indexes, Performance, Security
Requirements, Design, Testing,
UML, Java, Web Services,
SOA, Wrappers, Reuse
Applications, Projects,
Programs, Costs, Benefits,
Status, Issues
Data Quality
Data Integration
Appl. Data Access
Technology Models
Rules, Defects, Metrics,
Key Performance Indicators,
Service Level Agreements
Sources, Targets, Movement,
Transformations, Lineage,
Performance, Errors, EAI,
Migration / Conversion
Views, Queries, Screens,
Reports, Messages,
SQL , XML, MQ
Standards, Protocols,
Products, Architecture
Unstructured Data
Business Intelligence
Legacy Systems
Technology Inventory
Documents, Content,
Taxonomies, Ontologies,
File Plans, Records Retention
Views, Business Definitions,
Queries, Reports, Analytics,
Users, Performance
COBOL, Restructuring,
Reuse, Componentization
Hardware, Software,
Networks, Configurations,
Licenses
www.EWSolutions.com
© 2010 Enterprise Warehousing Solutions, Inc.
page 14
Strategic Partner & Systems Integrator
Intelligent Business Intelligencesm
Data Structures Meta Data
Data Structures
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Sourced from:
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Databases, Files,
Tables, Columns, Views,
Indexes, Performance, Security
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Data about:
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Database objects
Files and fields
Technical specifications --- type & length
Business names and definitions
Instance statistics
Users, roles, groups, privileges
www.EWSolutions.com
© 2010 Enterprise Warehousing Solutions, Inc.
page 15
DBMS System Catalogs
Physical Data Models
SQL DDL Specifications
COBOL VSAM File Layouts
XML Specifications
Used by:
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Database administrators
Application programmers
Quality assurance testers
Business professionals
Strategic Partner & Systems Integrator
Intelligent Business Intelligencesm
Data Modeling Meta Data
Data Models
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Sourced from:
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Entities, Relationships,
Attributes, Subject Areas,
Terms, Business Definitions
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Used by:
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Data about:
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Modeling tools
Business glossaries
Business professionals
Data administrators
Application programmers
Business entities and data attributes
Business relationships and rules
Business concepts, terms and definitions
Subject areas
Semantic models (ontologies)
Model versions
www.EWSolutions.com
© 2010 Enterprise Warehousing Solutions, Inc.
page 16
Strategic Partner & Systems Integrator
Intelligent Business Intelligencesm
Data Stewardship Meta Data
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Data Stewardship
Sourced from:
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Stewards, Roles, Teams,
Councils, Representation,
Responsibility Assignments
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Used by:
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Data about:
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Spreadsheets
Extended Data Modeling
Tools
Direct Entry into Repository
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Data stewards
Data administrators
Stewardship roles
Stewardship appointments
Data governance organizations and participants
Subject area and business entity stewardship responsibility assignments
Tenure (start date / end date)
www.EWSolutions.com
© 2010 Enterprise Warehousing Solutions, Inc.
page 17
Strategic Partner & Systems Integrator
Intelligent Business Intelligencesm
Reference Data Values Meta Data
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Sourced from:
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Reference Data Values
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Internal and External Codes,
Domain Values, Labels,
Meaning, Usage Rules
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Used by:
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Data about:
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Internal reference data
External reference data
Domain values
Codes, labels, business definitions
Code cross-references
Synonyms
Usage rules
www.EWSolutions.com
© 2010 Enterprise Warehousing Solutions, Inc.
Spreadsheets
Extended Data Modeling Tools
Master Data Management Applications
Direct Entry into Repository
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page 18
Business professionals
Data stewards
Data administrators
Strategic Partner & Systems Integrator
Intelligent Business Intelligencesm
Data Integration Meta Data
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Sourced from:
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Data Integration
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Sources, Targets,
Transformations, Lineage,
Performance, Errors, EAI,
Migration / Conversion
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Sources and target mappings
Transformations
Data Lineage
ETL job performance and errors
EAI procedures
Migrations and conversions
www.EWSolutions.com
© 2010 Enterprise Warehousing Solutions, Inc.
Used by:
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Data about:
page 19
ETL Tools
Spreadsheets
Extended Data Modeling Tools
Code
Direct Entry into Repository
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IT Professionals
Data administrators
Business professionals
Data stewards
Strategic Partner & Systems Integrator
Intelligent Business Intelligencesm
Business Intelligence Meta Data
Business Intelligence
Data Views, Definitions,
Queries, Reports, Usage,
Performance
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Sourced from:
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Used by:
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BI Tools
Spreadsheets
Business professionals
DW/BI administrators
Data about:
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Business user views of data
Business data definitions
Saved queries
Reports
Data access and usage
Query performance
www.EWSolutions.com
© 2010 Enterprise Warehousing Solutions, Inc.
page 20
Strategic Partner & Systems Integrator
Intelligent Business Intelligencesm
Data Quality Meta Data
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Data Quality
Sourced from:
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Rules, Defects, Metrics,
Key Performance Indicators,
Service Level Agreements
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Used by:
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Data about:
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Data quality profiling tools
Spreadsheets
Data quality administrators
Database administrators
Data stewards
Data quality requirements and rules
Data quality standards / SLAs
Data quality defect statistics
Data quality management metrics
www.EWSolutions.com
© 2010 Enterprise Warehousing Solutions, Inc.
page 21
Strategic Partner & Systems Integrator
Intelligent Business Intelligencesm
Unstructured Data Meta Data
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Sourced from:
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Unstructured Data
Documents, Content,
Taxonomies, Ontologies,
File Plans, Records Retention
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Used by:
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Data about:
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Enterprise content management (ECM)
Records management tools
XML
Spreadsheets
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Data quality administrators
Database administrators
Data stewards
Documents - text, reports, diagrams, images, photos, video, audio recordings
Paper and electronic documents / files
Document “envelope” meta data – format, size, location,
Document information content meta data – classifications, keywords
Ontologies, taxonomies and file plans
Record retention schedule
www.EWSolutions.com
© 2010 Enterprise Warehousing Solutions, Inc.
page 22
Strategic Partner & Systems Integrator
Intelligent Business Intelligencesm
Process Modeling Meta Data
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Sourced from:
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Process Models
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Functions, Activities, Tasks,
Steps, Roles, Inputs, Outputs,
Workflow, Business Rules
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Used by:
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Data about:
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Process modeling tools
Workflow design tools
Application development tools
Spreadsheets
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Business professionals
Enterprise architects
System analysts
Functions, activities, tasks, steps
Roles and responsibilities
Inputs and outputs
Predecessors and antecedents
Workflow logic and business rules
www.EWSolutions.com
© 2010 Enterprise Warehousing Solutions, Inc.
page 23
Strategic Partner & Systems Integrator
Intelligent Business Intelligencesm
Application Software Meta Data
Application Development
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Requirements, Design, Testing,
UML, Java, Web Services,
SOA, Wrappers, Reuse
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Data about:
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page 24
Application development tools
Object oriented design tools
Code libraries / SCM tools
Testing tools
Used by:
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Business requirements
UML specifications
Application design specifications
SOA standards
Software components
Component reuse
Test plans, scripts, run results
Defects and issues
www.EWSolutions.com
© 2010 Enterprise Warehousing Solutions, Inc.
Sourced from:
Application developers
Strategic Partner & Systems Integrator
Intelligent Business Intelligencesm
Application Data Access Meta Data
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Application Data Access
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Views, Queries, Screens,
Reports, Messages,
SQL, XML, MQ
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Application development tools
Object oriented design tools
XML design tools
Used by:
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Data about:
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Sourced from:
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Application developers
Database administrators
Application data views
Database calls and queries
Application screens and reports
XML file specifications
Bus Messages
www.EWSolutions.com
© 2010 Enterprise Warehousing Solutions, Inc.
page 25
Strategic Partner & Systems Integrator
Intelligent Business Intelligencesm
Legacy Systems Meta Data
Legacy Systems
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Sourced from:
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COBOL, Restructuring,
Reuse, Componentization
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Used by:
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Reverse engineering tools
Code libraries
Application developers
Data about:
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Code and application logic
Program design
Impact analysis
Restructuring and reuse
Components and wrappers
www.EWSolutions.com
© 2010 Enterprise Warehousing Solutions, Inc.
page 26
Strategic Partner & Systems Integrator
Intelligent Business Intelligencesm
Business Modeling Meta Data

Business Models
Organizations, Roles,
Locations, Resources,
Goals, CSFs, Strategies
Sourced from:
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Used by:
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Data about:
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Enterprise modeling tools
Spreadsheets
Business leadership
Business planners
Enterprise architects
Data, data usage, data sources
Business functions, activities and events
Roles, organizations and locations
Goals, objectives, policies, standards
Relationships
www.EWSolutions.com
© 2010 Enterprise Warehousing Solutions, Inc.
page 27
Strategic Partner & Systems Integrator
Intelligent Business Intelligencesm
Portfolio Management Meta Data
Portfolios
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Sourced from:
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Applications, Projects,
Programs, Costs, Benefits,
Status, Issues
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Used by:
Data about:
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Applications
Projects and programs
Costs and benefits
Project status
Project issues
www.EWSolutions.com
© 2010 Enterprise Warehousing Solutions, Inc.
Enterprise modeling tools
Portfolio management tools
Project management tools
Spreadsheets

page 28
Business planners and managers
IT governance programs
Program and project managers
Strategic Partner & Systems Integrator
Intelligent Business Intelligencesm
Technology Models Meta Data
Technical Architecture
Standards, Protocols,
Products, Architecture
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Sourced from:
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Used by:
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Spreadsheets
IT architects and managers
Data about:
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Technology standards and protocols
Technology products and tools
Technology infrastructure design configurations
www.EWSolutions.com
© 2010 Enterprise Warehousing Solutions, Inc.
page 29
Strategic Partner & Systems Integrator
Intelligent Business Intelligencesm
Technology Inventory Meta Data
Technology Inventory
Hardware, Software,
Networks, Configurations,
Service Levels, Problem tickets

Sourced from:
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Used by:
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System management tools
Spreadsheets
IT architects
IT infrastructure service managers
Data about:
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Installed hardware and software
Network configurations
Desktop and server configurations
Service levels and performance data
Problem tickets
www.EWSolutions.com
© 2010 Enterprise Warehousing Solutions, Inc.
page 30
Strategic Partner & Systems Integrator
Intelligent Business Intelligencesm
Prioritizing Meta Data Subject Areas
Data Stewardship
Data Models
Process Models
Business Models
Stewards, Roles, Teams,
Councils, Representation,
Responsibility Assignments
Entities, Relationships,
Attributes, Subject Areas,
Business Definitions
Functions, Activities, Tasks,
Steps, Roles, Inputs, Outputs,
Workflow, Business Rules
Divisions, Departments,
Locations, Resources,
Goals, CSFs, Strategies
Reference Data Values
Data Structures
Application Software
Portfolios
Internal & External Codes,
Labels, Domain Values,
Business Definitions
Databases, Files,
Tables, Columns, Views,
Indexes, Performance, Security
Requirements, Design, Testing,
UML, Java, Web Services, SOA,
Wrappers, Reuse
Applications, Projects,
Programs, Costs, Benefits,
Status, Issues
Data Quality
Data Integration
Appl. Data Access
Technology Models
Rules, Defects, Metrics,
Key Performance Indicators,
Service Level Agreements
Sources, Targets, Movement,
Transformations, Lineage,
Performance, Errors, EAI,
Migration / Conversion
Views, Queries, Screens,
Reports, Messages,
SQL , XML, MQ
Standards, Protocols,
Products, Architecture
Unstructured Data
Business Intelligence
Legacy Systems
Technology Inventory
Documents, Content,
Taxonomies, Ontologies,
File Plans, Records Retention
Views, Business Definitions,
Queries, Reports, Analytics,
Users, Performance
COBOL, Restructuring,
Reuse, Componentization
Hardware, Software,
Networks, Configurations,
Licenses
Phases:
1
www.EWSolutions.com
© 2010 Enterprise Warehousing Solutions, Inc.
2
3
4
page 31
5
6
7
Strategic Partner & Systems Integrator
Intelligent Business Intelligencesm
Some Meta Data Business Drivers
 Business Intelligence & Data Warehousing
 Data Stewardship & Governance
 Application Change Impact Analysis
 Application Integration & Reuse
 Enterprise Architecture
 Master Data Management
 Content Management & Records Management
 Portfolio Management
 Systems Management
www.EWSolutions.com
© 2010 Enterprise Warehousing Solutions, Inc.
page 32
Strategic Partner & Systems Integrator
Intelligent Business Intelligencesm
Data Warehousing & Business Intelligence
Data Stewardship
Data Models
Stewards, Roles, Teams,
Councils, Representation,
Responsibility Assignments
Entities, Relationships,
Attributes, Subject Areas,
Business Definitions
Reference Data Values
Data Structures
Internal & External Codes,
Labels, Domain Values,
Business Definitions
Databases, Files,
Tables, Columns, Views,
Indexes, Performance, Security
Data Quality
Data Integration
Rules, Defects, Metrics,
Key Performance Indicators,
Service Level Agreements
Sources, Targets, Movement,
Transformations, Lineage,
Performance, Errors, EAI,
Migration / Conversion
Business Intelligence
Views, Business Definitions,
Queries, Reports, Analytics,
Users, Performance
www.EWSolutions.com
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Strategic Partner & Systems Integrator
Intelligent Business Intelligencesm
Impact Analysis, Integration & Reuse
Data Models
Process Models
Entities, Relationships,
Attributes, Subject Areas,
Business Definitions
Functions, Activities, Tasks,
Steps, Roles, Inputs, Outputs,
Workflow, Business Rules
Data Structures
Application Software
Databases, Files,
Tables, Columns, Views,
Indexes, Performance, Security
Requirements, Design, Testing,
UML, Java, Web Services,
SOA, Wrappers, Reuse
Data Integration
Appl. Data Access
Sources, Targets, Movement,
Transformations, Lineage,
Performance, Errors, EAI,
Migration / Conversion
Views, Queries, Screens,
Reports, Messages,
SQL , XML, MQ
Business Intelligence
Legacy Systems
Views, Business Definitions,
Queries, Reports, Analytics,
Users, Performance
COBOL, Restructuring,
Reuse, Componentization
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Strategic Partner & Systems Integrator
Intelligent Business Intelligencesm
Enterprise Architecture
Data Stewardship
Data Models
Process Models
Business Models
Stewards, Roles, Teams,
Councils, Representation,
Responsibility Assignments
Entities, Relationships,
Attributes, Subject Areas,
Business Definitions
Functions, Activities, Tasks,
Steps, Roles, Inputs, Outputs,
Workflow, Business Rules
Divisions, Departments,
Locations, Resources,
Goals, CSFs, Strategies
Portfolios
Applications, Projects,
Programs, Costs, Benefits,
Status, Issues
Technology Models
Standards, Protocols,
Products, Architecture
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Strategic Partner & Systems Integrator
Intelligent Business Intelligencesm
Business Drivers
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Strategic Partner & Systems
Integrator
Meta Data Sources
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Strategic Partner & Systems Integrator
Intelligent Business Intelligencesm
Repository Product Support
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Strategic Partner & Systems Integrator
Intelligent Business Intelligencesm
A Meta Data Subject Area Framework
Data Stewardship
Data Models
Process Models
Business Models
Stewards, Roles, Teams,
Councils, Representation,
Responsibility Assignments
Entities, Relationships,
Attributes, Subject Areas,
Business Definitions
Functions, Activities, Tasks,
Steps, Roles, Inputs, Outputs,
Workflow, Business Rules
Divisions, Departments,
Locations, Resources,
Goals, CSFs, Strategies
Reference Data Values
Data Structures
Application Software
Portfolios
Internal & External Codes,
Labels, Domain Values,
Business Definitions
Databases, Files,
Tables, Columns, Views,
Indexes, Performance, Security
Requirements, Design, Testing,
UML, Java, Web Services,
SOA, Wrappers, Reuse
Applications, Projects,
Programs, Costs, Benefits,
Status, Issues
Data Quality
Data Integration
Appl. Data Access
Technology Models
Rules, Defects, Metrics,
Key Performance Indicators,
Service Level Agreements
Sources, Targets, Movement,
Transformations, Lineage,
Performance, Errors, EAI,
Migration / Conversion
Views, Queries, Screens,
Reports, Messages,
SQL , XML, MQ
Standards, Protocols,
Products, Architecture
Unstructured Data
Business Intelligence
Legacy Systems
Technology Inventory
Documents, Content,
Taxonomies, Ontologies,
File Plans, Records Retention
Views, Business Definitions,
Queries, Reports, Analytics,
Users, Performance
COBOL, Restructuring,
Reuse, Componentization
Hardware, Software,
Networks, Configurations,
Licenses
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Strategic Partner & Systems Integrator
Intelligent Business Intelligencesm
Questions
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Strategic Partner & Systems Integrator
Intelligent Business Intelligencesm
EWSolutions, Inc.
15 Spinning Wheel Road,
Suite 330
Hinsdale, IL 60521
Office 630.920.0005
Fax
630.920.0008
http://www.EWSolutions.com
Mark Mosley
Cell 773-732-0625
[email protected]
Enterprise Warehousing Solutions, Inc.
© 2010 All Rights Reserved
www.EWSolutions.com
© 2010 Enterprise Warehousing Solutions, Inc.
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Strategic Partner & Systems
Integrator