diff --git a/hlink/tests/model_exploration_test.py b/hlink/tests/model_exploration_test.py
index 7414ef4..7222dbb 100644
--- a/hlink/tests/model_exploration_test.py
+++ b/hlink/tests/model_exploration_test.py
@@ -13,6 +13,7 @@
     _custom_param_grid_builder,
     _get_model_parameters,
     _get_confusion_matrix,
+    _get_aggregate_metrics,
 )
 
 
@@ -1015,3 +1016,20 @@ def test_get_confusion_matrix(spark: SparkSession) -> None:
     assert false_positives == 3
     assert false_negatives == 2
     assert true_negatives == 1
+
+
+def test_get_aggregate_metrics() -> None:
+    true_positives = 3112
+    false_positives = 205
+    false_negatives = 1134
+    true_negatives = 33259
+
+    precision, recall, mcc = _get_aggregate_metrics(
+        true_positives, false_positives, false_negatives, true_negatives
+    )
+
+    assert (
+        abs(precision - 0.9381972) < 0.0001
+    ), "expected precision to be near 0.9381972"
+    assert abs(recall - 0.7329251) < 0.0001, "expected recall to be near 0.7329251"
+    assert abs(mcc - 0.8111208) < 0.0001, "expected MCC to be near 0.8111208"