diff --git a/pkgs/development/python-modules/dask-ml/default.nix b/pkgs/development/python-modules/dask-ml/default.nix
index 6b96c3d2199a..427f1b446c21 100644
--- a/pkgs/development/python-modules/dask-ml/default.nix
+++ b/pkgs/development/python-modules/dask-ml/default.nix
@@ -1,12 +1,15 @@
 {
   lib,
+  stdenv,
   buildPythonPackage,
-  pythonOlder,
   fetchFromGitHub,
+
+  # build-system
   hatch-vcs,
   hatchling,
   setuptools-scm,
-  dask,
+
+  # dependencies
   dask-expr,
   dask-glm,
   distributed,
@@ -17,6 +20,9 @@
   pandas,
   scikit-learn,
   scipy,
+  dask,
+
+  # tests
   pytest-mock,
   pytestCheckHook,
 }:
@@ -26,8 +32,6 @@ buildPythonPackage rec {
   version = "2024.4.4";
   pyproject = true;
 
-  disabled = pythonOlder "3.6";
-
   src = fetchFromGitHub {
     owner = "dask";
     repo = "dask-ml";
@@ -66,11 +70,19 @@ buildPythonPackage rec {
     pytestCheckHook
   ];
 
-  disabledTestPaths = [
-    # AttributeError: 'csr_matrix' object has no attribute 'A'
-    # Fixed in https://github.com/dask/dask-ml/pull/996
-    "tests/test_svd.py"
-  ];
+  disabledTestPaths =
+    [
+      # AttributeError: 'csr_matrix' object has no attribute 'A'
+      # Fixed in https://github.com/dask/dask-ml/pull/996
+      "tests/test_svd.py"
+    ]
+    ++ lib.optionals stdenv.isDarwin [
+      # RuntimeError: Not enough arguments provided: missing keys
+      "tests/model_selection/test_hyperband.py"
+      "tests/model_selection/test_incremental.py"
+      "tests/model_selection/test_incremental_warns.py"
+      "tests/model_selection/test_successive_halving.py"
+    ];
 
   disabledTests = [
     # Flaky: `Arrays are not almost equal to 3 decimals` (although values do actually match)