diff --git a/mingw-w64-python-joblib/PKGBUILD b/mingw-w64-python-joblib/PKGBUILD
index a18aa3a41f..e8adb2dfd4 100644
--- a/mingw-w64-python-joblib/PKGBUILD
+++ b/mingw-w64-python-joblib/PKGBUILD
@@ -6,37 +6,39 @@ pkgname=("${MINGW_PACKAGE_PREFIX}-python-${_realname}")
 provides=("${MINGW_PACKAGE_PREFIX}-python3-${_realname}")
 conflicts=("${MINGW_PACKAGE_PREFIX}-python3-${_realname}")
 replaces=("${MINGW_PACKAGE_PREFIX}-python3-${_realname}")
-pkgver=1.2.0
+pkgver=1.3.1
 pkgrel=1
 pkgdesc="Set of tools to provide lightweight pipelining in Python (mingw-w64)"
 arch=('any')
 mingw_arch=('mingw32' 'mingw64' 'ucrt64' 'clang64' 'clangarm64' 'clang32')
 url='https://joblib.readthedocs.io/'
-license=('BSD')
+license=('spdx:BSD-3-Clause')
 depends=("${MINGW_PACKAGE_PREFIX}-python")
 optdepends=("${MINGW_PACKAGE_PREFIX}-python-numpy: for array manipulation"
             "${MINGW_PACKAGE_PREFIX}-python-lz4: for compressed serialization")
-makedepends=("${MINGW_PACKAGE_PREFIX}-python-setuptools")
-source=("${_realname}-${pkgver}.tar.gz::https://github.com/joblib/joblib/archive/${pkgver}.tar.gz")
-sha256sums=('574eca5aaeb0a06c4fe0a8e8e67b24715218fb0f9d0fdc9d4f30519100885e53')
+makedepends=("${MINGW_PACKAGE_PREFIX}-python-build"
+             "${MINGW_PACKAGE_PREFIX}-python-installer"
+             "${MINGW_PACKAGE_PREFIX}-python-setuptools"
+             "${MINGW_PACKAGE_PREFIX}-python-wheel")
+source=("https://pypi.org/packages/source/${_realname::1}/${_realname}/${_realname}-${pkgver}.tar.gz")
+sha256sums=('1f937906df65329ba98013dc9692fe22a4c5e4a648112de500508b18a21b41e3')
 
 prepare() {
   cd "${srcdir}"
-  rm -rf "python-build-${CARCH}" | true
-  cp -r "${_realname}-${pkgver}" "python-build-${CARCH}"
+  rm -rf "python-build-${MSYSTEM}" | true
+  cp -r "${_realname}-${pkgver}" "python-build-${MSYSTEM}"
 }
 
 build() {
-  cd "${srcdir}/python-build-${CARCH}"
-  ${MINGW_PREFIX}/bin/python setup.py build
+  cd "${srcdir}/python-build-${MSYSTEM}"
+  ${MINGW_PREFIX}/bin/python -m build --wheel --skip-dependency-check --no-isolation
 }
 
 package() {
-  cd "${srcdir}/python-build-${CARCH}"
-
-  MSYS2_ARG_CONV_EXCL="--prefix=;--install-scripts=;--install-platlib=" \
-  ${MINGW_PREFIX}/bin/python setup.py install --prefix=${MINGW_PREFIX} \
-    --root="${pkgdir}" --optimize=1 --skip-build
+  cd "${srcdir}/python-build-${MSYSTEM}"
+  MSYS2_ARG_CONV_EXCL="--prefix=" \
+    ${MINGW_PREFIX}/bin/python -m installer --prefix=${MINGW_PREFIX} \
+    --destdir="${pkgdir}" dist/*.whl
 
   install -Dm644 LICENSE.txt "${pkgdir}"${MINGW_PREFIX}/share/licenses/python-${_realname}/LICENSE
 }