diff --git a/.travis.yml b/.travis.yml
index 3f86c4c6b1..5ec3de0160 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -28,6 +28,11 @@ matrix:
     env:
       - PYTHON=3.7
       - ARCH_CYTHON_COVERAGE=true
+  - os: osx
+    osx_image:  xcode11.3
+    language: generic
+    env:
+      - USE_PIP=true
   - python: 3.8
     env:
       - PYTHON=3.8
@@ -78,8 +83,9 @@ matrix:
       - PYTEST_PATTERN="(slow or not slow)"
 
 before_install:
+  - source ci/travis-osx-setup.sh
+  - python --version
   - git fetch --tags
-  - sudo apt-get -y install pandoc
   # Avoid noise from matplotlib
   - mkdir -p $HOME/.config/matplotlib
   # Build package list to avoid empty package=versions
@@ -98,7 +104,7 @@ before_install:
 install:
   - |
     if [[ "$COVERAGE" == true ]]; then
-      pip install -e .
+      pip install -e . --no-build-isolation
     else
       pip install .
     fi
@@ -106,12 +112,11 @@ install:
 script:
   - set -e
   - python ci/performance.py
-  - echo pytest -r a -m "$PYTEST_PATTERN" ${COVERAGE_OPTS} --durations=25 arch
   - |
     if [[ "$COVERAGE" == true ]]; then
+      echo pytest -r a -m "$PYTEST_PATTERN" ${COVERAGE_OPTS} --durations=25 arch/tests/univariate/test_rescale.py
       pytest -r a -m "$PYTEST_PATTERN" ${COVERAGE_OPTS} --durations=25 arch
     else
-      pip install .
       mkdir arch_test
       cd arch_test
       python -c "import arch; arch.test(['-r a','-m (not slow)'])"
@@ -120,7 +125,7 @@ script:
   - set -e
   - |
     if [[ ${DOCBUILD} = true ]]; then
-      sudo apt-get install -y enchant
+      sudo apt-get install -y enchant pandoc
       pip install sphinxcontrib-spelling sphinx-material
       pip list
       cd doc
diff --git a/arch/tests/univariate/test_rescale.py b/arch/tests/univariate/test_rescale.py
index f689674886..1eea9a8c39 100644
--- a/arch/tests/univariate/test_rescale.py
+++ b/arch/tests/univariate/test_rescale.py
@@ -1,5 +1,3 @@
-import sys
-
 import numpy as np
 from numpy.testing import assert_allclose
 import pandas as pd
@@ -36,12 +34,11 @@ def test_reproducibility(small_data, small_data2):
     pd.testing.assert_series_equal(small_data, small_data2)
 
 
-@pytest.mark.skipif(sys.platform == "darwin", reason="Buggy on OSX/pip NumPy")
 def test_blank(small_data, std_data):
     small_mod = ZeroMean(small_data, volatility=GARCH(), rescale=False)
-    small_res = small_mod.fit(disp="off")
+    small_res = small_mod.fit()
     mod = ZeroMean(std_data, volatility=GARCH(), rescale=False)
-    res = mod.fit(disp="off")
+    res = mod.fit()
     assert_allclose(1e3 * small_res.params[0], res.params[0], rtol=5e-3)
 
 
diff --git a/ci/travis-osx-setup.sh b/ci/travis-osx-setup.sh
new file mode 100644
index 0000000000..6650115a65
--- /dev/null
+++ b/ci/travis-osx-setup.sh
@@ -0,0 +1,14 @@
+if [ "$TRAVIS_OS_NAME" = "osx" ]; then
+  echo "OSX Python Information"
+  python3 --version
+  which python3
+  which pip3
+  echo unlink /usr/local/bin/python
+  unlink /usr/local/bin/python
+  echo ln -s /usr/local/bin/python3 /usr/local/bin/python
+  ln -s /usr/local/bin/python3 /usr/local/bin/python
+  echo unlink /usr/local/bin/pip
+  unlink /usr/local/bin/pip
+  echo ln -s /usr/local/bin/pip3 /usr/local/bin/pip
+  ln -s /usr/local/bin/pip3 /usr/local/bin/pip
+fi