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010101001001011101010101101011010101010010100010101010001010
010100110101101010101001010100100101110101010010101010001010
010101001001011101010101101011010101010010100010101010001010
010100110101101010101001010100100101110101010010101010001010
010101001001011101010101101011010101010010100010101010001010
010100110101101010101001010100100101110101010010101010001010
010101001001011101010101101011010101010010100010101010001010
010100110101101010101001010100100101110101010010101010001010
010101001001011101010101101011010101010010100010101010001010
010100110101101010101001010100100101110101010010101010001010
010101001001011101010101101011010101010010100010101010001010
010100110101101010101001010100100101110101010010101010001010
010101001001011101010101101011010101010010100010101010001010
010100110101101010101001010100100101110101010010101010001010
010101001001011101010101101011010101010010100010101010001010
Data Quality
Program Assessment
Joaquin Marques
Founder and CEO
Kanayma LLC
010101001001011101010101101011010101010010100010101010001010
010100110101101010101001010100100101110101010010101010001010
010101001001011101010101101011010101010010100010101010001010
010100110101101010101001010100100101110101010010101010001010
010101001001011101010101101011010101010010100010101010001010
010100110101101010101001010100100101110101010010101010001010
010101001001011101010101101011010101010010100010101010001010
010100110101101010101001010100100101110101010010101010001010
010101001001011101010101101011010101010010100010101010001010
010100110101101010101001010100100101110101010010101010001010
010101001001011101010101101011010101010010100010101010001010
010100110101101010101001010100100101110101010010101010001010
010101001001011101010101101011010101010010100010101010001010
010100110101101010101001010100100101110101010010101010001010
010101001001011101010101101011010101010010100010101010001010
The following two slides represent
sample products of a typical DQ
Program Assessment
010101001001011101010101101011010101010010100010101010001010
010100110101101010101001010100100101110101010010101010001010
010101001001011101010101101011010101010010100010101010001010
010100110101101010101001010100100101110101010010101010001010
010101001001011101010101101011010101010010100010101010001010
010100110101101010101001010100100101110101010010101010001010
010101001001011101010101101011010101010010100010101010001010
010100110101101010101001010100100101110101010010101010001010
010101001001011101010101101011010101010010100010101010001010
010100110101101010101001010100100101110101010010101010001010
010101001001011101010101101011010101010010100010101010001010
010100110101101010101001010100100101110101010010101010001010
010101001001011101010101101011010101010010100010101010001010
010100110101101010101001010100100101110101010010101010001010
010101001001011101010101101011010101010010100010101010001010
Data Quality Organization
13. Found data quality
issue
Consumer Data Management Council
15. Foundarchitecture issue
18. Found business issue
10. Review/Approve/Advise
policies, standards, practices
4. Review/Approve/Advise
policies, standards, practices
9. Recommend policies,
standards, practices affecting
architecture
1. Recommend/Submit for review policies,
standards, practices
Architecture Review Board
11. Escalate unresolved issues 12. Resolve DRB appeals
Business Data
Management Board
Data Integrity
Board
3. Recommend policies,
standards, practices affecting
data and information quality
2. Review/Approve/Advise on DQWT
submissions/recommendations
5. Escalate unresolved
issues
6. Resolve DIB appeals
17. Found architecture issue
Escalation/delegation
Peer-to-peer hand offExecutive Business/IT Sponsor
7. Escalate unresolved issues 8. Resolve CDMC appeals
16. Found stewardship issue 14. Found stewardship issue
Data Steward
Board
Data Review
Board
Data Quality
Program Office
Data Quality Working Team
Inter-board Interactions – a 17 step process
010101001001011101010101101011010101010010100010101010001010
010100110101101010101001010100100101110101010010101010001010
010101001001011101010101101011010101010010100010101010001010
010100110101101010101001010100100101110101010010101010001010
010101001001011101010101101011010101010010100010101010001010
010100110101101010101001010100100101110101010010101010001010
010101001001011101010101101011010101010010100010101010001010
010100110101101010101001010100100101110101010010101010001010
010101001001011101010101101011010101010010100010101010001010
010100110101101010101001010100100101110101010010101010001010
010101001001011101010101101011010101010010100010101010001010
010100110101101010101001010100100101110101010010101010001010
010101001001011101010101101011010101010010100010101010001010
010100110101101010101001010100100101110101010010101010001010
010101001001011101010101101011010101010010100010101010001010
Data Quality Organization
Intra-board Interactions - 3 Governing Bodies
Data Analyst (Technical)
Chair-to-Chair
interactions
Escalate
technical
issues
Chair
Data Quality
Program Office
Lead
Data Quality
Managers
Data Custodians
Lead Data
Stewards
Chair
Lead Data
Stewards
Information/
Quality Tech
Leads
Data Review Board
(from IQM’s POV)Data Integrity Board
Chair
Lead Data
Stewards
Chair-to-Chair
interactions
LDS-to-LDS
interactions
LDS-to-LDS
interactions
Data Steward
Board
Chair-to-Chair
interactions
LDS-to-LDS
interactions
010101001001011101010101101011010101010010100010101010001010
010100110101101010101001010100100101110101010010101010001010
010101001001011101010101101011010101010010100010101010001010
010100110101101010101001010100100101110101010010101010001010
010101001001011101010101101011010101010010100010101010001010
010100110101101010101001010100100101110101010010101010001010
010101001001011101010101101011010101010010100010101010001010
010100110101101010101001010100100101110101010010101010001010
010101001001011101010101101011010101010010100010101010001010
010100110101101010101001010100100101110101010010101010001010
010101001001011101010101101011010101010010100010101010001010
010100110101101010101001010100100101110101010010101010001010
010101001001011101010101101011010101010010100010101010001010
010100110101101010101001010100100101110101010010101010001010
010101001001011101010101101011010101010010100010101010001010
Kanayma Offerings
• Data Quality
Strategy
• Data Quality
Governance
• Data Quality
Program
Assessment
• DQ Framework
Assessment
• Data Quality
Architecture
• Data Quality
• Data Quality COE
• Data Quality
Organization
• Data Quality
Services
Architecture and
implementation
• DQ Services
Catalog
1 2 3
010101001001011101010101101011010101010010100010101010001010
010100110101101010101001010100100101110101010010101010001010
010101001001011101010101101011010101010010100010101010001010
010100110101101010101001010100100101110101010010101010001010
010101001001011101010101101011010101010010100010101010001010
010100110101101010101001010100100101110101010010101010001010
010101001001011101010101101011010101010010100010101010001010
010100110101101010101001010100100101110101010010101010001010
010101001001011101010101101011010101010010100010101010001010
010100110101101010101001010100100101110101010010101010001010
010101001001011101010101101011010101010010100010101010001010
010100110101101010101001010100100101110101010010101010001010
010101001001011101010101101011010101010010100010101010001010
010100110101101010101001010100100101110101010010101010001010
010101001001011101010101101011010101010010100010101010001010
Any Questions?
Contact us for a free 30 min consultation
Joaquin Marques
Founder and CEO
Kanayma LLC
joaquin@kanayma.net
(561) 339-7897

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