SlideShare a Scribd company logo
1 of 63
Download to read offline
1
Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Real-World Data Governance
Using Tools to Advance Your Data Governance Program
Monthly Webinar Series Hosted by DATAVERSITY
Robert S. Seiner – KIK Consulting / TDAN.com
October 15, 2020 – 11:00 a.m. PT / 2:00 p.m. ET
A Strong Finish:
Disposing of Data Securely &
Completely in a Post-Covid World
Data sanitization is the consistently
applied, disciplined process of reliably
and completely removing all data from
a read/write medium so that it can no
longer be read or recovered.
What is Data Sanitization? What Methods Achieve it?
Data Sanitization
Physical
Destruction
Cryptographic
Erasure
Data
Erasure
Blancco Proprietary & Confidential. Do Not Copy or Distribute. Copyright © 2019 Blancco Oy Ltd. All rights reserved.
2
Blancco Proprietary & Confidential. Do Not Copy or Distribute. Copyright © 2019 Blancco Oy Ltd. All rights reserved.
Blancco Proprietary &Confidential. Do not Copy or Distribute. Copyright © 2020 Blancco Technology Group Ltd. All rights Reserved
3
Gartner Hype Cycles for Data Security and Privacy
tells us the timing is now for strategic partnerships
Data Sanitization 2019 &2020
Data Sanitization 2018
Data Sanitization 2017
Data Sanitization 2016
Data Sanitization 2015
& 2020
“growing concerns about
data privacy and security,
leakage, regulatory
compliance, …..are making
robust data sanitization a
core C-level requirement
for all IT organizations”
36%
of the world’s largest
enterprises use
inadequate data
sanitization to prevent
data breaches at
end-of-life
4Blancco Proprietary &Confidential. Do not Copy or Distribute. Copyright © 2020 Blancco Technology Group Ltd. All rights Reserved
Inappropriate data removal methods
X Formatting
X Free software
X Physical destruction without audit
X Overwriting without verification
4% have no method at all to sanitize data!
Large equipment stockpiles
X 57% take longer than 2 weeks before erasing
X 18% left somewhere within the company with no
action
Failure to maintain chain of custody controls
Physical
Destruction
Misconceptions
5Blancco Proprietary & Confidential. Do not Copy or Distribute. Copyright © 2020 Blancco Technology Group Ltd. All rights Reserved
52% believe it is more secure vs other methods
50% believe it is easier &quicker vs other methods
45% believe its cheaper vs other methods
22% don’t have different SSD &HDD processes
HDD SSD
Blancco Proprietary &Confidential. Do not Copy or Distribute. Copyright © 2020 Blancco Technology Group Ltd. All rights Reserved
6
Home Office 2.0
Blancco Proprietary & Confidential. Do Not Copy or Distribute. Copyright © 2019 Blancco Oy Ltd. All rights reserved.
Remote Erasure Options Using
Blancco Solutions Include:
7Blancco Proprietary & Confidential. Do not Copy or Distribute. Copyright © 2020 Blancco Technology Group Ltd. All rights Reserved
All Reports
Deploy Perform Track
Targeting structured data on file andfolder
level using remoteaccess or central scripts.
Erasing assets to NISTPurge on drive level.
(seenextpage for deploymentexamples).
Erase selected LUNs or VMs, or all LUNs in an
entire SAN to NISTClear level.
 Desktop or laptop.
 Windows or Unixservers.
 This includes PCsandServers.
 HDD andSSD.
 Select one asset or target thousands.
 Canbe done from whereverin the world as
long asyou haveremote access.
 Support includes:Windows,Linux,Unix
and virtualizationfrom VM ware, etc.
Onsite erasure is crucial, whether your assets are staying onsite for
redeployment or moving offsite for donation, resale or recycling.
“No equipment leaves our site with data on it.”
-CIO, Fortune 100
Thank You
Get in touch:
fredrik.forslund@blancco.com
Using Tools to Advance Your
Data Governance Program:
Knowledge Graphs Provide Key
Capabilities for Data Governance
TOPQUADRANT COMPANY
FOUNDATION
▪ TopQuadrant was founded in 2001
▪ Strong commitment to standards-based approaches to data / metadata semantics
FOCUS
▪ Making Enterprise information meaningful
▪ Provide comprehensive metadata management and governance solutions using
knowledge graph technologies
Using knowledge graphs for data governance provides a more expansive and
connected view of the most important things to an enterprise.
© Copyright 2019 TopQuadrant Inc. Slide 3
Vocabulary Management
lets organizations create, connect
and use taxonomies and ontologies
Metadata Management
lets organizations govern technical
metadata
Reference Data Management
makes it easy to bring consistency
and accuracy to the use of reference
data across enterprise applications
Business Glossaries
provides a simple starting place for a
data governance initiative
TopBraid Explorer lets a broader
community of data stakeholders
explore information governed by
TopBraid EDG
Customer Defined Asset
Collection Type is an add-on
module that can be added to any of
the packages within TopBraid EDG.
TopBraid Tagger and
AutoClassifier links controlled
vocabulary terms to content. Content
resources can be tagged manually or
auto-tagged using Tagger's AutoClassifier
capabilities.
TopBraid Data Platform provides
high availability TopBraid servers for
continuous operation of business
functions by replicating data across a
cluster of servers
TOPBRAID EDG - GOVERNANCE PACKAGES
TOPBRAID EDG – ADD ON MODULES
TopBraid EDG - the Flexible Way to Grow Your
Enterprise Data Governance Capabilties
Contact us at: info@topquadrant.com
© Copyright 2020 TopQuadrant Inc. Confidential 5
Data Governance in TopBraid EDG
TopBraid EDG includes an information architecture for different
‘asset collections’ that cover hundreds of predefined asset types.
© Copyright 2020 TopQuadrant Inc. Confidential 6
Data Governance in TopBraid EDG
TopBraid EDG includes an information architecture for different
‘asset collections’ that cover hundreds of predefined asset types.
© Copyright 2020 TopQuadrant Inc. Slide 9
Applied Governance: Lineage Model (Knowledge Graph)
for a Patient Discharge Form
Lineage of a Patient
Discharge Form
© Copyright 2020 TopQuadrant Inc. Slide 10
Click on this icon for
physical data flow
details
Click to see more to go to the data
asset (database view)
Representative Governance: Physical Data Flow in
Lineage Model for a Patient Discharge Form
© Copyright 2020 TopQuadrant Inc. Slide 11
Executive Governance: Policies, Roles, Process for
Managing Changes in a Patient Discharge Form
© Copyright 2020 TopQuadrant Inc. Slide 12
Benefits of a Knowledge Graph based
Platform for Data Governance
TopBraid Enterprise Data Governance (EDG):
▪ Is flexible and extensible, based on standards
▪ Integrates reasoning and machine learning
▪ Enables people (UI) and software (APIs/web
services) to view, follow and query
▪ Bridges data and metadata “silos” for
seamless data management
▪ Delivers Knowledge-driven data governance
For more go to: http://www.topquadrant.com/products/topbraid-enterprise-data-governance
© Copyright 2020 TopQuadrant Inc. Slide 13
Key Take Away Points
▪ The goal of data governance is to make it possible to answer important questions
for a range of data stakeholders
– Many different artifacts get produced and used in managing information
– Each contributes its own part of the picture
– Answering most of the key questions requires bringing the whole picture together
▪ Knowledge graphs offer a powerful and adaptive approach for data governance
▪ TopBraid Enterprise Data Governance (TopBraid EDG) is designed to be a
comprehensive, strategic data governance environment that:
– Provides a complete view of data, its meaning and connections from business to technical elements
– Integrates management and governance of both unstructured and structured information
– As a DG “suite of tools”, TopBraid EDG enables you to do more at less cost ($$) – whether you buy
tools from others or build your own
1
Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Real-World Data Governance
Using Tools to Advance Your Data Governance Program
Monthly Webinar Series Hosted by DATAVERSITY
Robert S. Seiner – KIK Consulting / TDAN.com
October 15, 2020 – 11:00 a.m. PT / 2:00 p.m. ET
2
2
Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Using Tools to Advance Your DG Program
Introduction
Real-World Data Governance – Monthly Webinar Series
November 19, 2020 – Master Data Governance in Action
Third Thursday each Month @ 2pm EST – Register at TDAN.com, KIKconsulting.com, DATAVERSITY.net
Non-Invasive Data Governance Book
ISBN 9781935504856 / Technics Publishing / Amazon.com
Speaking @ DATAVERSITY Virtual Events
Enterprise Data World Virtual – October 2020 – Next Week!
Data Governance & Information Quality Conference Virtual – December 2020
Enterprise Data Governance Online – January 2021
Non-Invasive Data Governance / Metadata Governance Online Learning Plans
Available Now: Business Glossaries, Data Dictionaries and Data Catalogs (6 course learning plan)
DATAVERSITY Training Center
https://training.dataversity.net
The Data Administration Newsletter (TDAN.com)
Twice Monthly – Data Articles, Columns, Blogs and Features
Produced by DATAVERSITY – Subscribe for emails
KIK Consulting & Educational Services
New Site: KIKConsulting.com (“Knowledge is King”)
Home of Non-Invasive Data Governance™
3
3
Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• In the webinar I will share:
– Several Easy-to-Build Data Governance Tools
– Customizing These Tools to Address Specific Issues
– How Internally Developed Tools Can Lead to Tool Acquisition
– Knowing When It is Time to Acquire Tools
– Integrating DIY Tools with Acquired Tools
Using Tools to Advance Your DG Program
Abstract
4
4
Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• There are a couple of ways I can address this subject.
– Focus on tools already in your environment or tools you acquire.
– Focus on tools that you can create yourself or leverage in the industry.
• Software Tools
– Data Governance
– Data Catalog
– Metadata Repository
– Data Quality
Using Tools to Advance Your DG Program
Before We Get Started …
• Do-It-Yourself (DIY) Tools
– Spreadsheets
– Matrices / Tables
– Processes
– Standards
5
5
Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Vendors direct us how to use their tools to advance the governance of data:
Using Tools to Advance Your DG Program
Before We Get Started …
Govern Physical Destruction vs. Data Erasure
Permanent Data Removal
Enterprise Knowledge Graphs for Data Governance
Make Information Meaningful
6
6
Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Non-Invasive Data Governance Framework
• Common Data Matrix
• Governance Activity Matrix (RACI)
• Communication Plan Matrix
Using Tools to Advance Your DG Program
Several Easy-to-Build Data Governance Tools/Customize DIY Tools
7
7
Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Non-Invasive Data Governance Framework
– Inspired by the Zachman Framework
– Core Components
– Organizational Levels
– Used to Plan Governance
– Squares filled in with
nouns and verbs that
described the path that
will be taken.
Using Tools to Advance Your DG Program
Several Easy-to-Build Data Governance Tools/Customize DIY Tools
8
8
Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
EXECUTIVE
STRATEGIC
TACTICAL
OPERATIONAL
SUPPORT
Copyright © 2020 – Robert S. Seiner and KIK Consulting & Educational Services, LLC
Levels
Components
ROLES
COMMUNICATIONS
TOOLS
METRICS
PROCESSES
NON-INVASIVE DATA GOVERNANCE™ FRAMEWORK
DATA
LEVELS
EXECUTIVE – SENIOR LEADERSHIP TEAM
STRATEGIC – BUSINESS & TECHNOLOGY MGMT
TACTICAL – SUBJECT MATTER EXPERTISE
OPERATIONAL – DAILY JOB FUNCTION
SUPPORT – FUNCTIONAL MANAGEMENT
COMPONENTS
DATA – ASSETS BEING GOVERNED
ROLES – FORMAL ACCOUNTABILITY
PROCESSES – APPLICATION / ENFORCEMENT
COMMUNICATIONS – EDUC, TRN, AWARENESS
METRICS – MEASUREMENTS and KPIs
TOOLS – ARTIFACTS PURCHASED / DEVELOPED
9
9
Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Framework Components – Governance Core
– Data – Assets Being Governed
– Roles – Formal Accountability
– Processes – Application / Enforcement
– Communications – Education, Training and Awareness
– Metrics – Measurements and Key Performance Indicators (KPIs)
– Tools – Artifacts Purchased & Developed
Using Tools to Advance Your DG Program
Several Easy-to-Build Data Governance Tools/Customize DIY Tools
EXECUTIVE
STRATEGIC
TACTICAL
OPERATIONAL
SUPPORT
Copyright © 2020 – Robert S. Seiner and KIK Consulting & Educational Services, LLC
Levels
Components
ROLES
COMMUNICATIONS
TOOLS
METRICS
PROCESSES
NON-INVASIVE DATA GOVERNANCE™ FRAMEWORK
DATA
LEVELS
EXECUTIVE – SENIOR LEADERSHIP TEAM
STRATEGIC – BUSINESS & TECHNOLOGY MGMT
TACTICAL – SUBJECT MATTER EXPERTISE
OPERATIONAL – DAILY JOB FUNCTION
SUPPORT – FUNCTIONAL MANAGEMENT
COMPONENTS
DATA – ASSETS BEING GOVERNED
ROLES – FORMAL ACCOUNTABILITY
PROCESSES – APPLICATION / ENFORCEMENT
COMMUNICATIONS – EDUC, TRN, AWARENESS
METRICS – MEASUREMENTS and KPIs
TOOLS – ARTIFACTS PURCHASED / DEVELOPED
10
10
Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Framework Levels – Governance Perspective
– Executive – Senior Leadership Team
– Strategic – Business & Technology Management
– Tactical – Subject Matter Expertise
– Operational – Daily Job Function
– Support – Functional Management
– Administrative – Program Guidance
Using Tools to Advance Your DG Program
Several Easy-to-Build Data Governance Tools/Customize DIY Tools
EXECUTIVE
STRATEGIC
TACTICAL
OPERATIONAL
SUPPORT
Copyright © 2020 – Robert S. Seiner and KIK Consulting & Educational Services, LLC
Levels
Components
ROLES
COMMUNICATIONS
TOOLS
METRICS
PROCESSES
NON-INVASIVE DATA GOVERNANCE™ FRAMEWORK
DATA
LEVELS
EXECUTIVE – SENIOR LEADERSHIP TEAM
STRATEGIC – BUSINESS & TECHNOLOGY MGMT
TACTICAL – SUBJECT MATTER EXPERTISE
OPERATIONAL – DAILY JOB FUNCTION
SUPPORT – FUNCTIONAL MANAGEMENT
COMPONENTS
DATA – ASSETS BEING GOVERNED
ROLES – FORMAL ACCOUNTABILITY
PROCESSES – APPLICATION / ENFORCEMENT
COMMUNICATIONS – EDUC, TRN, AWARENESS
METRICS – MEASUREMENTS and KPIs
TOOLS – ARTIFACTS PURCHASED / DEVELOPED
11
11
Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
EXECUTIVE
STRATEGIC
TACTICAL
OPERATIONAL
SUPPORT
Copyright © 2020 – Robert S. Seiner and KIK Consulting & Educational Services, LLC
Levels
Components
ROLES
COMMUNICATIONS
TOOLS
METRICS
PROCESSES
NON-INVASIVE DATA GOVERNANCE™ FRAMEWORK
DATA
LEVELS
EXECUTIVE – SENIOR LEADERSHIP TEAM
STRATEGIC – BUSINESS & TECHNOLOGY MGMT
TACTICAL – SUBJECT MATTER EXPERTISE
OPERATIONAL – DAILY JOB FUNCTION
SUPPORT – FUNCTIONAL MANAGEMENT
COMPONENTS
DATA – ASSETS BEING GOVERNED
ROLES – FORMAL ACCOUNTABILITY
PROCESSES – APPLICATION / ENFORCEMENT
COMMUNICATIONS – EDUC, TRN, AWARENESS
METRICS – MEASUREMENTS and KPIs
TOOLS – ARTIFACTS PURCHASED / DEVELOPED
12
12
Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Endorse
Enforce
Authorize
Direct
Approve
Prioritize
Resolve
EXECUTIVE
STRATEGIC
TACTICAL
OPERATIONAL
SUPPORT
Facilitate
Mediate
Promote
Operate
Manage
Handle
Formalize
Adhere
Enforce
Approve
Act
Acceptance
Participation
Performance
Subject
Quality
Metrics
Accountability
Efficiency
Effectiveness
Collect
Report
Policy
Directive
Audit
Charter
Best Practices
Guidelines
Roadmap
Standards
Requirements
Workflows
Glossary
Dictionary
Catalog
Repository
DG Tools
Metadata Tools
KIK Artifacts
Support
Sponsor
Understand
Status
Evaluate
Commend
Standards
Subject Area
Project
Orientation
Onboard
Ongoing
Plan
Develop
Deliver
Leadership
Steering
Committee
Preside
DG Program
DG Council
Domain Stewards
Data Owners
SMEs
Operational
Data Stewards
Users
Prog Mgmt
Admin
Work Groups
Partners
Copyright © 2020 – Robert S. Seiner and KIK Consulting & Educational Services, LLC
Levels
Components
ROLES
COMMUNICATIONS
TOOLS
METRICS
PROCESSES
NON-INVASIVE DATA GOVERNANCE™ FRAMEWORK
Leadership
Dashboard
KPIs
Enterprise
Performance
Subject Area
X-Business Unit
Business Unit
Function
Accountability
Inventory
Metadata
DATA
LEVELS
EXECUTIVE – SENIOR LEADERSHIP TEAM
STRATEGIC – BUSINESS & TECHNOLOGY MGMT
TACTICAL – SUBJECT MATTER EXPERTISE
OPERATIONAL – DAILY JOB FUNCTION
SUPPORT – FUNCTIONAL MANAGEMENT
COMPONENTS
DATA – ASSETS BEING GOVERNED
ROLES – FORMAL ACCOUNTABILITY
PROCESSES – APPLICATION / ENFORCEMENT
COMMUNICATIONS – EDUC, TRN, AWARENESS
METRICS – MEASUREMENTS and KPIs
TOOLS – ARTIFACTS PURCHASED / DEVELOPED
13
13
Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Framework Usage
– Communicate effective program management.
– Highlight the key terminology that describes approach.
– Address each component by each level.
– Outline metadata that needs to be included in the data catalog.
– Simplify that most everything is considered.
Using Tools to Advance Your DG Program
Several Easy-to-Build Data Governance Tools/Customize DIY Tools
14
14
Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Framework Usage
– Communicate effective program management.
– Highlight the key terminology that describes approach.
– Address each component by each level.
– Outline metadata that needs to be included in the data catalog.
– Simplify that most everything is considered.
Using Tools to Advance Your DG Program
Several Easy-to-Build Data Governance Tools/Customize DIY Tools
To apply order to:
15
15
Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Common Data Matrix
– Inventory and Accountability Matrix
– Cross reference data domains and CDEs to stewardship
– Aligns with glossary, dictionary and glossary use
– Use CDM to demonstrate the need for these tools
– You will love the price!
Using Tools to Advance Your DG Program
Several Easy-to-Build Data Governance Tools/Customize DIY Tools
16
16
Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Using Tools to Advance Your DG Program
Several Easy-to-Build Data Governance Tools/Customize DIY Tools
17
17
Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Using Tools to Advance Your DG Program
Several Easy-to-Build Data Governance Tools/Customize DIY Tools
Focus on the Domains
18
18
Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Using Tools to Advance Your DG Program
Several Easy-to-Build Data Governance Tools/Customize DIY Tools
19
19
Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Using Tools to Advance Your DG Program
Several Easy-to-Build Data Governance Tools/Customize DIY Tools
Focus on the CDEs
20
20
Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Using Tools to Advance Your DG Program
Several Easy-to-Build Data Governance Tools/Customize DIY Tools
21
21
Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Governance Activity Matrix (RACI)
– Formalize data process
– Formalize stewardship of process
– Cross-reference roles to process
– Call out who is responsible, accountable, consulted, informed
– Extend to include amount of time, outcome, deliverable
Using Tools to Advance Your DG Program
Several Easy-to-Build Data Governance Tools/Customize DIY Tools
22
22
Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Using Tools to Advance Your DG Program
Several Easy-to-Build Data Governance Tools/Customize DIY Tools
Note: Align colors of
DIY Tools with
corporate RGB colors.
23
23
Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Using Tools to Advance Your DG Program
Several Easy-to-Build Data Governance Tools/Customize DIY Tools
24
24
Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Communication Plan Matrix
– Orientation, Onboarding, Ongoing communications
– Cross-referenced with roles
– Include:
• Message
• Cadence
• Delivery tool
• Who is responsible to develop
• Who is responsible to deliver
Using Tools to Advance Your DG Program
Several Easy-to-Build Data Governance Tools/Customize DIY Tools
25
25
Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Using Tools to Advance Your DG Program
Several Easy-to-Build Data Governance Tools/Customize DIY Tools
26
26
Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Using Tools to Advance Your DG Program
Several Easy-to-Build Data Governance Tools/Customize DIY Tools
27
27
Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Potential issues associated with DIY tools that impact acquisition:
– Depends on what the DIY tool is / does.
– Depends on tools available that do what the DIY tool does.
– Budget, timing and resources available to deliver and maintain tools.
– Data catalog are not inexpensive, plug-and-play or entirely automated.
– Lack of:
• governance/quality over DIY tool metadata.
• stewardship over DIY tool metadata.
• usage and acceptance of DIY tools.
• perceived and demonstrated value of DIY tools.
Using Tools to Advance Your DG Program
How Internally Developed Tools Can Lead to Tool Acquisition
28
28
Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Things to put in place w/DIY tools that will be needed w/acquired tools:
– Requirements and resources
– Method for collection and maintenance of metadata
– Formalized governance processes
– Formalized stewardship and responsibility
– User acceptance and adoption plans
Using Tools to Advance Your DG Program
How Internally Developed Tools Can Lead to Tool Acquisition
29
29
Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Things to put in place w/DIY tools that will be needed w/acquired tools:
– Standard and consistent way of metadata collection (in spreadsheets)
– Mapping of metadata in DIY tools to acquired tools
– Knowledge of how metadata will be represented (reports, dashboards)
– Knowledge of how the metadata will be used and measurement method
– Change management methods for metadata in DIY (and acquired tools)
Using Tools to Advance Your DG Program
How Internally Developed Tools Can Lead to Tool Acquisition
30
30
Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• It is time to consider acquiring tools when DIY tools …
– Do not have the functionality of the acquired tools.
– Are not accessible by the relevant stewards.
– Do not have the capacity to hold all of the metadata.
– Interoperability of tools becomes an issue.
Using Tools to Advance Your DG Program
Knowing When It is Time to Acquire Tools
31
31
Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• It is time to consider acquiring tools when DIY tools …
– Maintenance costs are greater than the acquisition costs.
– People in the organization are calling for a formal toolset.
– Requirements are defined and budget is available.
– You have outgrown the ability to use tools developed internally.
Using Tools to Advance Your DG Program
Knowing When It is Time to Acquire Tools
32
32
Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Steps to acquire a tool:
– Document required functionality and vendor prerequisites.
– Conduct a market analysis of tools/vendors that meet requirements.
– Conduct Request for Information (RFI) to limit vendors.
– Select tools/vendors you will consider for proposals.
Using Tools to Advance Your DG Program
Knowing When It is Time to Acquire Tools
33
33
Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Steps to acquire a tool:
– Conduct Request for Proposal (RFP) with detailed requirements.
– Evaluate proposals/select tool(s)/vendor(s) for proof of concept (PoC).
– Conduct PoC with selected tools/vendors.
– Contract for the tool with the vendor of choice.
Using Tools to Advance Your DG Program
Knowing When It is Time to Acquire Tools
34
34
Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• DIY Tool Integration Considerations:
– Effort and resources required to deliver integration and maintenance.
– Ability to select metadata to extract in the DIY tool.
– Format of metadata extraction from DIY tool.
– Ability to self-define load of metadata to another tool.
– Representation of imported metadata in another tool.
– Versioning of imported metadata in another tool.
– Governing change management in the DIY tools.
– Ability to automate the extraction and loading process.
Using Tools to Advance Your DG Program
Integrating DIY Tools with Acquired Tools
35
35
Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Any Tool Integration Considerations:
– Effort and resources required to deliver integration and maintenance.
– Ability to select metadata to extract in any tool.
– Format of metadata extraction from any tool.
– Connectors available to load metadata from one tool to another tool.
– Representation of imported metadata in another tool.
– Versioning of imported metadata in another tool.
– Governing change management in the any tools.
– Ability to automate the extraction and loading process.
Using Tools to Advance Your DG Program
Integrating Any Tool with Acquired Tools
36
36
Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Considerations for Purchased Tools:
– Interoperability of tools from the same vendor/within a “suite”
– Resources to deliver and maintain connectivity and interoperability
– Direction of interfaces (to tools and from tools)
– Availability and costs of interfaces/connectors
– Connectivity with other tools in your environment
Using Tools to Advance Your DG Program
Integrating Tools
37
37
Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Considerations for Purchased Tools:
– Options to purchase or lease
– Platform where the metadata is stored (for both)
– Keeping up with releases of both sides of integration
– Change management on both sides of integration
– Automations of the integration
Using Tools to Advance Your DG Program
Integrating Tools
38
38
Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• In the webinar I shared:
– Several Easy-to-Build Data Governance Tools
– Customizing These Tools to Address Specific Issues
– How Internally Developed Tools Can Lead to Tool Acquisition
– Knowing When It is Time to Acquire Tools
– Integrating DIY Tools with Acquired Tools
Using Tools to Advance Your DG Program
Summary
39
39
Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Real-World Data Governance
Questions and Answers
40
40
Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
• Robert S. Seiner
KIK Consulting & Educational Services – KIKconsulting.com
The Data Administration Newsletter – TDAN.com
412.220.9643 rseiner@tdan.com @RSeiner
Real-World Data Governance
Contact Information

More Related Content

What's hot

Business Value Metrics for Data Governance
Business Value Metrics for Data GovernanceBusiness Value Metrics for Data Governance
Business Value Metrics for Data GovernanceDATAVERSITY
 
Webinar: Decoding the Mystery - How to Know if You Need a Data Catalog, a Dat...
Webinar: Decoding the Mystery - How to Know if You Need a Data Catalog, a Dat...Webinar: Decoding the Mystery - How to Know if You Need a Data Catalog, a Dat...
Webinar: Decoding the Mystery - How to Know if You Need a Data Catalog, a Dat...DATAVERSITY
 
How to Strengthen Enterprise Data Governance with Data Quality
How to Strengthen Enterprise Data Governance with Data QualityHow to Strengthen Enterprise Data Governance with Data Quality
How to Strengthen Enterprise Data Governance with Data QualityDATAVERSITY
 
Slides: Data Governance Reality Check
Slides: Data Governance Reality CheckSlides: Data Governance Reality Check
Slides: Data Governance Reality CheckDATAVERSITY
 
Slides: Taking an Active Approach to Data Governance
Slides: Taking an Active Approach to Data GovernanceSlides: Taking an Active Approach to Data Governance
Slides: Taking an Active Approach to Data GovernanceDATAVERSITY
 
Slides: Applying Artificial Intelligence (AI) in All the Right Places in the ...
Slides: Applying Artificial Intelligence (AI) in All the Right Places in the ...Slides: Applying Artificial Intelligence (AI) in All the Right Places in the ...
Slides: Applying Artificial Intelligence (AI) in All the Right Places in the ...DATAVERSITY
 
Building a Data Governance Strategy
Building a Data Governance StrategyBuilding a Data Governance Strategy
Building a Data Governance StrategyAnalytics8
 
Data Governance Strategies - With Great Power Comes Great Accountability
Data Governance Strategies - With Great Power Comes Great AccountabilityData Governance Strategies - With Great Power Comes Great Accountability
Data Governance Strategies - With Great Power Comes Great AccountabilityDATAVERSITY
 
When and How Data Lakes Fit into a Modern Data Architecture
When and How Data Lakes Fit into a Modern Data ArchitectureWhen and How Data Lakes Fit into a Modern Data Architecture
When and How Data Lakes Fit into a Modern Data ArchitectureDATAVERSITY
 
RGA Master Data Management at TDWI St. Louis
RGA Master Data Management at TDWI St. LouisRGA Master Data Management at TDWI St. Louis
RGA Master Data Management at TDWI St. LouisTDWI St. Louis
 
RWDG Slides: Operationalize Data Governance for Business Outcomes
RWDG Slides: Operationalize Data Governance for Business OutcomesRWDG Slides: Operationalize Data Governance for Business Outcomes
RWDG Slides: Operationalize Data Governance for Business OutcomesDATAVERSITY
 
Death of the Dashboard
Death of the DashboardDeath of the Dashboard
Death of the DashboardDATAVERSITY
 
DAMA International Symposium San Diego CA 03-17-2008
DAMA International Symposium San Diego CA 03-17-2008DAMA International Symposium San Diego CA 03-17-2008
DAMA International Symposium San Diego CA 03-17-2008Robert J. Abate, CBIP, CDMP
 
RWDG Slides: Stay Non-Invasive in Your Data Governance Approach
RWDG Slides: Stay Non-Invasive in Your Data Governance ApproachRWDG Slides: Stay Non-Invasive in Your Data Governance Approach
RWDG Slides: Stay Non-Invasive in Your Data Governance ApproachDATAVERSITY
 
Slides: Accelerate and Assure the Adoption of Cloud Data Platforms Using Inte...
Slides: Accelerate and Assure the Adoption of Cloud Data Platforms Using Inte...Slides: Accelerate and Assure the Adoption of Cloud Data Platforms Using Inte...
Slides: Accelerate and Assure the Adoption of Cloud Data Platforms Using Inte...DATAVERSITY
 
DAS Slides: Building a Data Strategy — Practical Steps for Aligning with Busi...
DAS Slides: Building a Data Strategy — Practical Steps for Aligning with Busi...DAS Slides: Building a Data Strategy — Practical Steps for Aligning with Busi...
DAS Slides: Building a Data Strategy — Practical Steps for Aligning with Busi...DATAVERSITY
 
DAS Slides: Building a Future-State Data Architecture Plan - Where to Begin?
DAS Slides: Building a Future-State Data Architecture Plan - Where to Begin?DAS Slides: Building a Future-State Data Architecture Plan - Where to Begin?
DAS Slides: Building a Future-State Data Architecture Plan - Where to Begin?DATAVERSITY
 
Convincing Stakeholders Data Governance Is Essential
Convincing Stakeholders Data Governance Is EssentialConvincing Stakeholders Data Governance Is Essential
Convincing Stakeholders Data Governance Is EssentialDATAVERSITY
 
DAS Slides: Data Virtualization – Separating Myth from Reality
DAS Slides: Data Virtualization – Separating Myth from RealityDAS Slides: Data Virtualization – Separating Myth from Reality
DAS Slides: Data Virtualization – Separating Myth from RealityDATAVERSITY
 
Master Data Management – Aligning Data, Process, and Governance
Master Data Management – Aligning Data, Process, and GovernanceMaster Data Management – Aligning Data, Process, and Governance
Master Data Management – Aligning Data, Process, and GovernanceDATAVERSITY
 

What's hot (20)

Business Value Metrics for Data Governance
Business Value Metrics for Data GovernanceBusiness Value Metrics for Data Governance
Business Value Metrics for Data Governance
 
Webinar: Decoding the Mystery - How to Know if You Need a Data Catalog, a Dat...
Webinar: Decoding the Mystery - How to Know if You Need a Data Catalog, a Dat...Webinar: Decoding the Mystery - How to Know if You Need a Data Catalog, a Dat...
Webinar: Decoding the Mystery - How to Know if You Need a Data Catalog, a Dat...
 
How to Strengthen Enterprise Data Governance with Data Quality
How to Strengthen Enterprise Data Governance with Data QualityHow to Strengthen Enterprise Data Governance with Data Quality
How to Strengthen Enterprise Data Governance with Data Quality
 
Slides: Data Governance Reality Check
Slides: Data Governance Reality CheckSlides: Data Governance Reality Check
Slides: Data Governance Reality Check
 
Slides: Taking an Active Approach to Data Governance
Slides: Taking an Active Approach to Data GovernanceSlides: Taking an Active Approach to Data Governance
Slides: Taking an Active Approach to Data Governance
 
Slides: Applying Artificial Intelligence (AI) in All the Right Places in the ...
Slides: Applying Artificial Intelligence (AI) in All the Right Places in the ...Slides: Applying Artificial Intelligence (AI) in All the Right Places in the ...
Slides: Applying Artificial Intelligence (AI) in All the Right Places in the ...
 
Building a Data Governance Strategy
Building a Data Governance StrategyBuilding a Data Governance Strategy
Building a Data Governance Strategy
 
Data Governance Strategies - With Great Power Comes Great Accountability
Data Governance Strategies - With Great Power Comes Great AccountabilityData Governance Strategies - With Great Power Comes Great Accountability
Data Governance Strategies - With Great Power Comes Great Accountability
 
When and How Data Lakes Fit into a Modern Data Architecture
When and How Data Lakes Fit into a Modern Data ArchitectureWhen and How Data Lakes Fit into a Modern Data Architecture
When and How Data Lakes Fit into a Modern Data Architecture
 
RGA Master Data Management at TDWI St. Louis
RGA Master Data Management at TDWI St. LouisRGA Master Data Management at TDWI St. Louis
RGA Master Data Management at TDWI St. Louis
 
RWDG Slides: Operationalize Data Governance for Business Outcomes
RWDG Slides: Operationalize Data Governance for Business OutcomesRWDG Slides: Operationalize Data Governance for Business Outcomes
RWDG Slides: Operationalize Data Governance for Business Outcomes
 
Death of the Dashboard
Death of the DashboardDeath of the Dashboard
Death of the Dashboard
 
DAMA International Symposium San Diego CA 03-17-2008
DAMA International Symposium San Diego CA 03-17-2008DAMA International Symposium San Diego CA 03-17-2008
DAMA International Symposium San Diego CA 03-17-2008
 
RWDG Slides: Stay Non-Invasive in Your Data Governance Approach
RWDG Slides: Stay Non-Invasive in Your Data Governance ApproachRWDG Slides: Stay Non-Invasive in Your Data Governance Approach
RWDG Slides: Stay Non-Invasive in Your Data Governance Approach
 
Slides: Accelerate and Assure the Adoption of Cloud Data Platforms Using Inte...
Slides: Accelerate and Assure the Adoption of Cloud Data Platforms Using Inte...Slides: Accelerate and Assure the Adoption of Cloud Data Platforms Using Inte...
Slides: Accelerate and Assure the Adoption of Cloud Data Platforms Using Inte...
 
DAS Slides: Building a Data Strategy — Practical Steps for Aligning with Busi...
DAS Slides: Building a Data Strategy — Practical Steps for Aligning with Busi...DAS Slides: Building a Data Strategy — Practical Steps for Aligning with Busi...
DAS Slides: Building a Data Strategy — Practical Steps for Aligning with Busi...
 
DAS Slides: Building a Future-State Data Architecture Plan - Where to Begin?
DAS Slides: Building a Future-State Data Architecture Plan - Where to Begin?DAS Slides: Building a Future-State Data Architecture Plan - Where to Begin?
DAS Slides: Building a Future-State Data Architecture Plan - Where to Begin?
 
Convincing Stakeholders Data Governance Is Essential
Convincing Stakeholders Data Governance Is EssentialConvincing Stakeholders Data Governance Is Essential
Convincing Stakeholders Data Governance Is Essential
 
DAS Slides: Data Virtualization – Separating Myth from Reality
DAS Slides: Data Virtualization – Separating Myth from RealityDAS Slides: Data Virtualization – Separating Myth from Reality
DAS Slides: Data Virtualization – Separating Myth from Reality
 
Master Data Management – Aligning Data, Process, and Governance
Master Data Management – Aligning Data, Process, and GovernanceMaster Data Management – Aligning Data, Process, and Governance
Master Data Management – Aligning Data, Process, and Governance
 

Similar to RWDG Slides: Using Tools to Advance Your Data Governance Program

RWDG Slides: Building Data Governance Through Data Stewardship
RWDG Slides: Building Data Governance Through Data StewardshipRWDG Slides: Building Data Governance Through Data Stewardship
RWDG Slides: Building Data Governance Through Data StewardshipDATAVERSITY
 
Rethink Your 2021 Data Management Strategy with Data Virtualization (ASEAN)
Rethink Your 2021 Data Management Strategy with Data Virtualization (ASEAN)Rethink Your 2021 Data Management Strategy with Data Virtualization (ASEAN)
Rethink Your 2021 Data Management Strategy with Data Virtualization (ASEAN)Denodo
 
The Role of Metadata in a Data Governance Program
The Role of Metadata in a Data Governance ProgramThe Role of Metadata in a Data Governance Program
The Role of Metadata in a Data Governance ProgramDATAVERSITY
 
Building Resiliency and Agility with Data Virtualization for the New Normal
Building Resiliency and Agility with Data Virtualization for the New NormalBuilding Resiliency and Agility with Data Virtualization for the New Normal
Building Resiliency and Agility with Data Virtualization for the New NormalDenodo
 
Data Governance Best Practices, Assessments, and Roadmaps
Data Governance Best Practices, Assessments, and RoadmapsData Governance Best Practices, Assessments, and Roadmaps
Data Governance Best Practices, Assessments, and RoadmapsDATAVERSITY
 
Organising the Data Lake - Information Management in a Big Data World
Organising the Data Lake - Information Management in a Big Data WorldOrganising the Data Lake - Information Management in a Big Data World
Organising the Data Lake - Information Management in a Big Data WorldDataWorks Summit/Hadoop Summit
 
Big Data Management: A Unified Approach to Drive Business Results
Big Data Management: A Unified Approach to Drive Business ResultsBig Data Management: A Unified Approach to Drive Business Results
Big Data Management: A Unified Approach to Drive Business ResultsCA Technologies
 
DAS Slides: Emerging Trends in Data Architecture — What’s the Next Big Thing?
DAS Slides: Emerging Trends in Data Architecture — What’s the Next Big Thing?DAS Slides: Emerging Trends in Data Architecture — What’s the Next Big Thing?
DAS Slides: Emerging Trends in Data Architecture — What’s the Next Big Thing?DATAVERSITY
 
ADV Slides: Modern Analytic Data Architecture Maturity Modeling
ADV Slides: Modern Analytic Data Architecture Maturity ModelingADV Slides: Modern Analytic Data Architecture Maturity Modeling
ADV Slides: Modern Analytic Data Architecture Maturity ModelingDATAVERSITY
 
Your Data is Waiting. What are the Top 5 Trends for Data in 2022? (ASEAN)
Your Data is Waiting. What are the Top 5 Trends for Data in 2022? (ASEAN)Your Data is Waiting. What are the Top 5 Trends for Data in 2022? (ASEAN)
Your Data is Waiting. What are the Top 5 Trends for Data in 2022? (ASEAN)Denodo
 
RWDG Slides: The Future of Data Governance – IoT, AI, IG, and Cloud
RWDG Slides: The Future of Data Governance – IoT, AI, IG, and CloudRWDG Slides: The Future of Data Governance – IoT, AI, IG, and Cloud
RWDG Slides: The Future of Data Governance – IoT, AI, IG, and CloudDATAVERSITY
 
Glossaries, Dictionaries, and Catalogs Result in Data Governance
Glossaries, Dictionaries, and Catalogs Result in Data GovernanceGlossaries, Dictionaries, and Catalogs Result in Data Governance
Glossaries, Dictionaries, and Catalogs Result in Data GovernanceDATAVERSITY
 
Government and Education Webinar: How the New Normal Could Improve your IT Op...
Government and Education Webinar: How the New Normal Could Improve your IT Op...Government and Education Webinar: How the New Normal Could Improve your IT Op...
Government and Education Webinar: How the New Normal Could Improve your IT Op...SolarWinds
 
Technology Primer: Hey IT—Your Big Data Infrastructure Can’t Sit in a Silo An...
Technology Primer: Hey IT—Your Big Data Infrastructure Can’t Sit in a Silo An...Technology Primer: Hey IT—Your Big Data Infrastructure Can’t Sit in a Silo An...
Technology Primer: Hey IT—Your Big Data Infrastructure Can’t Sit in a Silo An...CA Technologies
 
Driving Data Intelligence in the Supply Chain Through the Data Catalog at TJX
Driving Data Intelligence in the Supply Chain Through the Data Catalog at TJXDriving Data Intelligence in the Supply Chain Through the Data Catalog at TJX
Driving Data Intelligence in the Supply Chain Through the Data Catalog at TJXDATAVERSITY
 
The Agile Analyst: Solving the Data Problem with Virtualization
The Agile Analyst: Solving the Data Problem with VirtualizationThe Agile Analyst: Solving the Data Problem with Virtualization
The Agile Analyst: Solving the Data Problem with VirtualizationInside Analysis
 
Is your big data journey stalling? Take the Leap with Capgemini and Cloudera
Is your big data journey stalling? Take the Leap with Capgemini and ClouderaIs your big data journey stalling? Take the Leap with Capgemini and Cloudera
Is your big data journey stalling? Take the Leap with Capgemini and ClouderaCloudera, Inc.
 
Data Virtualization Accelerating Your Data Strategy
Data Virtualization Accelerating Your Data StrategyData Virtualization Accelerating Your Data Strategy
Data Virtualization Accelerating Your Data StrategyDenodo
 
What Is My Enterprise Data Maturity 2021
What Is My Enterprise Data Maturity 2021What Is My Enterprise Data Maturity 2021
What Is My Enterprise Data Maturity 2021DATAVERSITY
 
Analytics ROI Best Practices
Analytics ROI Best PracticesAnalytics ROI Best Practices
Analytics ROI Best PracticesDATAVERSITY
 

Similar to RWDG Slides: Using Tools to Advance Your Data Governance Program (20)

RWDG Slides: Building Data Governance Through Data Stewardship
RWDG Slides: Building Data Governance Through Data StewardshipRWDG Slides: Building Data Governance Through Data Stewardship
RWDG Slides: Building Data Governance Through Data Stewardship
 
Rethink Your 2021 Data Management Strategy with Data Virtualization (ASEAN)
Rethink Your 2021 Data Management Strategy with Data Virtualization (ASEAN)Rethink Your 2021 Data Management Strategy with Data Virtualization (ASEAN)
Rethink Your 2021 Data Management Strategy with Data Virtualization (ASEAN)
 
The Role of Metadata in a Data Governance Program
The Role of Metadata in a Data Governance ProgramThe Role of Metadata in a Data Governance Program
The Role of Metadata in a Data Governance Program
 
Building Resiliency and Agility with Data Virtualization for the New Normal
Building Resiliency and Agility with Data Virtualization for the New NormalBuilding Resiliency and Agility with Data Virtualization for the New Normal
Building Resiliency and Agility with Data Virtualization for the New Normal
 
Data Governance Best Practices, Assessments, and Roadmaps
Data Governance Best Practices, Assessments, and RoadmapsData Governance Best Practices, Assessments, and Roadmaps
Data Governance Best Practices, Assessments, and Roadmaps
 
Organising the Data Lake - Information Management in a Big Data World
Organising the Data Lake - Information Management in a Big Data WorldOrganising the Data Lake - Information Management in a Big Data World
Organising the Data Lake - Information Management in a Big Data World
 
Big Data Management: A Unified Approach to Drive Business Results
Big Data Management: A Unified Approach to Drive Business ResultsBig Data Management: A Unified Approach to Drive Business Results
Big Data Management: A Unified Approach to Drive Business Results
 
DAS Slides: Emerging Trends in Data Architecture — What’s the Next Big Thing?
DAS Slides: Emerging Trends in Data Architecture — What’s the Next Big Thing?DAS Slides: Emerging Trends in Data Architecture — What’s the Next Big Thing?
DAS Slides: Emerging Trends in Data Architecture — What’s the Next Big Thing?
 
ADV Slides: Modern Analytic Data Architecture Maturity Modeling
ADV Slides: Modern Analytic Data Architecture Maturity ModelingADV Slides: Modern Analytic Data Architecture Maturity Modeling
ADV Slides: Modern Analytic Data Architecture Maturity Modeling
 
Your Data is Waiting. What are the Top 5 Trends for Data in 2022? (ASEAN)
Your Data is Waiting. What are the Top 5 Trends for Data in 2022? (ASEAN)Your Data is Waiting. What are the Top 5 Trends for Data in 2022? (ASEAN)
Your Data is Waiting. What are the Top 5 Trends for Data in 2022? (ASEAN)
 
RWDG Slides: The Future of Data Governance – IoT, AI, IG, and Cloud
RWDG Slides: The Future of Data Governance – IoT, AI, IG, and CloudRWDG Slides: The Future of Data Governance – IoT, AI, IG, and Cloud
RWDG Slides: The Future of Data Governance – IoT, AI, IG, and Cloud
 
Glossaries, Dictionaries, and Catalogs Result in Data Governance
Glossaries, Dictionaries, and Catalogs Result in Data GovernanceGlossaries, Dictionaries, and Catalogs Result in Data Governance
Glossaries, Dictionaries, and Catalogs Result in Data Governance
 
Government and Education Webinar: How the New Normal Could Improve your IT Op...
Government and Education Webinar: How the New Normal Could Improve your IT Op...Government and Education Webinar: How the New Normal Could Improve your IT Op...
Government and Education Webinar: How the New Normal Could Improve your IT Op...
 
Technology Primer: Hey IT—Your Big Data Infrastructure Can’t Sit in a Silo An...
Technology Primer: Hey IT—Your Big Data Infrastructure Can’t Sit in a Silo An...Technology Primer: Hey IT—Your Big Data Infrastructure Can’t Sit in a Silo An...
Technology Primer: Hey IT—Your Big Data Infrastructure Can’t Sit in a Silo An...
 
Driving Data Intelligence in the Supply Chain Through the Data Catalog at TJX
Driving Data Intelligence in the Supply Chain Through the Data Catalog at TJXDriving Data Intelligence in the Supply Chain Through the Data Catalog at TJX
Driving Data Intelligence in the Supply Chain Through the Data Catalog at TJX
 
The Agile Analyst: Solving the Data Problem with Virtualization
The Agile Analyst: Solving the Data Problem with VirtualizationThe Agile Analyst: Solving the Data Problem with Virtualization
The Agile Analyst: Solving the Data Problem with Virtualization
 
Is your big data journey stalling? Take the Leap with Capgemini and Cloudera
Is your big data journey stalling? Take the Leap with Capgemini and ClouderaIs your big data journey stalling? Take the Leap with Capgemini and Cloudera
Is your big data journey stalling? Take the Leap with Capgemini and Cloudera
 
Data Virtualization Accelerating Your Data Strategy
Data Virtualization Accelerating Your Data StrategyData Virtualization Accelerating Your Data Strategy
Data Virtualization Accelerating Your Data Strategy
 
What Is My Enterprise Data Maturity 2021
What Is My Enterprise Data Maturity 2021What Is My Enterprise Data Maturity 2021
What Is My Enterprise Data Maturity 2021
 
Analytics ROI Best Practices
Analytics ROI Best PracticesAnalytics ROI Best Practices
Analytics ROI Best Practices
 

More from DATAVERSITY

Architecture, Products, and Total Cost of Ownership of the Leading Machine Le...
Architecture, Products, and Total Cost of Ownership of the Leading Machine Le...Architecture, Products, and Total Cost of Ownership of the Leading Machine Le...
Architecture, Products, and Total Cost of Ownership of the Leading Machine Le...DATAVERSITY
 
Data at the Speed of Business with Data Mastering and Governance
Data at the Speed of Business with Data Mastering and GovernanceData at the Speed of Business with Data Mastering and Governance
Data at the Speed of Business with Data Mastering and GovernanceDATAVERSITY
 
Exploring Levels of Data Literacy
Exploring Levels of Data LiteracyExploring Levels of Data Literacy
Exploring Levels of Data LiteracyDATAVERSITY
 
Building a Data Strategy – Practical Steps for Aligning with Business Goals
Building a Data Strategy – Practical Steps for Aligning with Business GoalsBuilding a Data Strategy – Practical Steps for Aligning with Business Goals
Building a Data Strategy – Practical Steps for Aligning with Business GoalsDATAVERSITY
 
Make Data Work for You
Make Data Work for YouMake Data Work for You
Make Data Work for YouDATAVERSITY
 
Data Catalogs Are the Answer – What is the Question?
Data Catalogs Are the Answer – What is the Question?Data Catalogs Are the Answer – What is the Question?
Data Catalogs Are the Answer – What is the Question?DATAVERSITY
 
Data Catalogs Are the Answer – What Is the Question?
Data Catalogs Are the Answer – What Is the Question?Data Catalogs Are the Answer – What Is the Question?
Data Catalogs Are the Answer – What Is the Question?DATAVERSITY
 
Data Modeling Fundamentals
Data Modeling FundamentalsData Modeling Fundamentals
Data Modeling FundamentalsDATAVERSITY
 
Showing ROI for Your Analytic Project
Showing ROI for Your Analytic ProjectShowing ROI for Your Analytic Project
Showing ROI for Your Analytic ProjectDATAVERSITY
 
How a Semantic Layer Makes Data Mesh Work at Scale
How a Semantic Layer Makes  Data Mesh Work at ScaleHow a Semantic Layer Makes  Data Mesh Work at Scale
How a Semantic Layer Makes Data Mesh Work at ScaleDATAVERSITY
 
Is Enterprise Data Literacy Possible?
Is Enterprise Data Literacy Possible?Is Enterprise Data Literacy Possible?
Is Enterprise Data Literacy Possible?DATAVERSITY
 
The Data Trifecta – Privacy, Security & Governance Race from Reactivity to Re...
The Data Trifecta – Privacy, Security & Governance Race from Reactivity to Re...The Data Trifecta – Privacy, Security & Governance Race from Reactivity to Re...
The Data Trifecta – Privacy, Security & Governance Race from Reactivity to Re...DATAVERSITY
 
Emerging Trends in Data Architecture – What’s the Next Big Thing?
Emerging Trends in Data Architecture – What’s the Next Big Thing?Emerging Trends in Data Architecture – What’s the Next Big Thing?
Emerging Trends in Data Architecture – What’s the Next Big Thing?DATAVERSITY
 
Data Governance Trends - A Look Backwards and Forwards
Data Governance Trends - A Look Backwards and ForwardsData Governance Trends - A Look Backwards and Forwards
Data Governance Trends - A Look Backwards and ForwardsDATAVERSITY
 
Data Governance Trends and Best Practices To Implement Today
Data Governance Trends and Best Practices To Implement TodayData Governance Trends and Best Practices To Implement Today
Data Governance Trends and Best Practices To Implement TodayDATAVERSITY
 
2023 Trends in Enterprise Analytics
2023 Trends in Enterprise Analytics2023 Trends in Enterprise Analytics
2023 Trends in Enterprise AnalyticsDATAVERSITY
 
Data Strategy Best Practices
Data Strategy Best PracticesData Strategy Best Practices
Data Strategy Best PracticesDATAVERSITY
 
Who Should Own Data Governance – IT or Business?
Who Should Own Data Governance – IT or Business?Who Should Own Data Governance – IT or Business?
Who Should Own Data Governance – IT or Business?DATAVERSITY
 
Data Management Best Practices
Data Management Best PracticesData Management Best Practices
Data Management Best PracticesDATAVERSITY
 
MLOps – Applying DevOps to Competitive Advantage
MLOps – Applying DevOps to Competitive AdvantageMLOps – Applying DevOps to Competitive Advantage
MLOps – Applying DevOps to Competitive AdvantageDATAVERSITY
 

More from DATAVERSITY (20)

Architecture, Products, and Total Cost of Ownership of the Leading Machine Le...
Architecture, Products, and Total Cost of Ownership of the Leading Machine Le...Architecture, Products, and Total Cost of Ownership of the Leading Machine Le...
Architecture, Products, and Total Cost of Ownership of the Leading Machine Le...
 
Data at the Speed of Business with Data Mastering and Governance
Data at the Speed of Business with Data Mastering and GovernanceData at the Speed of Business with Data Mastering and Governance
Data at the Speed of Business with Data Mastering and Governance
 
Exploring Levels of Data Literacy
Exploring Levels of Data LiteracyExploring Levels of Data Literacy
Exploring Levels of Data Literacy
 
Building a Data Strategy – Practical Steps for Aligning with Business Goals
Building a Data Strategy – Practical Steps for Aligning with Business GoalsBuilding a Data Strategy – Practical Steps for Aligning with Business Goals
Building a Data Strategy – Practical Steps for Aligning with Business Goals
 
Make Data Work for You
Make Data Work for YouMake Data Work for You
Make Data Work for You
 
Data Catalogs Are the Answer – What is the Question?
Data Catalogs Are the Answer – What is the Question?Data Catalogs Are the Answer – What is the Question?
Data Catalogs Are the Answer – What is the Question?
 
Data Catalogs Are the Answer – What Is the Question?
Data Catalogs Are the Answer – What Is the Question?Data Catalogs Are the Answer – What Is the Question?
Data Catalogs Are the Answer – What Is the Question?
 
Data Modeling Fundamentals
Data Modeling FundamentalsData Modeling Fundamentals
Data Modeling Fundamentals
 
Showing ROI for Your Analytic Project
Showing ROI for Your Analytic ProjectShowing ROI for Your Analytic Project
Showing ROI for Your Analytic Project
 
How a Semantic Layer Makes Data Mesh Work at Scale
How a Semantic Layer Makes  Data Mesh Work at ScaleHow a Semantic Layer Makes  Data Mesh Work at Scale
How a Semantic Layer Makes Data Mesh Work at Scale
 
Is Enterprise Data Literacy Possible?
Is Enterprise Data Literacy Possible?Is Enterprise Data Literacy Possible?
Is Enterprise Data Literacy Possible?
 
The Data Trifecta – Privacy, Security & Governance Race from Reactivity to Re...
The Data Trifecta – Privacy, Security & Governance Race from Reactivity to Re...The Data Trifecta – Privacy, Security & Governance Race from Reactivity to Re...
The Data Trifecta – Privacy, Security & Governance Race from Reactivity to Re...
 
Emerging Trends in Data Architecture – What’s the Next Big Thing?
Emerging Trends in Data Architecture – What’s the Next Big Thing?Emerging Trends in Data Architecture – What’s the Next Big Thing?
Emerging Trends in Data Architecture – What’s the Next Big Thing?
 
Data Governance Trends - A Look Backwards and Forwards
Data Governance Trends - A Look Backwards and ForwardsData Governance Trends - A Look Backwards and Forwards
Data Governance Trends - A Look Backwards and Forwards
 
Data Governance Trends and Best Practices To Implement Today
Data Governance Trends and Best Practices To Implement TodayData Governance Trends and Best Practices To Implement Today
Data Governance Trends and Best Practices To Implement Today
 
2023 Trends in Enterprise Analytics
2023 Trends in Enterprise Analytics2023 Trends in Enterprise Analytics
2023 Trends in Enterprise Analytics
 
Data Strategy Best Practices
Data Strategy Best PracticesData Strategy Best Practices
Data Strategy Best Practices
 
Who Should Own Data Governance – IT or Business?
Who Should Own Data Governance – IT or Business?Who Should Own Data Governance – IT or Business?
Who Should Own Data Governance – IT or Business?
 
Data Management Best Practices
Data Management Best PracticesData Management Best Practices
Data Management Best Practices
 
MLOps – Applying DevOps to Competitive Advantage
MLOps – Applying DevOps to Competitive AdvantageMLOps – Applying DevOps to Competitive Advantage
MLOps – Applying DevOps to Competitive Advantage
 

Recently uploaded

{Pooja: 9892124323 } Call Girl in Mumbai | Jas Kaur Rate 4500 Free Hotel Del...
{Pooja:  9892124323 } Call Girl in Mumbai | Jas Kaur Rate 4500 Free Hotel Del...{Pooja:  9892124323 } Call Girl in Mumbai | Jas Kaur Rate 4500 Free Hotel Del...
{Pooja: 9892124323 } Call Girl in Mumbai | Jas Kaur Rate 4500 Free Hotel Del...Pooja Nehwal
 
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...dajasot375
 
B2 Creative Industry Response Evaluation.docx
B2 Creative Industry Response Evaluation.docxB2 Creative Industry Response Evaluation.docx
B2 Creative Industry Response Evaluation.docxStephen266013
 
Market Analysis in the 5 Largest Economic Countries in Southeast Asia.pdf
Market Analysis in the 5 Largest Economic Countries in Southeast Asia.pdfMarket Analysis in the 5 Largest Economic Countries in Southeast Asia.pdf
Market Analysis in the 5 Largest Economic Countries in Southeast Asia.pdfRachmat Ramadhan H
 
Saket, (-DELHI )+91-9654467111-(=)CHEAP Call Girls in Escorts Service Saket C...
Saket, (-DELHI )+91-9654467111-(=)CHEAP Call Girls in Escorts Service Saket C...Saket, (-DELHI )+91-9654467111-(=)CHEAP Call Girls in Escorts Service Saket C...
Saket, (-DELHI )+91-9654467111-(=)CHEAP Call Girls in Escorts Service Saket C...Sapana Sha
 
Unveiling Insights: The Role of a Data Analyst
Unveiling Insights: The Role of a Data AnalystUnveiling Insights: The Role of a Data Analyst
Unveiling Insights: The Role of a Data AnalystSamantha Rae Coolbeth
 
Full night 🥵 Call Girls Delhi New Friends Colony {9711199171} Sanya Reddy ✌️o...
Full night 🥵 Call Girls Delhi New Friends Colony {9711199171} Sanya Reddy ✌️o...Full night 🥵 Call Girls Delhi New Friends Colony {9711199171} Sanya Reddy ✌️o...
Full night 🥵 Call Girls Delhi New Friends Colony {9711199171} Sanya Reddy ✌️o...shivangimorya083
 
Call Girls in Defence Colony Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Defence Colony Delhi 💯Call Us 🔝8264348440🔝Call Girls in Defence Colony Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Defence Colony Delhi 💯Call Us 🔝8264348440🔝soniya singh
 
Delhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip CallDelhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Callshivangimorya083
 
100-Concepts-of-AI by Anupama Kate .pptx
100-Concepts-of-AI by Anupama Kate .pptx100-Concepts-of-AI by Anupama Kate .pptx
100-Concepts-of-AI by Anupama Kate .pptxAnupama Kate
 
Brighton SEO | April 2024 | Data Storytelling
Brighton SEO | April 2024 | Data StorytellingBrighton SEO | April 2024 | Data Storytelling
Brighton SEO | April 2024 | Data StorytellingNeil Barnes
 
From idea to production in a day – Leveraging Azure ML and Streamlit to build...
From idea to production in a day – Leveraging Azure ML and Streamlit to build...From idea to production in a day – Leveraging Azure ML and Streamlit to build...
From idea to production in a day – Leveraging Azure ML and Streamlit to build...Florian Roscheck
 
Beautiful Sapna Vip Call Girls Hauz Khas 9711199012 Call /Whatsapps
Beautiful Sapna Vip  Call Girls Hauz Khas 9711199012 Call /WhatsappsBeautiful Sapna Vip  Call Girls Hauz Khas 9711199012 Call /Whatsapps
Beautiful Sapna Vip Call Girls Hauz Khas 9711199012 Call /Whatsappssapnasaifi408
 
Delhi Call Girls CP 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls CP 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip CallDelhi Call Girls CP 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls CP 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Callshivangimorya083
 
꧁❤ Greater Noida Call Girls Delhi ❤꧂ 9711199171 ☎️ Hard And Sexy Vip Call
꧁❤ Greater Noida Call Girls Delhi ❤꧂ 9711199171 ☎️ Hard And Sexy Vip Call꧁❤ Greater Noida Call Girls Delhi ❤꧂ 9711199171 ☎️ Hard And Sexy Vip Call
꧁❤ Greater Noida Call Girls Delhi ❤꧂ 9711199171 ☎️ Hard And Sexy Vip Callshivangimorya083
 
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...Jack DiGiovanna
 
定制英国白金汉大学毕业证(UCB毕业证书) 成绩单原版一比一
定制英国白金汉大学毕业证(UCB毕业证书)																			成绩单原版一比一定制英国白金汉大学毕业证(UCB毕业证书)																			成绩单原版一比一
定制英国白金汉大学毕业证(UCB毕业证书) 成绩单原版一比一ffjhghh
 
代办国外大学文凭《原版美国UCLA文凭证书》加州大学洛杉矶分校毕业证制作成绩单修改
代办国外大学文凭《原版美国UCLA文凭证书》加州大学洛杉矶分校毕业证制作成绩单修改代办国外大学文凭《原版美国UCLA文凭证书》加州大学洛杉矶分校毕业证制作成绩单修改
代办国外大学文凭《原版美国UCLA文凭证书》加州大学洛杉矶分校毕业证制作成绩单修改atducpo
 
Dubai Call Girls Wifey O52&786472 Call Girls Dubai
Dubai Call Girls Wifey O52&786472 Call Girls DubaiDubai Call Girls Wifey O52&786472 Call Girls Dubai
Dubai Call Girls Wifey O52&786472 Call Girls Dubaihf8803863
 
Predicting Employee Churn: A Data-Driven Approach Project Presentation
Predicting Employee Churn: A Data-Driven Approach Project PresentationPredicting Employee Churn: A Data-Driven Approach Project Presentation
Predicting Employee Churn: A Data-Driven Approach Project PresentationBoston Institute of Analytics
 

Recently uploaded (20)

{Pooja: 9892124323 } Call Girl in Mumbai | Jas Kaur Rate 4500 Free Hotel Del...
{Pooja:  9892124323 } Call Girl in Mumbai | Jas Kaur Rate 4500 Free Hotel Del...{Pooja:  9892124323 } Call Girl in Mumbai | Jas Kaur Rate 4500 Free Hotel Del...
{Pooja: 9892124323 } Call Girl in Mumbai | Jas Kaur Rate 4500 Free Hotel Del...
 
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...
 
B2 Creative Industry Response Evaluation.docx
B2 Creative Industry Response Evaluation.docxB2 Creative Industry Response Evaluation.docx
B2 Creative Industry Response Evaluation.docx
 
Market Analysis in the 5 Largest Economic Countries in Southeast Asia.pdf
Market Analysis in the 5 Largest Economic Countries in Southeast Asia.pdfMarket Analysis in the 5 Largest Economic Countries in Southeast Asia.pdf
Market Analysis in the 5 Largest Economic Countries in Southeast Asia.pdf
 
Saket, (-DELHI )+91-9654467111-(=)CHEAP Call Girls in Escorts Service Saket C...
Saket, (-DELHI )+91-9654467111-(=)CHEAP Call Girls in Escorts Service Saket C...Saket, (-DELHI )+91-9654467111-(=)CHEAP Call Girls in Escorts Service Saket C...
Saket, (-DELHI )+91-9654467111-(=)CHEAP Call Girls in Escorts Service Saket C...
 
Unveiling Insights: The Role of a Data Analyst
Unveiling Insights: The Role of a Data AnalystUnveiling Insights: The Role of a Data Analyst
Unveiling Insights: The Role of a Data Analyst
 
Full night 🥵 Call Girls Delhi New Friends Colony {9711199171} Sanya Reddy ✌️o...
Full night 🥵 Call Girls Delhi New Friends Colony {9711199171} Sanya Reddy ✌️o...Full night 🥵 Call Girls Delhi New Friends Colony {9711199171} Sanya Reddy ✌️o...
Full night 🥵 Call Girls Delhi New Friends Colony {9711199171} Sanya Reddy ✌️o...
 
Call Girls in Defence Colony Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Defence Colony Delhi 💯Call Us 🔝8264348440🔝Call Girls in Defence Colony Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Defence Colony Delhi 💯Call Us 🔝8264348440🔝
 
Delhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip CallDelhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls Punjabi Bagh 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
 
100-Concepts-of-AI by Anupama Kate .pptx
100-Concepts-of-AI by Anupama Kate .pptx100-Concepts-of-AI by Anupama Kate .pptx
100-Concepts-of-AI by Anupama Kate .pptx
 
Brighton SEO | April 2024 | Data Storytelling
Brighton SEO | April 2024 | Data StorytellingBrighton SEO | April 2024 | Data Storytelling
Brighton SEO | April 2024 | Data Storytelling
 
From idea to production in a day – Leveraging Azure ML and Streamlit to build...
From idea to production in a day – Leveraging Azure ML and Streamlit to build...From idea to production in a day – Leveraging Azure ML and Streamlit to build...
From idea to production in a day – Leveraging Azure ML and Streamlit to build...
 
Beautiful Sapna Vip Call Girls Hauz Khas 9711199012 Call /Whatsapps
Beautiful Sapna Vip  Call Girls Hauz Khas 9711199012 Call /WhatsappsBeautiful Sapna Vip  Call Girls Hauz Khas 9711199012 Call /Whatsapps
Beautiful Sapna Vip Call Girls Hauz Khas 9711199012 Call /Whatsapps
 
Delhi Call Girls CP 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls CP 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip CallDelhi Call Girls CP 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls CP 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
 
꧁❤ Greater Noida Call Girls Delhi ❤꧂ 9711199171 ☎️ Hard And Sexy Vip Call
꧁❤ Greater Noida Call Girls Delhi ❤꧂ 9711199171 ☎️ Hard And Sexy Vip Call꧁❤ Greater Noida Call Girls Delhi ❤꧂ 9711199171 ☎️ Hard And Sexy Vip Call
꧁❤ Greater Noida Call Girls Delhi ❤꧂ 9711199171 ☎️ Hard And Sexy Vip Call
 
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...
 
定制英国白金汉大学毕业证(UCB毕业证书) 成绩单原版一比一
定制英国白金汉大学毕业证(UCB毕业证书)																			成绩单原版一比一定制英国白金汉大学毕业证(UCB毕业证书)																			成绩单原版一比一
定制英国白金汉大学毕业证(UCB毕业证书) 成绩单原版一比一
 
代办国外大学文凭《原版美国UCLA文凭证书》加州大学洛杉矶分校毕业证制作成绩单修改
代办国外大学文凭《原版美国UCLA文凭证书》加州大学洛杉矶分校毕业证制作成绩单修改代办国外大学文凭《原版美国UCLA文凭证书》加州大学洛杉矶分校毕业证制作成绩单修改
代办国外大学文凭《原版美国UCLA文凭证书》加州大学洛杉矶分校毕业证制作成绩单修改
 
Dubai Call Girls Wifey O52&786472 Call Girls Dubai
Dubai Call Girls Wifey O52&786472 Call Girls DubaiDubai Call Girls Wifey O52&786472 Call Girls Dubai
Dubai Call Girls Wifey O52&786472 Call Girls Dubai
 
Predicting Employee Churn: A Data-Driven Approach Project Presentation
Predicting Employee Churn: A Data-Driven Approach Project PresentationPredicting Employee Churn: A Data-Driven Approach Project Presentation
Predicting Employee Churn: A Data-Driven Approach Project Presentation
 

RWDG Slides: Using Tools to Advance Your Data Governance Program

  • 1. 1 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Real-World Data Governance Using Tools to Advance Your Data Governance Program Monthly Webinar Series Hosted by DATAVERSITY Robert S. Seiner – KIK Consulting / TDAN.com October 15, 2020 – 11:00 a.m. PT / 2:00 p.m. ET
  • 2. A Strong Finish: Disposing of Data Securely & Completely in a Post-Covid World
  • 3. Data sanitization is the consistently applied, disciplined process of reliably and completely removing all data from a read/write medium so that it can no longer be read or recovered. What is Data Sanitization? What Methods Achieve it? Data Sanitization Physical Destruction Cryptographic Erasure Data Erasure Blancco Proprietary & Confidential. Do Not Copy or Distribute. Copyright © 2019 Blancco Oy Ltd. All rights reserved. 2
  • 4. Blancco Proprietary & Confidential. Do Not Copy or Distribute. Copyright © 2019 Blancco Oy Ltd. All rights reserved. Blancco Proprietary &Confidential. Do not Copy or Distribute. Copyright © 2020 Blancco Technology Group Ltd. All rights Reserved 3 Gartner Hype Cycles for Data Security and Privacy tells us the timing is now for strategic partnerships Data Sanitization 2019 &2020 Data Sanitization 2018 Data Sanitization 2017 Data Sanitization 2016 Data Sanitization 2015 & 2020 “growing concerns about data privacy and security, leakage, regulatory compliance, …..are making robust data sanitization a core C-level requirement for all IT organizations”
  • 5. 36% of the world’s largest enterprises use inadequate data sanitization to prevent data breaches at end-of-life 4Blancco Proprietary &Confidential. Do not Copy or Distribute. Copyright © 2020 Blancco Technology Group Ltd. All rights Reserved Inappropriate data removal methods X Formatting X Free software X Physical destruction without audit X Overwriting without verification 4% have no method at all to sanitize data! Large equipment stockpiles X 57% take longer than 2 weeks before erasing X 18% left somewhere within the company with no action Failure to maintain chain of custody controls
  • 6. Physical Destruction Misconceptions 5Blancco Proprietary & Confidential. Do not Copy or Distribute. Copyright © 2020 Blancco Technology Group Ltd. All rights Reserved 52% believe it is more secure vs other methods 50% believe it is easier &quicker vs other methods 45% believe its cheaper vs other methods 22% don’t have different SSD &HDD processes HDD SSD
  • 7. Blancco Proprietary &Confidential. Do not Copy or Distribute. Copyright © 2020 Blancco Technology Group Ltd. All rights Reserved 6 Home Office 2.0
  • 8. Blancco Proprietary & Confidential. Do Not Copy or Distribute. Copyright © 2019 Blancco Oy Ltd. All rights reserved. Remote Erasure Options Using Blancco Solutions Include: 7Blancco Proprietary & Confidential. Do not Copy or Distribute. Copyright © 2020 Blancco Technology Group Ltd. All rights Reserved All Reports Deploy Perform Track Targeting structured data on file andfolder level using remoteaccess or central scripts. Erasing assets to NISTPurge on drive level. (seenextpage for deploymentexamples). Erase selected LUNs or VMs, or all LUNs in an entire SAN to NISTClear level.  Desktop or laptop.  Windows or Unixservers.  This includes PCsandServers.  HDD andSSD.  Select one asset or target thousands.  Canbe done from whereverin the world as long asyou haveremote access.  Support includes:Windows,Linux,Unix and virtualizationfrom VM ware, etc.
  • 9. Onsite erasure is crucial, whether your assets are staying onsite for redeployment or moving offsite for donation, resale or recycling. “No equipment leaves our site with data on it.” -CIO, Fortune 100
  • 10. Thank You Get in touch: fredrik.forslund@blancco.com
  • 11. Using Tools to Advance Your Data Governance Program: Knowledge Graphs Provide Key Capabilities for Data Governance
  • 12. TOPQUADRANT COMPANY FOUNDATION ▪ TopQuadrant was founded in 2001 ▪ Strong commitment to standards-based approaches to data / metadata semantics FOCUS ▪ Making Enterprise information meaningful ▪ Provide comprehensive metadata management and governance solutions using knowledge graph technologies Using knowledge graphs for data governance provides a more expansive and connected view of the most important things to an enterprise.
  • 13. © Copyright 2019 TopQuadrant Inc. Slide 3
  • 14. Vocabulary Management lets organizations create, connect and use taxonomies and ontologies Metadata Management lets organizations govern technical metadata Reference Data Management makes it easy to bring consistency and accuracy to the use of reference data across enterprise applications Business Glossaries provides a simple starting place for a data governance initiative TopBraid Explorer lets a broader community of data stakeholders explore information governed by TopBraid EDG Customer Defined Asset Collection Type is an add-on module that can be added to any of the packages within TopBraid EDG. TopBraid Tagger and AutoClassifier links controlled vocabulary terms to content. Content resources can be tagged manually or auto-tagged using Tagger's AutoClassifier capabilities. TopBraid Data Platform provides high availability TopBraid servers for continuous operation of business functions by replicating data across a cluster of servers TOPBRAID EDG - GOVERNANCE PACKAGES TOPBRAID EDG – ADD ON MODULES TopBraid EDG - the Flexible Way to Grow Your Enterprise Data Governance Capabilties Contact us at: info@topquadrant.com
  • 15. © Copyright 2020 TopQuadrant Inc. Confidential 5 Data Governance in TopBraid EDG TopBraid EDG includes an information architecture for different ‘asset collections’ that cover hundreds of predefined asset types.
  • 16. © Copyright 2020 TopQuadrant Inc. Confidential 6 Data Governance in TopBraid EDG TopBraid EDG includes an information architecture for different ‘asset collections’ that cover hundreds of predefined asset types.
  • 17.
  • 18.
  • 19. © Copyright 2020 TopQuadrant Inc. Slide 9 Applied Governance: Lineage Model (Knowledge Graph) for a Patient Discharge Form Lineage of a Patient Discharge Form
  • 20. © Copyright 2020 TopQuadrant Inc. Slide 10 Click on this icon for physical data flow details Click to see more to go to the data asset (database view) Representative Governance: Physical Data Flow in Lineage Model for a Patient Discharge Form
  • 21. © Copyright 2020 TopQuadrant Inc. Slide 11 Executive Governance: Policies, Roles, Process for Managing Changes in a Patient Discharge Form
  • 22. © Copyright 2020 TopQuadrant Inc. Slide 12 Benefits of a Knowledge Graph based Platform for Data Governance TopBraid Enterprise Data Governance (EDG): ▪ Is flexible and extensible, based on standards ▪ Integrates reasoning and machine learning ▪ Enables people (UI) and software (APIs/web services) to view, follow and query ▪ Bridges data and metadata “silos” for seamless data management ▪ Delivers Knowledge-driven data governance For more go to: http://www.topquadrant.com/products/topbraid-enterprise-data-governance
  • 23. © Copyright 2020 TopQuadrant Inc. Slide 13 Key Take Away Points ▪ The goal of data governance is to make it possible to answer important questions for a range of data stakeholders – Many different artifacts get produced and used in managing information – Each contributes its own part of the picture – Answering most of the key questions requires bringing the whole picture together ▪ Knowledge graphs offer a powerful and adaptive approach for data governance ▪ TopBraid Enterprise Data Governance (TopBraid EDG) is designed to be a comprehensive, strategic data governance environment that: – Provides a complete view of data, its meaning and connections from business to technical elements – Integrates management and governance of both unstructured and structured information – As a DG “suite of tools”, TopBraid EDG enables you to do more at less cost ($$) – whether you buy tools from others or build your own
  • 24. 1 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Real-World Data Governance Using Tools to Advance Your Data Governance Program Monthly Webinar Series Hosted by DATAVERSITY Robert S. Seiner – KIK Consulting / TDAN.com October 15, 2020 – 11:00 a.m. PT / 2:00 p.m. ET
  • 25. 2 2 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Using Tools to Advance Your DG Program Introduction Real-World Data Governance – Monthly Webinar Series November 19, 2020 – Master Data Governance in Action Third Thursday each Month @ 2pm EST – Register at TDAN.com, KIKconsulting.com, DATAVERSITY.net Non-Invasive Data Governance Book ISBN 9781935504856 / Technics Publishing / Amazon.com Speaking @ DATAVERSITY Virtual Events Enterprise Data World Virtual – October 2020 – Next Week! Data Governance & Information Quality Conference Virtual – December 2020 Enterprise Data Governance Online – January 2021 Non-Invasive Data Governance / Metadata Governance Online Learning Plans Available Now: Business Glossaries, Data Dictionaries and Data Catalogs (6 course learning plan) DATAVERSITY Training Center https://training.dataversity.net The Data Administration Newsletter (TDAN.com) Twice Monthly – Data Articles, Columns, Blogs and Features Produced by DATAVERSITY – Subscribe for emails KIK Consulting & Educational Services New Site: KIKConsulting.com (“Knowledge is King”) Home of Non-Invasive Data Governance™
  • 26. 3 3 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • In the webinar I will share: – Several Easy-to-Build Data Governance Tools – Customizing These Tools to Address Specific Issues – How Internally Developed Tools Can Lead to Tool Acquisition – Knowing When It is Time to Acquire Tools – Integrating DIY Tools with Acquired Tools Using Tools to Advance Your DG Program Abstract
  • 27. 4 4 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • There are a couple of ways I can address this subject. – Focus on tools already in your environment or tools you acquire. – Focus on tools that you can create yourself or leverage in the industry. • Software Tools – Data Governance – Data Catalog – Metadata Repository – Data Quality Using Tools to Advance Your DG Program Before We Get Started … • Do-It-Yourself (DIY) Tools – Spreadsheets – Matrices / Tables – Processes – Standards
  • 28. 5 5 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Vendors direct us how to use their tools to advance the governance of data: Using Tools to Advance Your DG Program Before We Get Started … Govern Physical Destruction vs. Data Erasure Permanent Data Removal Enterprise Knowledge Graphs for Data Governance Make Information Meaningful
  • 29. 6 6 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Non-Invasive Data Governance Framework • Common Data Matrix • Governance Activity Matrix (RACI) • Communication Plan Matrix Using Tools to Advance Your DG Program Several Easy-to-Build Data Governance Tools/Customize DIY Tools
  • 30. 7 7 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Non-Invasive Data Governance Framework – Inspired by the Zachman Framework – Core Components – Organizational Levels – Used to Plan Governance – Squares filled in with nouns and verbs that described the path that will be taken. Using Tools to Advance Your DG Program Several Easy-to-Build Data Governance Tools/Customize DIY Tools
  • 31. 8 8 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner EXECUTIVE STRATEGIC TACTICAL OPERATIONAL SUPPORT Copyright © 2020 – Robert S. Seiner and KIK Consulting & Educational Services, LLC Levels Components ROLES COMMUNICATIONS TOOLS METRICS PROCESSES NON-INVASIVE DATA GOVERNANCE™ FRAMEWORK DATA LEVELS EXECUTIVE – SENIOR LEADERSHIP TEAM STRATEGIC – BUSINESS & TECHNOLOGY MGMT TACTICAL – SUBJECT MATTER EXPERTISE OPERATIONAL – DAILY JOB FUNCTION SUPPORT – FUNCTIONAL MANAGEMENT COMPONENTS DATA – ASSETS BEING GOVERNED ROLES – FORMAL ACCOUNTABILITY PROCESSES – APPLICATION / ENFORCEMENT COMMUNICATIONS – EDUC, TRN, AWARENESS METRICS – MEASUREMENTS and KPIs TOOLS – ARTIFACTS PURCHASED / DEVELOPED
  • 32. 9 9 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Framework Components – Governance Core – Data – Assets Being Governed – Roles – Formal Accountability – Processes – Application / Enforcement – Communications – Education, Training and Awareness – Metrics – Measurements and Key Performance Indicators (KPIs) – Tools – Artifacts Purchased & Developed Using Tools to Advance Your DG Program Several Easy-to-Build Data Governance Tools/Customize DIY Tools EXECUTIVE STRATEGIC TACTICAL OPERATIONAL SUPPORT Copyright © 2020 – Robert S. Seiner and KIK Consulting & Educational Services, LLC Levels Components ROLES COMMUNICATIONS TOOLS METRICS PROCESSES NON-INVASIVE DATA GOVERNANCE™ FRAMEWORK DATA LEVELS EXECUTIVE – SENIOR LEADERSHIP TEAM STRATEGIC – BUSINESS & TECHNOLOGY MGMT TACTICAL – SUBJECT MATTER EXPERTISE OPERATIONAL – DAILY JOB FUNCTION SUPPORT – FUNCTIONAL MANAGEMENT COMPONENTS DATA – ASSETS BEING GOVERNED ROLES – FORMAL ACCOUNTABILITY PROCESSES – APPLICATION / ENFORCEMENT COMMUNICATIONS – EDUC, TRN, AWARENESS METRICS – MEASUREMENTS and KPIs TOOLS – ARTIFACTS PURCHASED / DEVELOPED
  • 33. 10 10 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Framework Levels – Governance Perspective – Executive – Senior Leadership Team – Strategic – Business & Technology Management – Tactical – Subject Matter Expertise – Operational – Daily Job Function – Support – Functional Management – Administrative – Program Guidance Using Tools to Advance Your DG Program Several Easy-to-Build Data Governance Tools/Customize DIY Tools EXECUTIVE STRATEGIC TACTICAL OPERATIONAL SUPPORT Copyright © 2020 – Robert S. Seiner and KIK Consulting & Educational Services, LLC Levels Components ROLES COMMUNICATIONS TOOLS METRICS PROCESSES NON-INVASIVE DATA GOVERNANCE™ FRAMEWORK DATA LEVELS EXECUTIVE – SENIOR LEADERSHIP TEAM STRATEGIC – BUSINESS & TECHNOLOGY MGMT TACTICAL – SUBJECT MATTER EXPERTISE OPERATIONAL – DAILY JOB FUNCTION SUPPORT – FUNCTIONAL MANAGEMENT COMPONENTS DATA – ASSETS BEING GOVERNED ROLES – FORMAL ACCOUNTABILITY PROCESSES – APPLICATION / ENFORCEMENT COMMUNICATIONS – EDUC, TRN, AWARENESS METRICS – MEASUREMENTS and KPIs TOOLS – ARTIFACTS PURCHASED / DEVELOPED
  • 34. 11 11 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner EXECUTIVE STRATEGIC TACTICAL OPERATIONAL SUPPORT Copyright © 2020 – Robert S. Seiner and KIK Consulting & Educational Services, LLC Levels Components ROLES COMMUNICATIONS TOOLS METRICS PROCESSES NON-INVASIVE DATA GOVERNANCE™ FRAMEWORK DATA LEVELS EXECUTIVE – SENIOR LEADERSHIP TEAM STRATEGIC – BUSINESS & TECHNOLOGY MGMT TACTICAL – SUBJECT MATTER EXPERTISE OPERATIONAL – DAILY JOB FUNCTION SUPPORT – FUNCTIONAL MANAGEMENT COMPONENTS DATA – ASSETS BEING GOVERNED ROLES – FORMAL ACCOUNTABILITY PROCESSES – APPLICATION / ENFORCEMENT COMMUNICATIONS – EDUC, TRN, AWARENESS METRICS – MEASUREMENTS and KPIs TOOLS – ARTIFACTS PURCHASED / DEVELOPED
  • 35. 12 12 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Endorse Enforce Authorize Direct Approve Prioritize Resolve EXECUTIVE STRATEGIC TACTICAL OPERATIONAL SUPPORT Facilitate Mediate Promote Operate Manage Handle Formalize Adhere Enforce Approve Act Acceptance Participation Performance Subject Quality Metrics Accountability Efficiency Effectiveness Collect Report Policy Directive Audit Charter Best Practices Guidelines Roadmap Standards Requirements Workflows Glossary Dictionary Catalog Repository DG Tools Metadata Tools KIK Artifacts Support Sponsor Understand Status Evaluate Commend Standards Subject Area Project Orientation Onboard Ongoing Plan Develop Deliver Leadership Steering Committee Preside DG Program DG Council Domain Stewards Data Owners SMEs Operational Data Stewards Users Prog Mgmt Admin Work Groups Partners Copyright © 2020 – Robert S. Seiner and KIK Consulting & Educational Services, LLC Levels Components ROLES COMMUNICATIONS TOOLS METRICS PROCESSES NON-INVASIVE DATA GOVERNANCE™ FRAMEWORK Leadership Dashboard KPIs Enterprise Performance Subject Area X-Business Unit Business Unit Function Accountability Inventory Metadata DATA LEVELS EXECUTIVE – SENIOR LEADERSHIP TEAM STRATEGIC – BUSINESS & TECHNOLOGY MGMT TACTICAL – SUBJECT MATTER EXPERTISE OPERATIONAL – DAILY JOB FUNCTION SUPPORT – FUNCTIONAL MANAGEMENT COMPONENTS DATA – ASSETS BEING GOVERNED ROLES – FORMAL ACCOUNTABILITY PROCESSES – APPLICATION / ENFORCEMENT COMMUNICATIONS – EDUC, TRN, AWARENESS METRICS – MEASUREMENTS and KPIs TOOLS – ARTIFACTS PURCHASED / DEVELOPED
  • 36. 13 13 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Framework Usage – Communicate effective program management. – Highlight the key terminology that describes approach. – Address each component by each level. – Outline metadata that needs to be included in the data catalog. – Simplify that most everything is considered. Using Tools to Advance Your DG Program Several Easy-to-Build Data Governance Tools/Customize DIY Tools
  • 37. 14 14 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Framework Usage – Communicate effective program management. – Highlight the key terminology that describes approach. – Address each component by each level. – Outline metadata that needs to be included in the data catalog. – Simplify that most everything is considered. Using Tools to Advance Your DG Program Several Easy-to-Build Data Governance Tools/Customize DIY Tools To apply order to:
  • 38. 15 15 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Common Data Matrix – Inventory and Accountability Matrix – Cross reference data domains and CDEs to stewardship – Aligns with glossary, dictionary and glossary use – Use CDM to demonstrate the need for these tools – You will love the price! Using Tools to Advance Your DG Program Several Easy-to-Build Data Governance Tools/Customize DIY Tools
  • 39. 16 16 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Using Tools to Advance Your DG Program Several Easy-to-Build Data Governance Tools/Customize DIY Tools
  • 40. 17 17 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Using Tools to Advance Your DG Program Several Easy-to-Build Data Governance Tools/Customize DIY Tools Focus on the Domains
  • 41. 18 18 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Using Tools to Advance Your DG Program Several Easy-to-Build Data Governance Tools/Customize DIY Tools
  • 42. 19 19 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Using Tools to Advance Your DG Program Several Easy-to-Build Data Governance Tools/Customize DIY Tools Focus on the CDEs
  • 43. 20 20 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Using Tools to Advance Your DG Program Several Easy-to-Build Data Governance Tools/Customize DIY Tools
  • 44. 21 21 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Governance Activity Matrix (RACI) – Formalize data process – Formalize stewardship of process – Cross-reference roles to process – Call out who is responsible, accountable, consulted, informed – Extend to include amount of time, outcome, deliverable Using Tools to Advance Your DG Program Several Easy-to-Build Data Governance Tools/Customize DIY Tools
  • 45. 22 22 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Using Tools to Advance Your DG Program Several Easy-to-Build Data Governance Tools/Customize DIY Tools Note: Align colors of DIY Tools with corporate RGB colors.
  • 46. 23 23 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Using Tools to Advance Your DG Program Several Easy-to-Build Data Governance Tools/Customize DIY Tools
  • 47. 24 24 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Communication Plan Matrix – Orientation, Onboarding, Ongoing communications – Cross-referenced with roles – Include: • Message • Cadence • Delivery tool • Who is responsible to develop • Who is responsible to deliver Using Tools to Advance Your DG Program Several Easy-to-Build Data Governance Tools/Customize DIY Tools
  • 48. 25 25 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Using Tools to Advance Your DG Program Several Easy-to-Build Data Governance Tools/Customize DIY Tools
  • 49. 26 26 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Using Tools to Advance Your DG Program Several Easy-to-Build Data Governance Tools/Customize DIY Tools
  • 50. 27 27 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Potential issues associated with DIY tools that impact acquisition: – Depends on what the DIY tool is / does. – Depends on tools available that do what the DIY tool does. – Budget, timing and resources available to deliver and maintain tools. – Data catalog are not inexpensive, plug-and-play or entirely automated. – Lack of: • governance/quality over DIY tool metadata. • stewardship over DIY tool metadata. • usage and acceptance of DIY tools. • perceived and demonstrated value of DIY tools. Using Tools to Advance Your DG Program How Internally Developed Tools Can Lead to Tool Acquisition
  • 51. 28 28 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Things to put in place w/DIY tools that will be needed w/acquired tools: – Requirements and resources – Method for collection and maintenance of metadata – Formalized governance processes – Formalized stewardship and responsibility – User acceptance and adoption plans Using Tools to Advance Your DG Program How Internally Developed Tools Can Lead to Tool Acquisition
  • 52. 29 29 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Things to put in place w/DIY tools that will be needed w/acquired tools: – Standard and consistent way of metadata collection (in spreadsheets) – Mapping of metadata in DIY tools to acquired tools – Knowledge of how metadata will be represented (reports, dashboards) – Knowledge of how the metadata will be used and measurement method – Change management methods for metadata in DIY (and acquired tools) Using Tools to Advance Your DG Program How Internally Developed Tools Can Lead to Tool Acquisition
  • 53. 30 30 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • It is time to consider acquiring tools when DIY tools … – Do not have the functionality of the acquired tools. – Are not accessible by the relevant stewards. – Do not have the capacity to hold all of the metadata. – Interoperability of tools becomes an issue. Using Tools to Advance Your DG Program Knowing When It is Time to Acquire Tools
  • 54. 31 31 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • It is time to consider acquiring tools when DIY tools … – Maintenance costs are greater than the acquisition costs. – People in the organization are calling for a formal toolset. – Requirements are defined and budget is available. – You have outgrown the ability to use tools developed internally. Using Tools to Advance Your DG Program Knowing When It is Time to Acquire Tools
  • 55. 32 32 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Steps to acquire a tool: – Document required functionality and vendor prerequisites. – Conduct a market analysis of tools/vendors that meet requirements. – Conduct Request for Information (RFI) to limit vendors. – Select tools/vendors you will consider for proposals. Using Tools to Advance Your DG Program Knowing When It is Time to Acquire Tools
  • 56. 33 33 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Steps to acquire a tool: – Conduct Request for Proposal (RFP) with detailed requirements. – Evaluate proposals/select tool(s)/vendor(s) for proof of concept (PoC). – Conduct PoC with selected tools/vendors. – Contract for the tool with the vendor of choice. Using Tools to Advance Your DG Program Knowing When It is Time to Acquire Tools
  • 57. 34 34 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • DIY Tool Integration Considerations: – Effort and resources required to deliver integration and maintenance. – Ability to select metadata to extract in the DIY tool. – Format of metadata extraction from DIY tool. – Ability to self-define load of metadata to another tool. – Representation of imported metadata in another tool. – Versioning of imported metadata in another tool. – Governing change management in the DIY tools. – Ability to automate the extraction and loading process. Using Tools to Advance Your DG Program Integrating DIY Tools with Acquired Tools
  • 58. 35 35 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Any Tool Integration Considerations: – Effort and resources required to deliver integration and maintenance. – Ability to select metadata to extract in any tool. – Format of metadata extraction from any tool. – Connectors available to load metadata from one tool to another tool. – Representation of imported metadata in another tool. – Versioning of imported metadata in another tool. – Governing change management in the any tools. – Ability to automate the extraction and loading process. Using Tools to Advance Your DG Program Integrating Any Tool with Acquired Tools
  • 59. 36 36 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Considerations for Purchased Tools: – Interoperability of tools from the same vendor/within a “suite” – Resources to deliver and maintain connectivity and interoperability – Direction of interfaces (to tools and from tools) – Availability and costs of interfaces/connectors – Connectivity with other tools in your environment Using Tools to Advance Your DG Program Integrating Tools
  • 60. 37 37 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Considerations for Purchased Tools: – Options to purchase or lease – Platform where the metadata is stored (for both) – Keeping up with releases of both sides of integration – Change management on both sides of integration – Automations of the integration Using Tools to Advance Your DG Program Integrating Tools
  • 61. 38 38 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • In the webinar I shared: – Several Easy-to-Build Data Governance Tools – Customizing These Tools to Address Specific Issues – How Internally Developed Tools Can Lead to Tool Acquisition – Knowing When It is Time to Acquire Tools – Integrating DIY Tools with Acquired Tools Using Tools to Advance Your DG Program Summary
  • 62. 39 39 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Real-World Data Governance Questions and Answers
  • 63. 40 40 Copyright © 2020 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner • Robert S. Seiner KIK Consulting & Educational Services – KIKconsulting.com The Data Administration Newsletter – TDAN.com 412.220.9643 rseiner@tdan.com @RSeiner Real-World Data Governance Contact Information