diff --git a/pkgs/development/python-modules/pmdarima/default.nix b/pkgs/development/python-modules/pmdarima/default.nix
new file mode 100644
index 000000000000..17bde3ddf3c7
--- /dev/null
+++ b/pkgs/development/python-modules/pmdarima/default.nix
@@ -0,0 +1,64 @@
+{ lib
+, buildPythonPackage
+, fetchFromGitHub
+, cython
+, joblib
+, numpy
+, pandas
+, scikit-learn
+, scipy
+, statsmodels
+, urllib3
+, pythonOlder
+, python
+, pytestCheckHook
+}:
+
+buildPythonPackage rec {
+  pname = "pmdarima";
+  version = "2.0.3";
+  format = "setuptools";
+
+  disable = pythonOlder "3.7";
+
+  src = fetchFromGitHub {
+    owner = "alkaline-ml";
+    repo = "pmdarima";
+    rev = "v${version}";
+    hash = "sha256-uX4iZZ2deYqVWnqVZT6J0Djf2pXo7ug4MsOsPkKjvSU=";
+  };
+
+  nativeBuildInputs = [ cython ];
+
+  propagatedBuildInputs = [
+    joblib
+    numpy
+    pandas
+    scikit-learn
+    scipy
+    statsmodels
+    urllib3
+  ];
+
+  # Make sure we're running the tests for the actually installed
+  # package, so that cython's compiled files are available.
+  preCheck = ''
+    cd $out/lib/${python.libPrefix}/site-packages
+  '';
+
+  nativeCheckInputs = [ pytestCheckHook ];
+  disabledTests= [
+    # touches internet
+    "test_load_from_web"
+  ];
+
+  pythonImportsCheck = [ "pmdarima" ];
+
+  meta = with lib; {
+    description = "A statistical library designed to fill the void in Python's time series analysis capabilities, including the equivalent of R's auto.arima function";
+    homepage = "https://github.com/alkaline-ml/pmdarima";
+    changelog = "https://github.com/alkaline-ml/pmdarima/releases/tag/v${version}";
+    license = licenses.mit;
+    maintainers = with maintainers; [ mbalatsko ];
+  };
+}
diff --git a/pkgs/top-level/python-packages.nix b/pkgs/top-level/python-packages.nix
index 3f187bb87986..9bf338fb5f9c 100644
--- a/pkgs/top-level/python-packages.nix
+++ b/pkgs/top-level/python-packages.nix
@@ -8500,6 +8500,8 @@ self: super: with self; {
 
   pmw = callPackage ../development/python-modules/pmw { };
 
+  pmdarima = callPackage ../development/python-modules/pmdarima { };
+
   pmdsky-debug-py = callPackage ../development/python-modules/pmdsky-debug-py { };
 
   pnglatex = callPackage ../development/python-modules/pnglatex { };