Share things that can (must) be shared
- Specialized Talent
- Infrastructure
- Some datasets
- Tools
Focus services to deliver on demand
- Domain knowledge
- Data and systems expertise
- Capacity for high demand customers
Standardize things that will help deliver consistent quality
- Methodology
- Project Practices
- Role Descriptions
Give synergy to the effort
- Complimentary skills and knowledge
- Knowledge sharing and imagination
- Contrarian viewpoints
Control Risks Formally
- Skills definition
- Independent Quality Review of the models and interim work products
- Checks on conflict of interests and influence
- Management accountability (project level)
- Sign-off and approval process
- Ethical Standards
Develop Enterprise Assets
- Reusable datasets
- Documented models
An Enterprise Identity and Voice
- Organizational voice
- A place for people with unique skills to belong
- Promote identity, value and scope of the work
- Tell the story to the enterprise