diff --git a/ci/before_install.sh b/ci/before_install.sh
index 79738d8bbf..ff2abc0e12 100755
--- a/ci/before_install.sh
+++ b/ci/before_install.sh
@@ -32,8 +32,8 @@ if [[ "${TRAVIS_OS_NAME}" != osx ]] && command -v pyenv; then
     python2 --version
     python --version
 
-    pip3 --version
-    pip2 --version
+    python3 -m pip --version
+    python2 -m pip --version
   ) 2>&1 | sed 's/^/  /'
 fi
 
diff --git a/ci/install.sh b/ci/install.sh
index 27a8aa05c1..afe55bbff5 100755
--- a/ci/install.sh
+++ b/ci/install.sh
@@ -13,9 +13,9 @@ fi
 
 # Use default CC to avoid compilation problems when installing Python modules.
 echo "Install neovim module for Python 3."
-CC=cc pip3 -q install --user --upgrade neovim
+CC=cc python3 -m pip -q install --user --upgrade pynvim
 echo "Install neovim module for Python 2."
-CC=cc pip2 -q install --user --upgrade neovim
+CC=cc python2 -m pip -q install --user --upgrade pynvim
 
 echo "Install neovim RubyGem."
 gem install --no-document --version ">= 0.8.0" neovim