diff --git a/doc/whats_new/upcoming_changes/sklearn.ensemble/31414.fix.rst b/doc/whats_new/upcoming_changes/sklearn.ensemble/31414.fix.rst
index 6a881a3174850..17c2f765d4b7c 100644
--- a/doc/whats_new/upcoming_changes/sklearn.ensemble/31414.fix.rst
+++ b/doc/whats_new/upcoming_changes/sklearn.ensemble/31414.fix.rst
@@ -1,4 +1,4 @@
-- :class:`ensemble.BaggingClassfier`, :class:`ensemble.BaggingRegressor`
+- :class:`ensemble.BaggingClassifier`, :class:`ensemble.BaggingRegressor`
   and :class:`ensemble.IsolationForest` now use `sample_weight` to draw
   the samples instead of forwarding them multiplied by a uniformly sampled
   mask to the underlying estimators. Furthermore, `max_samples` is now