diff --git a/rdt/transformers/numerical.py b/rdt/transformers/numerical.py
index 67e9c7379..f85e21a05 100644
--- a/rdt/transformers/numerical.py
+++ b/rdt/transformers/numerical.py
@@ -1,5 +1,6 @@
 """Transformers for numerical data."""
 import copy
+import logging
 import sys
 import warnings
 
@@ -11,6 +12,8 @@
 from rdt.transformers.base import BaseTransformer
 from rdt.transformers.null import NullTransformer
 
+LOGGER = logging.getLogger(__name__)
+
 EPSILON = np.finfo(np.float32).eps
 MAX_DECIMALS = sys.float_info.dig - 1
 INTEGER_BOUNDS = {
@@ -109,8 +112,7 @@ def _learn_rounding_digits(data):
                     return decimal
 
         # Can't round, not equal after MAX_DECIMALS digits of precision
-        warnings.warn(
-            f"No rounding scheme detected for column '{name}'. Data will not be rounded.")
+        LOGGER.info("No rounding scheme detected for column '%s'. Data will not be rounded.", name)
         return None
 
     def _raise_out_of_bounds_error(self, value, name, bound_type, min_bound, max_bound):
diff --git a/tests/unit/transformers/test_numerical.py b/tests/unit/transformers/test_numerical.py
index e007b35fe..36d26aad8 100644
--- a/tests/unit/transformers/test_numerical.py
+++ b/tests/unit/transformers/test_numerical.py
@@ -24,7 +24,8 @@ def test___init__super_attrs(self):
         assert nt.missing_value_replacement == 'mode'
         assert nt.missing_value_generation == 'random'
 
-    def test__learn_rounding_digits_more_than_15_decimals(self):
+    @patch('rdt.transformers.numerical.LOGGER')
+    def test__learn_rounding_digits_more_than_15_decimals(self, logger_mock):
         """Test the _learn_rounding_digits method with more than 15 decimals.
 
         If the data has more than 15 decimals, return None and raise warning.
@@ -32,11 +33,12 @@ def test__learn_rounding_digits_more_than_15_decimals(self):
         # Setup
         data = pd.Series(np.random.random(size=10).round(20), name='col')
 
-        # Run and Assert
-        warn_msg = "No rounding scheme detected for column 'col'. Data will not be rounded."
-        with pytest.warns(UserWarning, match=warn_msg):
-            output = FloatFormatter._learn_rounding_digits(data)
+        # Run
+        output = FloatFormatter._learn_rounding_digits(data)
 
+        # Assert
+        logger_msg = "No rounding scheme detected for column '%s'. Data will not be rounded."
+        logger_mock.info.assert_called_once_with(logger_msg, 'col')
         assert output is None
 
     def test__learn_rounding_digits_less_than_15_decimals(self):