diff --git a/.github/workflows/wheels.yml b/.github/workflows/wheels.yml
index d0b55ddc6..867c2cf10 100644
--- a/.github/workflows/wheels.yml
+++ b/.github/workflows/wheels.yml
@@ -57,7 +57,8 @@ jobs:
 
     - name: Setup python
       run: |
-        PKG="python-${{ matrix.py.release }}-macosx10.9.pkg"
+        [[ ${{ matrix.py.ver }} == "3.10" ]] && MACOS_VERSION="macos11" || MACOS_VERSION="macosx10.9"
+        PKG="python-${{ matrix.py.release }}-$MACOS_VERSION.pkg"
         URL="https://www.python.org/ftp/python/${{ matrix.py.release }}/$PKG"
         wget --no-verbose -N "$URL"
         sudo installer -pkg $PKG -target /