diff --git a/aif360/algorithms/inprocessing/meta_fair_classifier.py b/aif360/algorithms/inprocessing/meta_fair_classifier.py
index 77ec4777..e31f7d2e 100644
--- a/aif360/algorithms/inprocessing/meta_fair_classifier.py
+++ b/aif360/algorithms/inprocessing/meta_fair_classifier.py
@@ -79,7 +79,7 @@ def predict(self, dataset):
             scores.append((t+1)/2)
 
         pred_dataset = dataset.copy()
-        pred_dataset.labels = np.array([predictions])
-        pred_dataset.scores = np.array([scores])
+        pred_dataset.labels = np.array([predictions]).T
+        pred_dataset.scores = np.array([scores]).T
 
         return pred_dataset
diff --git a/aif360/algorithms/inprocessing/prejudice_remover.py b/aif360/algorithms/inprocessing/prejudice_remover.py
index b7383c53..79c94b4e 100644
--- a/aif360/algorithms/inprocessing/prejudice_remover.py
+++ b/aif360/algorithms/inprocessing/prejudice_remover.py
@@ -148,8 +148,8 @@ def predict(self, dataset):
             all_sensitive_attributes, self.sensitive_attr, None)
 
         pred_dataset = dataset.copy()
-        pred_dataset.labels = predictions
-        pred_dataset.scores = scores
+        pred_dataset.labels = predictions[:, np.newaxis]
+        pred_dataset.scores = scores[:, np.newaxis]
 
         return pred_dataset