diff --git a/src/safeds/data/tabular/containers/_table.py b/src/safeds/data/tabular/containers/_table.py
index 9747d5813..668325a63 100644
--- a/src/safeds/data/tabular/containers/_table.py
+++ b/src/safeds/data/tabular/containers/_table.py
@@ -129,14 +129,9 @@ def from_columns(columns: list[Column]) -> Table:
 
         Raises
         ------
-        MissingDataError
-            If an empty list is given.
         ColumnLengthMismatchError
             If any of the column sizes does not match with the others.
         """
-        if len(columns) == 0:
-            raise MissingDataError("This function requires at least one column.")
-
         dataframe: DataFrame = pd.DataFrame()
 
         for column in columns:
diff --git a/tests/safeds/data/tabular/containers/_table/test_keep_only_columns.py b/tests/safeds/data/tabular/containers/_table/test_keep_only_columns.py
index 0d4b7f5ac..6b376d742 100644
--- a/tests/safeds/data/tabular/containers/_table/test_keep_only_columns.py
+++ b/tests/safeds/data/tabular/containers/_table/test_keep_only_columns.py
@@ -1,29 +1,46 @@
 import pytest
+
 from safeds.data.tabular.containers import Table, Column
 from safeds.data.tabular.exceptions import UnknownColumnNameError
 
-from tests.helpers import resolve_resource_path
-
-
-def test_keep_only_columns() -> None:
-    table = Table.from_csv_file(resolve_resource_path("test_table_from_csv_file.csv"))
-    transformed_table = table.keep_only_columns(["A"])
-    assert transformed_table.schema.has_column("A")
-    assert not transformed_table.schema.has_column("B")
 
-
-def test_keep_only_columns_order() -> None:
-    table = Table.from_csv_file(resolve_resource_path("test_table_from_csv_file.csv"))
-    transformed_table = table.keep_only_columns(["B", "A"])
-    assert transformed_table == Table.from_columns(
+class TestKeepOnlyColumns:
+    @pytest.mark.parametrize(
+        ("table", "column_names", "expected"),
         [
-            Column("B", [2]),
-            Column("A", [1])
+            (
+                Table.from_columns([Column("A", [1]), Column("B", [2])]),
+                [],
+                Table.from_columns([]),
+            ),
+            (
+                Table.from_columns([Column("A", [1]), Column("B", [2])]),
+                ["A"],
+                Table.from_columns([Column("A", [1])]),
+            ),
+            (
+                Table.from_columns([Column("A", [1]), Column("B", [2])]),
+                ["B"],
+                Table.from_columns([Column("B", [2])]),
+            ),
+            (
+                Table.from_columns([Column("A", [1]), Column("B", [2])]),
+                ["A", "B"],
+                Table.from_columns([Column("A", [1]), Column("B", [2])]),
+            ),
+            # Related to https://github.com/Safe-DS/Stdlib/issues/115
+            (
+                Table.from_columns([Column("A", [1]), Column("B", [2]), Column("C", [3])]),
+                ["C", "A"],
+                Table.from_columns([Column("C", [3]), Column("A", [1])]),
+            ),
         ]
     )
+    def test_should_keep_only_listed_columns(self, table: Table, column_names: list[str], expected: Table):
+        transformed_table = table.keep_only_columns(column_names)
+        assert transformed_table == expected
 
-
-def test_keep_only_columns_warning() -> None:
-    table = Table.from_csv_file(resolve_resource_path("test_table_from_csv_file.csv"))
-    with pytest.raises(UnknownColumnNameError):
-        table.keep_only_columns(["C"])
+    def test_raise_if_column_does_no_exist(self):
+        table = Table.from_columns([Column("A", [1]), Column("B", [2])])
+        with pytest.raises(UnknownColumnNameError):
+            table.keep_only_columns(["C"])