EXPLAINABLE AI
Why the model reached this result
Feature contribution bars provide a SHAP-style reading of the factors that pushed the selected transaction toward or away from fraud.
Feature contribution analysis
Selected transaction: Apex Electronics
24-hour transaction velocity
7 transactions were observed in the prior 24 hours.
impact +0.28
Transaction amount
The amount is above the account’s recent purchase range.
impact +0.26
Location distance
1,680 km from the prior verified transaction location.
impact +0.26
Account tenure
The card profile has been active for 12 days.
impact +0.15
Reading the explanation
Positive contribution does not prove fraud on its own. It identifies the signals that most influenced the classification so a reviewer can verify context and choose an appropriate response.