diff --git a/pandas/tests/computation/test_eval.py b/pandas/tests/computation/test_eval.py
index 3869bf8f7ddcd..a4f1b1828bbc6 100644
--- a/pandas/tests/computation/test_eval.py
+++ b/pandas/tests/computation/test_eval.py
@@ -9,6 +9,8 @@
 from numpy.random import rand, randint, randn
 import pytest
 
+from pandas.compat import is_platform_windows
+from pandas.compat.numpy import np_version_under1p17
 from pandas.errors import PerformanceWarning
 import pandas.util._test_decorators as td
 
@@ -197,7 +199,23 @@ def test_simple_cmp_ops(self, cmp_op):
             self.check_simple_cmp_op(lhs, cmp_op, rhs)
 
     @pytest.mark.parametrize("op", _good_arith_ops)
-    def test_binary_arith_ops(self, op, lhs, rhs):
+    def test_binary_arith_ops(self, op, lhs, rhs, request):
+
+        if (
+            op == "/"
+            and isinstance(lhs, DataFrame)
+            and isinstance(rhs, DataFrame)
+            and not lhs.isna().any().any()
+            and rhs.shape == (10, 5)
+            and np_version_under1p17
+            and is_platform_windows()
+            and compat.PY38
+        ):
+            mark = pytest.mark.xfail(
+                reason="GH#37328 floating point precision on Windows builds"
+            )
+            request.node.add_marker(mark)
+
         self.check_binary_arith_op(lhs, op, rhs)
 
     def test_modulus(self, lhs, rhs):