Data Quality Framework
1. Introduction
Executive summary
What is Data Quality ?
Market case studies
Data Observability vs Data Quality
Data Quality Investment benchmarks
Why a Data Quality Framework ?
Intended Audience & Scope
How is DQ framework aligned with DG policies?
Guiding Principles
Key capabilities
Data Quality Governance
Central Data Office
Business Lines Data Office
Other roles
References
Key Terms & Abbreviations
2. Prioritization
Objectives & Benefits
Methodology
Standards
Tools
Progress Monitoring
3. Data Profiling
Objectives & Benefits
Methodology
Standards
Tools
Progress Monitoring
4. Controls
Objectives & Benefits
Methodology
Standards
Tools
Progress Monitoring
5. Monitoring
Objectives & Benefits
Methodology
Standards
Operational monitoring standards
BDO monitoring standards
ADO monitoring standards
DG Advisory monitoring standards
Tools
Progress Monitoring
6. Remediation
Objectives & Benefits
Methodology
Standards
Tools
Progress Monitoring
7. Sustainability
Objectives & Benefits
Methodology
Standards
Tools
Progress Monitoring
8. Self-Assessment
Objectives & Benefits
Methodology
Standards
CEDO self-assessment standards
BLDO self-assessment standards
Tools
Progress Monitoring
9. DQF Resource Center
1. Introduction to Data Quality Framework
Cost of poor Data Quality
2. Data Quality Governance roles
Data Governance roles
Central Data Office (CEDO)
Business Lines Data Officer (BLDO)
Data Owner (DO)
Data Steward (DS Tech)
Data Consumer
Other roles
R&D Team
Data Quality Analyst
Business Process Owner
3. Prioritization
4. Profiling
5. Controls
6. Monitoring
7. Remediation
8. Sustainability
9. Self-Assessment
10. Implementation
Conceptual model
Data Logical model
Process
Controls
Architecture
Reports
Software architecture
Other ressources
Server configuration
Webserver
Django
Using Sphinx to generate html docs
References
Pre-requisites
Installation
Getting started
Create your first project
Build your first project
Publish your first web pages
Manage evolutions (create new, update existing, ...)
Customising look-and feel
Changing content
Change content
Add a new page
Common operations
This is a part
Using django for web apps
References
Pre-requisites
Getting started
Overview of Django configuration
Configure new Django app
Common operations
docs
Other ressources
How to generate html documentation using Sphinx
View page source
How to generate html documentation using Sphinx
High level text.
References
Pre-requisites
Installation
Getting started
Create your first project
Build your first project
Publish your first web pages
Manage evolutions (create new, update existing, ...)
Customising look-and feel
Changing content
Change content
Add a new page
Common operations
This is a part