diff --git a/Include/pystats.h b/Include/pystats.h
index 04630c9e0f92e5..25ed4bddc7240c 100644
--- a/Include/pystats.h
+++ b/Include/pystats.h
@@ -8,7 +8,7 @@ extern "C" {
 
 #ifdef Py_STATS
 
-#define SPECIALIZATION_FAILURE_KINDS 32
+#define SPECIALIZATION_FAILURE_KINDS 36
 
 /* Stats for determining who is calling PyEval_EvalFrame */
 #define EVAL_CALL_TOTAL 0
diff --git a/Python/specialize.c b/Python/specialize.c
index d1a38450fff02a..2e135be010ff54 100644
--- a/Python/specialize.c
+++ b/Python/specialize.c
@@ -340,6 +340,9 @@ _PyCode_Quicken(PyCodeObject *code)
 #define SPEC_FAIL_ATTR_PROPERTY_NOT_PY_FUNCTION 28
 #define SPEC_FAIL_ATTR_NOT_IN_KEYS 29
 #define SPEC_FAIL_ATTR_NOT_IN_DICT 30
+#define SPEC_FAIL_ATTR_CLASS_ATTR_SIMPLE 31
+#define SPEC_FAIL_ATTR_CLASS_ATTR_DESCRIPTOR 32
+#define SPEC_FAIL_ATTR_BUILTIN_CLASS_METHOD_OBJ 33
 
 /* Binary subscr and store subscr */
 
@@ -813,16 +816,29 @@ _Py_Specialize_LoadAttr(PyObject *owner, _Py_CODEUNIT *instr, PyObject *name)
             goto success;
         }
         case BUILTIN_CLASSMETHOD:
+            SPECIALIZATION_FAIL(LOAD_ATTR, SPEC_FAIL_ATTR_BUILTIN_CLASS_METHOD_OBJ);
+            goto fail;
         case PYTHON_CLASSMETHOD:
+            SPECIALIZATION_FAIL(LOAD_ATTR, SPEC_FAIL_ATTR_CLASS_METHOD_OBJ);
+            goto fail;
         case NON_OVERRIDING:
+            SPECIALIZATION_FAIL(LOAD_ATTR,
+                                (type->tp_flags & Py_TPFLAGS_MANAGED_DICT) ?
+                                SPEC_FAIL_ATTR_CLASS_ATTR_DESCRIPTOR :
+                                SPEC_FAIL_ATTR_NOT_MANAGED_DICT);
+            goto fail;
         case NON_DESCRIPTOR:
+            SPECIALIZATION_FAIL(LOAD_ATTR,
+                                (type->tp_flags & Py_TPFLAGS_MANAGED_DICT) ?
+                                SPEC_FAIL_ATTR_CLASS_ATTR_SIMPLE :
+                                SPEC_FAIL_ATTR_NOT_MANAGED_DICT);
+            goto fail;
         case ABSENT:
-            break;
-    }
-    if (specialize_dict_access(owner, instr, type, kind, name, LOAD_ATTR,
-                               LOAD_ATTR_INSTANCE_VALUE, LOAD_ATTR_WITH_HINT))
-    {
-        goto success;
+            if (specialize_dict_access(owner, instr, type, kind, name, LOAD_ATTR,
+                                    LOAD_ATTR_INSTANCE_VALUE, LOAD_ATTR_WITH_HINT))
+            {
+                goto success;
+            }
     }
 fail:
     STAT_INC(LOAD_ATTR, failure);
@@ -901,16 +917,23 @@ _Py_Specialize_StoreAttr(PyObject *owner, _Py_CODEUNIT *instr, PyObject *name)
             SPECIALIZATION_FAIL(STORE_ATTR, SPEC_FAIL_OVERRIDDEN);
             goto fail;
         case BUILTIN_CLASSMETHOD:
+            SPECIALIZATION_FAIL(LOAD_ATTR, SPEC_FAIL_ATTR_BUILTIN_CLASS_METHOD_OBJ);
+            goto fail;
         case PYTHON_CLASSMETHOD:
+            SPECIALIZATION_FAIL(LOAD_ATTR, SPEC_FAIL_ATTR_CLASS_METHOD_OBJ);
+            goto fail;
         case NON_OVERRIDING:
+            SPECIALIZATION_FAIL(LOAD_ATTR, SPEC_FAIL_ATTR_CLASS_ATTR_DESCRIPTOR);
+            goto fail;
         case NON_DESCRIPTOR:
+            SPECIALIZATION_FAIL(LOAD_ATTR, SPEC_FAIL_ATTR_CLASS_ATTR_SIMPLE);
+            goto fail;
         case ABSENT:
-            break;
-    }
-    if (specialize_dict_access(owner, instr, type, kind, name, STORE_ATTR,
-                               STORE_ATTR_INSTANCE_VALUE, STORE_ATTR_WITH_HINT))
-    {
-        goto success;
+            if (specialize_dict_access(owner, instr, type, kind, name, STORE_ATTR,
+                                    STORE_ATTR_INSTANCE_VALUE, STORE_ATTR_WITH_HINT))
+            {
+                goto success;
+            }
     }
 fail:
     STAT_INC(STORE_ATTR, failure);