- Data Gathering
- Data Validation
- Data Preparation
- Feature Variable Calculation (creating more salient variables that are more predictive of target)
- Predictive Model Building and Testing
- Model Deployment
In our opinion, the main challenges are: Data Preparation, Feature Variable Calculation and Model Deployment. Probably 90% of time is spent on the above three areas.