diff --git a/CHANGELOG.rst b/CHANGELOG.rst
index 943963be..a1e29017 100644
--- a/CHANGELOG.rst
+++ b/CHANGELOG.rst
@@ -7,7 +7,7 @@
 Changelog
 =========
 
-2.5.2 - UNRELEASED
+2.5.2 - 2023-06-02
 ------------------
 
 **Bug fix**
@@ -18,6 +18,7 @@ Changelog
 **Other changes:**
 
 - Remove dev dependency on ``dask_ml``.
+- We now pin ``llvm-openmp=11`` when creating the wheel for macOS in line with what scikit-learn does.
 
 
 2.5.1 - 2023-05-19
diff --git a/build_tools/prepare_macos_wheel.sh b/build_tools/prepare_macos_wheel.sh
index a966289a..beff2921 100644
--- a/build_tools/prepare_macos_wheel.sh
+++ b/build_tools/prepare_macos_wheel.sh
@@ -9,5 +9,5 @@ else
     CONDA_CHANNEL="conda-forge/osx-64"
 fi
 
-conda create -n build -c $CONDA_CHANNEL llvm-openmp
+conda create -n build -c $CONDA_CHANNEL 'llvm-openmp=11'