diff --git a/src/sageworks/core/artifacts/endpoint_core.py b/src/sageworks/core/artifacts/endpoint_core.py
index c5ce19972..b80348bc3 100644
--- a/src/sageworks/core/artifacts/endpoint_core.py
+++ b/src/sageworks/core/artifacts/endpoint_core.py
@@ -441,6 +441,12 @@ def inference(self, eval_df: pd.DataFrame, capture_uuid: str = None) -> pd.DataF
         # Get the target column
         target_column = ModelCore(self.model_name).target()
 
+        # Sanity Check that the target column is present
+        if target_column not in prediction_df.columns:
+            self.log.warning(f"Target Column {target_column} not found in prediction_df!")
+            self.log.warning("In order to compute metrics, the target column must be present!")
+            return prediction_df
+
         # Compute the standard performance metrics for this model
         model_type = self.model_type()
         if model_type == ModelType.REGRESSOR.value: