diff --git a/composer/utils/checkpoint.py b/composer/utils/checkpoint.py
index c6f5af15ca..b966c918c5 100644
--- a/composer/utils/checkpoint.py
+++ b/composer/utils/checkpoint.py
@@ -148,10 +148,25 @@ def _get_write_mode(name: str) -> str:
     raise ValueError(f'{name} does not end with a valid tarfile extension.')
 
 
+def _is_rng_key(key: str, value: tuple) -> bool:
+    """Check if the key is an RNG key.
+
+    We expect the RNG key to be of the form 'rng.{rank}.cuda|torch|python|numpy'.
+    This function ensures that we don't accidentally pick up other keys.
+    """
+    starts_with_rng = key.startswith('rng')
+    ends_with_expected = key.endswith(('cuda', 'torch', 'python', 'numpy'))
+    three_parts = isinstance(value, tuple) and len(value) == 3
+    if starts_with_rng and ends_with_expected and three_parts:
+        return True
+
+    return False
+
+
 def _get_num_ranks_that_saved_rng(metadata: Metadata):
     rng_inds = []
     for field_name, field_value in metadata.planner_data.items():
-        if 'rng' in field_name:
+        if _is_rng_key(field_name, field_value):
             _, rng_rank_index, _ = field_value
             rng_inds.append(rng_rank_index)
     rng_inds = set(rng_inds)
diff --git a/tests/trainer/test_checkpoint.py b/tests/trainer/test_checkpoint.py
index 82629d245b..c2e4929535 100644
--- a/tests/trainer/test_checkpoint.py
+++ b/tests/trainer/test_checkpoint.py
@@ -35,6 +35,7 @@
     _COMPOSER_STATES_FILENAME,
     PartialFilePath,
     _ensure_valid_checkpoint,
+    _is_rng_key,
     _write_checkpoint_file,
     glob_filter,
 )
@@ -130,6 +131,23 @@ def _assert_checkpoints_equivalent(file1, file2, atol=0.0, rtol=0.0):
     assert all(keys_in) or not any(keys_in)
 
 
+@pytest.mark.parametrize(
+    'key,value,expected_result',
+    [
+        ('rng.0.cuda', ('rng', '0', 'cuda'), True),
+        ('rng.0.torch', ('rng', '0', 'torch'), True),
+        ('rng.0.numpy', ('rng', '0', 'numpy'), True),
+        ('rng.0.python', ('rng', '0', 'python'), True),
+        ('rng.0', ('rng', '0'), False),
+        ('test.test.rng', ('test', 'test', 'rng'), False),
+        ('test.rng.test', ('test', 'rng', 'test'), False),
+        ('test.notatuple.test', 0, False),
+    ],
+)
+def test_is_rng_key(key: str, value: tuple, expected_result: bool):
+    assert _is_rng_key(key, value) == expected_result
+
+
 @pytest.mark.parametrize(
     'remove_field_paths,filter_params',
     [