diff --git a/srcpkgs/python3-scikit-learn/template b/srcpkgs/python3-scikit-learn/template
index 28f3f814a41..d57af6eafab 100644
--- a/srcpkgs/python3-scikit-learn/template
+++ b/srcpkgs/python3-scikit-learn/template
@@ -1,19 +1,25 @@
 # Template file for 'python3-scikit-learn'
 pkgname=python3-scikit-learn
-version=0.23.2
+version=0.24.2
 revision=1
 wrksrc="scikit-learn-${version}"
 build_style=python3-module
-hostmakedepends="python3-setuptools python3-Cython python3-scipy python3-joblib"
+hostmakedepends="python3-setuptools python3-Cython python3-numpy python3-scipy"
 makedepends="python3-devel"
-depends="python3-numpy python3-scipy python3-joblib"
+depends="python3-numpy python3-scipy python3-joblib python3-threadpoolctl"
 short_desc="Python3 modules for machine learning and data mining"
 maintainer="Alessio Sergi <al3hex@gmail.com>"
 license="BSD-3-Clause"
 homepage="https://scikit-learn.org/"
 distfiles="https://github.com/scikit-learn/scikit-learn/archive/${version}.tar.gz"
-checksum=26f56e0c5aac4811f5a90109c4eed0396ee196d8383608b9bf33129528e6fcfd
-nocross="build tries to run target executable on host"
+checksum=642fb016bfe4bb7539ba6bf4e6dd5a95d2d25638387040b0f5eefdb84a840297
+
+export SKLEARN_BUILD_PARALLEL="${XBPS_MAKEJOBS}"
+
+if [ "$CROSS_BUILD" ]; then
+	# Without this, setup.py tries to run a target executable
+	export PYTHON_CROSSENV=1
+fi
 
 post_install() {
 	vlicense COPYING