diff --git a/pandas/core/frame.py b/pandas/core/frame.py
index a4decab6e8a2b..03944aafff89f 100644
--- a/pandas/core/frame.py
+++ b/pandas/core/frame.py
@@ -718,7 +718,7 @@ def __init__(
                     "is deprecated and will raise in a future version. "
                     "Use public APIs instead.",
                     DeprecationWarning,
-                    stacklevel=1,  # bump to 2 once pyarrow 15.0 is released with fix
+                    stacklevel=2,
                 )
 
             data = data.copy(deep=False)