diff --git a/debian/control b/debian/control
index 1564608bb..f1ce626c6 100644
--- a/debian/control
+++ b/debian/control
@@ -28,7 +28,8 @@ Depends: ${misc:Depends}, ${python:Depends},
     python-cryptography (>= 1.3.4),
     python-django-filters (>= 1),
     python-django-filters (<< 2),
-    python-pil
+    python-pil,
+    python-tablib
 Provides: ${python:Provides}
 Recommends: python-ldap
 Suggests: python-raven
diff --git a/setup.py b/setup.py
index ccc97116d..85fee6ae6 100755
--- a/setup.py
+++ b/setup.py
@@ -132,6 +132,7 @@ setup(name="authentic2",
           'XStatic-jquery-ui',
           'xstatic-select2',
           'pillow',
+          'tablib',
       ],
       zip_safe=False,
       classifiers=[
diff --git a/src/authentic2/manager/user_views.py b/src/authentic2/manager/user_views.py
index 5c2cad66e..3e03e5917 100644
--- a/src/authentic2/manager/user_views.py
+++ b/src/authentic2/manager/user_views.py
@@ -1,3 +1,4 @@
+import datetime
 import uuid
 import collections
 
@@ -16,6 +17,7 @@ from django.views.generic.detail import SingleObjectMixin
 from django.views.generic import View
 
 from import_export.fields import Field
+import tablib
 
 from authentic2.constants import SWITCH_USER_SESSION_KEY
 from authentic2.models import Attribute, PasswordReset
@@ -321,19 +323,51 @@ class UsersExportView(ExportMixin, UsersView):
     resource_class = UserResource
     export_prefix = 'users-'
 
-    def get_resource(self):
-        '''Subclass default UserResource class to dynamically add field for extra attributes'''
-        attrs = collections.OrderedDict()
-        for attribute in Attribute.objects.all():
-            attrs['attribute_%s' % attribute.name] = Field(attribute='attributes__%s' % attribute.name)
-        custom_class = type('UserResourceClass', (self.resource_class,), attrs)
-        return custom_class()
-
     def get_queryset(self):
         '''Prefetch attribute values.'''
         qs = super(UsersExportView, self).get_queryset()
         return qs.prefetch_related('attribute_values', 'attribute_values__attribute')
 
+    @property
+    def csv(self):
+        return self._dataset.export('csv')
+
+    def get_dataset(self):
+        user_resource = UserResource()
+        fields = user_resource._meta.export_order + ('email_verified', 'is_active', 'modified')
+        attributes = [attr.name for attr in Attribute.objects.all()]
+        headers = fields + tuple(['attribute_%s' % attr for attr in attributes])
+
+        def iso(rec):
+            if hasattr(rec, 'strftime'):
+                if isinstance(rec, datetime.datetime):
+                    _format = "%Y-%m-%d %H:%M:%S"
+                else:
+                    _format = "%Y-%m-%d"
+                return rec.strftime(_format)
+            return rec
+
+        def create_record(user):
+            record = []
+            for field in fields:
+                if field == 'roles':
+                    value = user_resource.dehydrate_roles(user)
+                else:
+                    value = getattr(user, field)
+                record.append(value)
+
+            attr_d = user.attributes.values
+            for attr in attributes:
+                record.append(attr_d.get(attr, ''))
+
+            return map(iso, record)
+
+        self._dataset = tablib.Dataset(headers=headers)
+        for user in self.get_data():
+            self._dataset.append(create_record(user))
+        return self
+
+
 users_export = UsersExportView.as_view()