diff --git a/treelite.sh b/treelite.sh
index 8a8314e4ad..d1c5623a01 100644
--- a/treelite.sh
+++ b/treelite.sh
@@ -29,6 +29,7 @@ popd
 cmake src                                   \
   ${CMAKE_GENERATOR:+-G "$CMAKE_GENERATOR"} \
   -DCMAKE_POLICY_VERSION_MINIMUM=3.27       \
+  -DCMAKE_INSTALL_LIBDIR:PATH=lib           \
   -DCMAKE_INSTALL_PREFIX="$INSTALLROOT"     \
   -DUSE_OPENMP=OFF