diff --git a/python/pyspark/pandas/tests/test_ops_on_diff_frames.py b/python/pyspark/pandas/tests/test_ops_on_diff_frames.py
index b7ebe77b3115b..ce1ffb347655a 100644
--- a/python/pyspark/pandas/tests/test_ops_on_diff_frames.py
+++ b/python/pyspark/pandas/tests/test_ops_on_diff_frames.py
@@ -1866,9 +1866,16 @@ def test_corrwith(self):
         self._test_corrwith((df1 + 1), df2.B)
         self._test_corrwith((df1 + 1), (df2.B + 2))
 
+        # Regression in pandas 1.5.0
+        # See https://github.com/pandas-dev/pandas/issues/49141 for the reported issue,
+        # and https://github.com/pandas-dev/pandas/pull/46174 for the initial PR that causes.
         df_bool = ps.DataFrame({"A": [True, True, False, False], "B": [True, False, False, True]})
         ser_bool = ps.Series([True, True, False, True])
-        self._test_corrwith(df_bool, ser_bool)
+        if LooseVersion(pd.__version__) >= LooseVersion("1.5.0"):
+            expected = ps.Series([0.5773502691896257, 0.5773502691896257], index=["B", "A"])
+            self.assert_eq(df_bool.corrwith(ser_bool), expected, almost=True)
+        else:
+            self._test_corrwith(df_bool, ser_bool)
 
         self._test_corrwith(self.psdf1, self.psdf1)
         self._test_corrwith(self.psdf1, self.psdf2)
@@ -1876,7 +1883,15 @@ def test_corrwith(self):
         self._test_corrwith(self.psdf3, self.psdf4)
 
         self._test_corrwith(self.psdf1, self.psdf1.a)
-        self._test_corrwith(self.psdf1, self.psdf2.b)
+        # Regression in pandas 1.5.0
+        # See https://github.com/pandas-dev/pandas/issues/49141 for the reported issue,
+        # and https://github.com/pandas-dev/pandas/pull/46174 for the initial PR that causes.
+        if LooseVersion(pd.__version__) >= LooseVersion("1.5.0"):
+            expected = ps.Series([-0.08827348295047496, 0.4413674147523748], index=["b", "a"])
+            self.assert_eq(self.psdf1.corrwith(self.psdf2.b), expected, almost=True)
+        else:
+            self._test_corrwith(self.psdf1, self.psdf2.b)
+
         self._test_corrwith(self.psdf2, self.psdf3.c)
         self._test_corrwith(self.psdf3, self.psdf4.f)