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© 2016 ASG Technologies Group, Inc. All rights reserved THE IMPORTANCE OF DATA MODELS IN ENTERPRISE METADATA MANAGEMENT October 19, 2017

THE IMPORTANCE OF DATA MODELS IN ENTERPRISE …ASG Enterprise Data Intelligence Core Capabilities New words here…. 27 01 02 03 05 04 DATA GOVERNANCE Enterprise Metadata, Business

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Page 1: THE IMPORTANCE OF DATA MODELS IN ENTERPRISE …ASG Enterprise Data Intelligence Core Capabilities New words here…. 27 01 02 03 05 04 DATA GOVERNANCE Enterprise Metadata, Business

© 2016 ASG Technologies Group, Inc.All rights reserved

THE IMPORTANCE OF DATA MODELS

IN ENTERPRISE METADATA

MANAGEMENT

October 19, 2017

Page 2: THE IMPORTANCE OF DATA MODELS IN ENTERPRISE …ASG Enterprise Data Intelligence Core Capabilities New words here…. 27 01 02 03 05 04 DATA GOVERNANCE Enterprise Metadata, Business

© 2016 ASG Technologies Group, Inc.All rights reserved

HAPPINESS IS…SOURCE: 10/18/2017 TODAY SHOW – “THE BLUE ZONE OF HAPPINESS” – DAN BUETTNER

• 3 Close Friends

• Get a Dog

• Good Light

• Get Religion

• Get Married…. Stay Married

• Volunteer

• “Money will buy you Happiness… well, it’s more about Financial Security”

• “Our Data Models are now incorporated within our corporate metadata repository”

Page 3: THE IMPORTANCE OF DATA MODELS IN ENTERPRISE …ASG Enterprise Data Intelligence Core Capabilities New words here…. 27 01 02 03 05 04 DATA GOVERNANCE Enterprise Metadata, Business

© 2016 ASG Technologies Group, Inc.All rights reserved

3 POINTS TO REMEMBER SOURCE: 10/19/2017 DAMA NYC – NOONTIME SPEAKER SLOT – MIKE WANYO – ASG TECHNOLOGIES

1. Happiness is individually sought and achievable

Page 4: THE IMPORTANCE OF DATA MODELS IN ENTERPRISE …ASG Enterprise Data Intelligence Core Capabilities New words here…. 27 01 02 03 05 04 DATA GOVERNANCE Enterprise Metadata, Business

© 2016 ASG Technologies Group, Inc.All rights reserved

3 POINTS TO REMEMBER SOURCE: 10/19/2017 DAMA NYC – NOONTIME SPEAKER SLOT – MIKE WANYO – ASG TECHNOLOGIES

1. Happiness is individually sought and achievable

2. Data Models can in be incorporated into your corporate metadata repository

Page 5: THE IMPORTANCE OF DATA MODELS IN ENTERPRISE …ASG Enterprise Data Intelligence Core Capabilities New words here…. 27 01 02 03 05 04 DATA GOVERNANCE Enterprise Metadata, Business

© 2016 ASG Technologies Group, Inc.All rights reserved

3 POINTS TO REMEMBER SOURCE: 10/19/2017 DAMA NYC – NOONTIME SPEAKER SLOT – MIKE WANYO – ASG TECHNOLOGIES

1. Happiness is individually sought and achievable

2. Data Models can in be incorporated into your corporate metadata repository

3. ASG Technologies can provide an overall solution with services to accomplish #2 above and more for your company.

Page 6: THE IMPORTANCE OF DATA MODELS IN ENTERPRISE …ASG Enterprise Data Intelligence Core Capabilities New words here…. 27 01 02 03 05 04 DATA GOVERNANCE Enterprise Metadata, Business

© 2016 ASG Technologies Group, Inc.All rights reserved

Data model imports to the metadata collection

View and search capabilities

Traceability of physical and logical models

End-to-End Data Lineage, impact analysis

Metadata workflow and lifecycle management

AGENDA

Page 7: THE IMPORTANCE OF DATA MODELS IN ENTERPRISE …ASG Enterprise Data Intelligence Core Capabilities New words here…. 27 01 02 03 05 04 DATA GOVERNANCE Enterprise Metadata, Business

© 2016 ASG Technologies Group, Inc.All rights reserved

• ERwin

• IDERA Er-Studio

• IBM InfoSphere Data Architect

• Oracle SQL Developer DM

• SAP Power Designer

• Sparx Enterprise Architect

• Others …

• Forward / Reverse Engineering

• Mapping– Conceptual

– Logical

– Physical

• Data Dictionary Standards

• More …

• Metadata Repository– Data Model

– Business Glossary

– Reference Data

• End-to-End Data Lineage

DATA MODELING LANDSCAPE

DATA MODEL TOOLS DATA MODEL CAPABILITIES EMM

DATA MODELING TO ENTERPRISE METADATA MANAGEMENT – (EMM)

Page 8: THE IMPORTANCE OF DATA MODELS IN ENTERPRISE …ASG Enterprise Data Intelligence Core Capabilities New words here…. 27 01 02 03 05 04 DATA GOVERNANCE Enterprise Metadata, Business

© 2016 ASG Technologies Group, Inc.All rights reserved

• ERwin

• IDERA Er-Studio

• IBM InfoSphere Data Architect

• Oracle SQL Developer DM

• SAP Power Designer

• Sparx Enterprise Architect

• Others …

• Forward / Reverse Engineering

• Mapping– Conceptual

– Logical

– Physical

• Data Dictionary Standards

• More …

• Metadata Repository– Data Model

– Business Glossary

– Reference Data

• End-to-End Data Lineage

DATA MODELING LANDSCAPE

DATA MODEL TOOLS DATA MODEL CAPABILITIES EMM

BASF – “WE DON’T MAKE THE WATER, WE MAKE IT CLEANER” ASG – “WE DON’T MAKE THE DATA MODEL, WE INCORPORATE IT WITHIN YOUR METADATA REPOSITORY”

Page 9: THE IMPORTANCE OF DATA MODELS IN ENTERPRISE …ASG Enterprise Data Intelligence Core Capabilities New words here…. 27 01 02 03 05 04 DATA GOVERNANCE Enterprise Metadata, Business

© 2016 ASG Technologies Group, Inc.All rights reserved

• Business Glossary– Glossary, Contexts, Terms

• Business Packages– Business Rules, Processes, Critical Data

Elements, Policies, Standards

• Business Applications– Application

• Reference Data– Contexts, Concepts, Values, Meanings,

Permissible Values, Hierarchies

• Data Models

– Entities, attributes, relationships, …

• Relational Databases– Tables, Columns, indexes, ...

• Transformations– Task, Maps, Transformations, …

• Business Intelligence– Reports, Cubes, Fields, Maps, …

• Data Structures– Files, fields, …

• Big Data– Tables, Files, Streams, …

Populating the Metadata RepositoryCould be manually input for the content on the left ….

Page 10: THE IMPORTANCE OF DATA MODELS IN ENTERPRISE …ASG Enterprise Data Intelligence Core Capabilities New words here…. 27 01 02 03 05 04 DATA GOVERNANCE Enterprise Metadata, Business

© 2016 ASG Technologies Group, Inc.All rights reserved

• Business Glossary– Glossary, Contexts, Terms

• Business Packages– Business Rules, Processes, Critical Data

Elements, Policies, Standards

• Business Applications– Application

• Reference Data– Contexts, Concepts, Values, Meanings,

Permissible Values, Hierarchies

• Data Models

– Entities, attributes, relationships, …

• Relational Databases– Tables, Columns, indexes, ...

• Transformations– Task, Maps, Transformations, …

• Business Intelligence– Reports, Cubes, Fields, Maps, …

• Data Structures– Files, fields, …

• Big Data– Tables, Files, Streams, …

Populating the Metadata RepositoryCould be manually input for the content on the left …. But not for the content on the right !!

Page 11: THE IMPORTANCE OF DATA MODELS IN ENTERPRISE …ASG Enterprise Data Intelligence Core Capabilities New words here…. 27 01 02 03 05 04 DATA GOVERNANCE Enterprise Metadata, Business

© 2016 ASG Technologies Group, Inc.All rights reserved

Metadata Collection / Import Metadata Collection Architecture – Modelling Bus – (Bi Directional)

Compare

Convert to Standard Format

Tool File

RochadeModelling

Application

Determine Item Names

Names File

Export Existing Items

Rochade File

Import File

Import

• SAG Predict

• ARIS Toolset

• Borland

• CaliberRM

• Together Control/Center

• Casewise Corporate Modeler

• COOL:Biz ; COOL:gen

• PowerDesigner

• ER/Studio

• ERwin

• IBM/Rational

• Data Architect

• Software Modeler (RSM)

• Software Architect (RSA)

• System Architect

• Systems Developer

• Rose

• Rational Rose XDE

• mictroTool case/4/0

Enterprise Architecture

Page 12: THE IMPORTANCE OF DATA MODELS IN ENTERPRISE …ASG Enterprise Data Intelligence Core Capabilities New words here…. 27 01 02 03 05 04 DATA GOVERNANCE Enterprise Metadata, Business

© 2016 ASG Technologies Group, Inc.All rights reserved

Metadata Collection / Import Metadata Collection Architecture – Application Model – Physical and Logical Layer - Process

• Scan in the models

• Define rules and process• Conceptual and Logical entity names should match.

• There has to be a link between physical table with the logical entity in the application model

(as shown in figure)

• Custom work to provide audit reports, dashboards etc. For example:• Find database tables which are based on physical model.

• Find physical model entities which are not implemented in the database.

• Find missing links/mismatches the enterprise model and application models

• Standard model linker will link model to physical data.

• Custom linker is required to create the link between conceptual and logical/physical models.

Page 13: THE IMPORTANCE OF DATA MODELS IN ENTERPRISE …ASG Enterprise Data Intelligence Core Capabilities New words here…. 27 01 02 03 05 04 DATA GOVERNANCE Enterprise Metadata, Business

© 2016 ASG Technologies Group, Inc.All rights reserved

Metadata Repository Data Intelligence Browser – View

Page 14: THE IMPORTANCE OF DATA MODELS IN ENTERPRISE …ASG Enterprise Data Intelligence Core Capabilities New words here…. 27 01 02 03 05 04 DATA GOVERNANCE Enterprise Metadata, Business

© 2016 ASG Technologies Group, Inc.All rights reserved

Metadata Repository Data Intelligence Browser – View

Page 15: THE IMPORTANCE OF DATA MODELS IN ENTERPRISE …ASG Enterprise Data Intelligence Core Capabilities New words here…. 27 01 02 03 05 04 DATA GOVERNANCE Enterprise Metadata, Business

© 2016 ASG Technologies Group, Inc.All rights reserved

Metadata Repository Data Intelligence Browser – Search

Page 16: THE IMPORTANCE OF DATA MODELS IN ENTERPRISE …ASG Enterprise Data Intelligence Core Capabilities New words here…. 27 01 02 03 05 04 DATA GOVERNANCE Enterprise Metadata, Business

© 2016 ASG Technologies Group, Inc.All rights reserved

Metadata Repository Data Intelligence Browser – Search - Account

Page 17: THE IMPORTANCE OF DATA MODELS IN ENTERPRISE …ASG Enterprise Data Intelligence Core Capabilities New words here…. 27 01 02 03 05 04 DATA GOVERNANCE Enterprise Metadata, Business

© 2016 ASG Technologies Group, Inc.All rights reserved

Metadata Repository Data Intelligence MyInfoAssist – Search – Account – Logical and Physical views

Page 18: THE IMPORTANCE OF DATA MODELS IN ENTERPRISE …ASG Enterprise Data Intelligence Core Capabilities New words here…. 27 01 02 03 05 04 DATA GOVERNANCE Enterprise Metadata, Business

© 2016 ASG Technologies Group, Inc.All rights reserved

Metadata Repository Data Intelligence Traceability – Logical and Physical views

Page 19: THE IMPORTANCE OF DATA MODELS IN ENTERPRISE …ASG Enterprise Data Intelligence Core Capabilities New words here…. 27 01 02 03 05 04 DATA GOVERNANCE Enterprise Metadata, Business

© 2016 ASG Technologies Group, Inc.All rights reserved

Metadata Repository Data Intelligence Traceability – Logical Model Reporting

Page 20: THE IMPORTANCE OF DATA MODELS IN ENTERPRISE …ASG Enterprise Data Intelligence Core Capabilities New words here…. 27 01 02 03 05 04 DATA GOVERNANCE Enterprise Metadata, Business

© 2016 ASG Technologies Group, Inc.All rights reserved

IMPLEMENTING DATA LINEAGE

We build out a reverse tracing methodology and base line for comprehensive and accurate end to end data lineage.

Change DetectionBusiness TraceabilityBusiness Glossary

ID Critical Data Scan Lineage

Lineage

Automate

Page 21: THE IMPORTANCE OF DATA MODELS IN ENTERPRISE …ASG Enterprise Data Intelligence Core Capabilities New words here…. 27 01 02 03 05 04 DATA GOVERNANCE Enterprise Metadata, Business

© 2016 ASG Technologies Group, Inc.All rights reserved

Metadata Repository Data Intelligence End to End Zero Gap Data Lineage – Account – Business application view

Page 22: THE IMPORTANCE OF DATA MODELS IN ENTERPRISE …ASG Enterprise Data Intelligence Core Capabilities New words here…. 27 01 02 03 05 04 DATA GOVERNANCE Enterprise Metadata, Business

© 2016 ASG Technologies Group, Inc.All rights reserved

Metadata Repository Data Intelligence End to End Zero Gap Data Lineage – Account – High Level view with Impact Analysis

Page 23: THE IMPORTANCE OF DATA MODELS IN ENTERPRISE …ASG Enterprise Data Intelligence Core Capabilities New words here…. 27 01 02 03 05 04 DATA GOVERNANCE Enterprise Metadata, Business

© 2016 ASG Technologies Group, Inc.All rights reserved

Metadata Repository Data Intelligence End to End Zero Gap Data Lineage – Account – Detailed Level view with ETL and Impact Analysis

Page 24: THE IMPORTANCE OF DATA MODELS IN ENTERPRISE …ASG Enterprise Data Intelligence Core Capabilities New words here…. 27 01 02 03 05 04 DATA GOVERNANCE Enterprise Metadata, Business

© 2016 ASG Technologies Group, Inc.All rights reserved

Metadata Repository Data Intelligence End to End Data Lineage – Account – Detailed Level view – Impact Analysis and Visualization

Page 25: THE IMPORTANCE OF DATA MODELS IN ENTERPRISE …ASG Enterprise Data Intelligence Core Capabilities New words here…. 27 01 02 03 05 04 DATA GOVERNANCE Enterprise Metadata, Business

© 2016 ASG Technologies Group, Inc.All rights reserved

Metadata Repository Data Intelligence End to End Data Lineage – SnapShot – Lineage Comparison – Impact Analysis and Visualization

1) Current WIP Lineage

2) Click to Compare WIP changes with Prod (high level) within the Rochade Browser

3) WIP/Production compare at a column level

Legend:Grey=same in bothRed=DeletedGreen=Added

Page 26: THE IMPORTANCE OF DATA MODELS IN ENTERPRISE …ASG Enterprise Data Intelligence Core Capabilities New words here…. 27 01 02 03 05 04 DATA GOVERNANCE Enterprise Metadata, Business

© 2016 ASG Technologies Group, Inc.All rights reserved

Metadata Repository Data Intelligence Metadata Workflow and lifecycle management

Governance Board

Business &Data Stewards

Page 27: THE IMPORTANCE OF DATA MODELS IN ENTERPRISE …ASG Enterprise Data Intelligence Core Capabilities New words here…. 27 01 02 03 05 04 DATA GOVERNANCE Enterprise Metadata, Business

© 2016 ASG Technologies Group, Inc.All rights reserved

ASG Enterprise Data Intelligence Core Capabilities New words here….

27

01

02

03

05

04

DATA GOVERNANCEEnterprise Metadata, Business

modeling, CDE subscription, Workflow,

Issue management

DATA LINEAGELineage Life Cycle, Snapshot,

Stitching, Impact Analysis, Data

Lineage Appliance

AUTO DATA COLLECTIONApplication discovery &

understanding via 230+ Scanners

for structured & unstructured data

DATA DISCOVERYGlobal search, drill-down

REGS & COMPLIANCE

SUPPORT

Attestation documents and Reports

Page 28: THE IMPORTANCE OF DATA MODELS IN ENTERPRISE …ASG Enterprise Data Intelligence Core Capabilities New words here…. 27 01 02 03 05 04 DATA GOVERNANCE Enterprise Metadata, Business

© 2016 ASG Technologies Group, Inc.All rights reserved

SUMMARY DATA MODELING TO ENTERPRISE METADATA MANAGEMENT

• Automated scanners or buses reduce complexity and increase accuracy

• Look for one solution that can provide full EMM

• Implementation Services will be key

Industry Leading Metadata Best Practices

Services Packages

SaaS Hosting & Maintenance

Metadata Practice

Experts

Training & Consulting

Scanner Development

Custom Development

On-premise & SaaS Implementation Services

Serv

ices

Re

sou

rces

Page 29: THE IMPORTANCE OF DATA MODELS IN ENTERPRISE …ASG Enterprise Data Intelligence Core Capabilities New words here…. 27 01 02 03 05 04 DATA GOVERNANCE Enterprise Metadata, Business

© 2016 ASG Technologies Group, Inc.All rights reserved

3 POINTS TO REMEMBER – QUIZ TIME SOURCE: 10/19/2017 DAMA NYC – NOONTIME SPEAKER SLOT – MIKE WANYO – ASG TECHNOLOGIES

1. Happiness is individually sought and achievable

Page 30: THE IMPORTANCE OF DATA MODELS IN ENTERPRISE …ASG Enterprise Data Intelligence Core Capabilities New words here…. 27 01 02 03 05 04 DATA GOVERNANCE Enterprise Metadata, Business

© 2016 ASG Technologies Group, Inc.All rights reserved

3 POINTS TO REMEMBER SOURCE: 10/19/2017 DAMA NYC – NOONTIME SPEAKER SLOT – MIKE WANYO – ASG TECHNOLOGIES

1. Happiness is individually sought and achievable

2. Data Models can in be incorporated into your corporate metadata repository

Page 31: THE IMPORTANCE OF DATA MODELS IN ENTERPRISE …ASG Enterprise Data Intelligence Core Capabilities New words here…. 27 01 02 03 05 04 DATA GOVERNANCE Enterprise Metadata, Business

© 2016 ASG Technologies Group, Inc.All rights reserved

3 POINTS TO REMEMBER SOURCE: 10/19/2017 DAMA NYC – NOONTIME SPEAKER SLOT – MIKE WANYO – ASG TECHNOLOGIES

1. Happiness is individually sought and achievable

2. Data Models can in be incorporated into your corporate metadata repository

3. ASG Technologies can provide an overall solution with services to accomplish #2 above and more for your company.

Page 32: THE IMPORTANCE OF DATA MODELS IN ENTERPRISE …ASG Enterprise Data Intelligence Core Capabilities New words here…. 27 01 02 03 05 04 DATA GOVERNANCE Enterprise Metadata, Business

QUESTIONS?

Page 33: THE IMPORTANCE OF DATA MODELS IN ENTERPRISE …ASG Enterprise Data Intelligence Core Capabilities New words here…. 27 01 02 03 05 04 DATA GOVERNANCE Enterprise Metadata, Business

© 2016 ASG Technologies Group, Inc.All rights reserved

Mike Wanyo

Strategic Sales Specialist

914.921.7386

[email protected]