diff --git a/src/metabase/query_processor/middleware/annotate.clj b/src/metabase/query_processor/middleware/annotate.clj
index 42c574fb54370997ee636f5c644b235422028202..d984cf4f0118e362d4af5b56507a94a841c8567d 100644
--- a/src/metabase/query_processor/middleware/annotate.clj
+++ b/src/metabase/query_processor/middleware/annotate.clj
@@ -44,8 +44,7 @@
   (vec (for [i    (range (count columns))
              :let [col (nth columns i)]]
          {:name         (name col)
-          :display_name (or (humanization/name->human-readable-name (u/keyword->qualified-name col))
-                            (u/keyword->qualified-name col))
+          :display_name (u/keyword->qualified-name col)
           :base_type    (or (driver.common/values->base-type (for [row rows]
                                                                (nth row i)))
                             :type/*)
diff --git a/test/metabase/api/table_test.clj b/test/metabase/api/table_test.clj
index 4874ef146dad66871e2bed4f1952aebbe2ebbb28..3a4deccf7e123fedcbe772de9bf57f663d823517 100644
--- a/test/metabase/api/table_test.clj
+++ b/test/metabase/api/table_test.clj
@@ -450,7 +450,7 @@
      :fields            (map (comp #(merge (default-card-field-for-venues card-virtual-table-id) %)
                                    with-field-literal-id)
                              [{:name         "NAME"
-                               :display_name "Name"
+                               :display_name "NAME"
                                :base_type    "type/Text"
                                :special_type "type/Name"
                                :fingerprint  (:name mutil/venue-fingerprints)}
@@ -461,13 +461,13 @@
                                :fingerprint  (:id mutil/venue-fingerprints)}
                               (with-numeric-dimension-options
                                 {:name         "PRICE"
-                                 :display_name "Price"
+                                 :display_name "PRICE"
                                  :base_type    "type/Integer"
                                  :special_type nil
                                  :fingerprint  (:price mutil/venue-fingerprints)})
                               (with-coordinate-dimension-options
                                 {:name         "LATITUDE"
-                                 :display_name "Latitude"
+                                 :display_name "LATITUDE"
                                  :base_type    "type/Float"
                                  :special_type "type/Latitude"
                                  :fingerprint  (:latitude mutil/venue-fingerprints)})])})
@@ -496,7 +496,7 @@
      :description       nil
      :dimension_options (default-dimension-options)
      :fields            [{:name                     "NAME"
-                          :display_name             "Name"
+                          :display_name             "NAME"
                           :base_type                "type/Text"
                           :table_id                 card-virtual-table-id
                           :id                       ["field-literal" "NAME" "type/Text"]
@@ -508,7 +508,7 @@
                                                      :type   {:type/Text {:percent-json  0.0, :percent-url    0.0,
                                                                           :percent-email 0.0, :average-length 13.27}}}}
                          {:name                     "LAST_LOGIN"
-                          :display_name             "Last Login"
+                          :display_name             "LAST_LOGIN"
                           :base_type                "type/DateTime"
                           :table_id                 card-virtual-table-id
                           :id                       ["field-literal" "LAST_LOGIN" "type/DateTime"]
diff --git a/test/metabase/driver/sql_jdbc/native_test.clj b/test/metabase/driver/sql_jdbc/native_test.clj
index a359de99d8e7cc9ced70fc91c8c452038b60e487..491844d118ba912012b471257f1ccdff93bc37a0 100644
--- a/test/metabase/driver/sql_jdbc/native_test.clj
+++ b/test/metabase/driver/sql_jdbc/native_test.clj
@@ -33,8 +33,8 @@
                              [99 "Golden Road Brewing" 10]]
                :columns     ["ID" "NAME" "CATEGORY_ID"]
                :cols        [{:name "ID",          :display_name "ID",          :source :native, :base_type :type/Integer}
-                             {:name "NAME",        :display_name "Name",        :source :native, :base_type :type/Text}
-                             {:name "CATEGORY_ID", :display_name "Category ID", :source :native, :base_type :type/Integer}]
+                             {:name "NAME",        :display_name "NAME",        :source :native, :base_type :type/Text}
+                             {:name "CATEGORY_ID", :display_name "CATEGORY_ID", :source :native, :base_type :type/Integer}]
                :native_form {:query "SELECT ID, NAME, CATEGORY_ID FROM VENUES ORDER BY ID DESC LIMIT 2", :params []}}}
   (-> (qp/process-query {:native   {:query "SELECT ID, NAME, CATEGORY_ID FROM VENUES ORDER BY ID DESC LIMIT 2"}
                          :type     :native
diff --git a/test/metabase/query_processor/middleware/annotate_test.clj b/test/metabase/query_processor/middleware/annotate_test.clj
index 2247bb96c85a21cacbbf2533913cb89e1b7c7668..86b012eef9d442678a2981ee7af1ee44423e0b8a 100644
--- a/test/metabase/query_processor/middleware/annotate_test.clj
+++ b/test/metabase/query_processor/middleware/annotate_test.clj
@@ -19,8 +19,8 @@
 
 ;; make sure that `add-native-column-info` can still infer types even if the initial value(s) are `nil` (#4256)
 (expect
-  [{:name "a", :display_name "A", :base_type :type/Integer, :source :native}
-   {:name "b", :display_name "B", :base_type :type/Integer, :source :native}]
+  [{:name "a", :display_name "a", :base_type :type/Integer, :source :native}
+   {:name "b", :display_name "b", :base_type :type/Integer, :source :native}]
   (:cols (#'annotate/add-native-column-info {:columns [:a :b], :rows [[1 nil]
                                                                       [2 nil]
                                                                       [3 nil]
@@ -30,7 +30,7 @@
 ;; make sure that `add-native-column-info` defaults `base_type` to `type/*` if there are no non-nil
 ;; values when we peek.
 (expect
-  [{:name "a", :display_name "A", :base_type :type/*, :source :native}]
+  [{:name "a", :display_name "a", :base_type :type/*, :source :native}]
   (:cols (#'annotate/add-native-column-info {:columns [:a], :rows [[nil]]})))
 
 
diff --git a/test/metabase/query_processor/middleware/results_metadata_test.clj b/test/metabase/query_processor/middleware/results_metadata_test.clj
index b92c0149360a140a15d2102f6004cbb574f9878a..8f8c733657dbf1b375174dd3b4023e82d32d95a5 100644
--- a/test/metabase/query_processor/middleware/results_metadata_test.clj
+++ b/test/metabase/query_processor/middleware/results_metadata_test.clj
@@ -48,7 +48,9 @@
     :special_type "type/Longitude", :fingerprint  (:longitude mutil/venue-fingerprints)}])
 
 (def ^:private default-card-results-native
-  (update-in default-card-results [3 :fingerprint] assoc :type {:type/Number {:min 2.0, :max 74.0, :avg 29.98, :q1 7.0, :q3 49.0 :sd 23.06}}))
+  (for [column (-> default-card-results
+                   (update-in [3 :fingerprint] assoc :type {:type/Number {:min 2.0, :max 74.0, :avg 29.98, :q1 7.0, :q3 49.0 :sd 23.06}}))]
+    (assoc column :display_name (:name column))))
 
 ;; test that Card result metadata is saved after running a Card
 (expect