AI + DATA SCIENCE
Cancellation
Risk
Prediction
Prediction model for identifying likely order cancellations earlier, so follow-up could happen with better timing.
Changed
Reduced manual confirmation delay by 1-2 days.
Took away
Predictive work matters when it improves timing, reduces uncertainty, and gives teams a clearer next action.
Tools / frame
Context
Order confirmation workflows can be delayed when teams manually identify cancellation risk.
Problem
Order confirmation workflows need early risk signals so teams can prioritize follow-up with more confidence.
Contribution
Built an order cancellation prediction model to reduce manual confirmation delay.
Tools used
Impact / learning
Reduced manual confirmation delay by 1-2 days.
Predictive work matters when it improves timing, reduces uncertainty, and gives teams a clearer next action.
Future direction
Add clearer model framing around signals, workflow usage, and decision thresholds.