Domain-to-value delivery life cycle (DVD)
REWIRED
Domain reimagination
- Define the problem and reimagine end-to-end processes
- Develop the future-state roadmap of solutions and use cases
- Assess technology, data, benefits and investments; plan implementation
CRISP-DM
Business Understanding
- Determine business objectives and success criteria
- Assess resources, constraints and project risks
- Define data-mining goals and a project plan
REWIRED
Solution discovery
- Research user needs and process pain points
- Assess technical feasibility and validate potential value
- Develop the solution concept and plan the proof of concept
CRISP-DM
Business Understanding + Data Understanding
- Refine business objectives and data-mining goals
- Collect, describe and explore initial data
- Verify data quality
REWIRED
Proof of concept
- Build a working prototype through rapid build-test-learn iterations
- Test feasibility and gather user feedback
- Establish value proof points
CRISP-DM
Data Preparation + Modeling + Evaluation
- Select, clean, construct, integrate and format data
- Select modeling techniques, design tests and build models
- Assess models; evaluate results against business objectives
REWIRED
Production
- Develop the solution architecture and system interfaces
- Build a secure, scalable solution iteratively
- Test reliability and performance
CRISP-DM
Evaluation + Deployment
- Evaluate results against business success criteria
- Review the process and decide next steps
- Plan deployment, monitoring and maintenance where needed
REWIRED
Adoption and scaling
- Embed the solution into daily workflows
- Train users and address adoption barriers
- Monitor usage and realised value before wider rollout
CRISP-DM
Deployment
- Put project results into use
- Monitor and maintain ongoing applications where needed
- Produce the final report and review the project