diff --git a/batch/views.py b/batch/views.py
index 472d9f1..ea43526 100644
--- a/batch/views.py
+++ b/batch/views.py
@@ -53,11 +53,17 @@ def post(self, request, *args, **kwargs):
         project = self.get_object()
 
         try:
-            dataset = self._compatible_datasets.get(pk=int(self.request.POST["dataset"]))
-        except (KeyError, ValueError, datasets_models.Dataset.DoesNotExist):
+            prefix = "dataset-"
+            # Is it an error if there are no datasets, or some datasets in the request are not in the compatible set?
+            datasets = self._compatible_datasets.filter(
+                id__in=(int(k[len(prefix):]) for k in self.request.POST if k.startswith(prefix))
+            )
+        except (KeyError, ValueError):
             return HttpResponse(status=400)
 
-        models.Job.objects.create(project=project, owner=self.request.user, raw_data=dataset)
+        models.Job.objects.bulk_create(
+            models.Job(project=project, owner=self.request.user, raw_data=dataset) for dataset in datasets
+        )
         return HttpResponseRedirect(urls.reverse("batch:project-detail", args=[project.pk]))
 
     @property
diff --git a/cloud_ilastik/templates/batch/project_new_job.html b/cloud_ilastik/templates/batch/project_new_job.html
index 758c3af..76b7b46 100644
--- a/cloud_ilastik/templates/batch/project_new_job.html
+++ b/cloud_ilastik/templates/batch/project_new_job.html
@@ -7,10 +7,9 @@
       <legend>Select datasets for batch job submission</legend>
       {% for dataset in dataset_list %}
         <div class="form-check">
-          <input type="radio"
+          <input type="checkbox"
                  id="dataset-{{ dataset.pk }}"
-                 name="dataset"
-                 value="{{ dataset.pk }}"
+                 name="dataset-{{ dataset.pk }}"
                  class="form-check-input">
           <label for="dataset-{{ dataset.pk }}" class="form-check-label">
             <a href="{% url 'datasets:detail' dataset.pk %}">{{ dataset.name }}</a>