diff --git a/jedi/inference/gradual/conversion.py b/jedi/inference/gradual/conversion.py
index 8f6917ef..58c2522b 100644
--- a/jedi/inference/gradual/conversion.py
+++ b/jedi/inference/gradual/conversion.py
@@ -59,28 +59,23 @@ def _try_stub_to_python_names(names, prefer_stub_to_compiled=False):
             yield name
             continue
 
-        name_list = name.get_qualified_names()
-        if name_list is None:
-            values = NO_VALUES
-        else:
-            values = _infer_from_stub(
-                module_context,
-                name_list[:-1],
-                ignore_compiled=prefer_stub_to_compiled,
-            )
-        if values and name_list:
-            new_names = values.goto(name_list[-1])
-            for new_name in new_names:
-                yield new_name
-            if new_names:
+        if name.api_type == 'module':
+            values = convert_values(name.infer(), ignore_compiled=prefer_stub_to_compiled)
+            if values:
+                for v in values:
+                    yield v.name
                 continue
-        elif values:
-            for c in values:
-                yield c.name
-            continue
-        # This is the part where if we haven't found anything, just return the
-        # stub name.
-        yield name
+        else:
+            v = name.get_defining_qualified_value()
+            if v is not None:
+                converted = _stub_to_python_value_set(v, ignore_compiled=prefer_stub_to_compiled)
+                if converted:
+                    converted_names = converted.goto(name.get_public_name())
+                    if converted_names:
+                        for n in converted_names:
+                            yield n
+                        continue
+            yield name
 
 
 def _load_stub_module(module):
diff --git a/jedi/inference/names.py b/jedi/inference/names.py
index c246bb98..842a45eb 100644
--- a/jedi/inference/names.py
+++ b/jedi/inference/names.py
@@ -79,6 +79,13 @@ class AbstractNameDefinition(object):
     def api_type(self):
         return self.parent_context.api_type
 
+    def get_defining_qualified_value(self):
+        """
+        Returns either None or the value that is public and qualified. Won't
+        return a function, because a name in a function is never public.
+        """
+        return None
+
 
 class AbstractArbitraryName(AbstractNameDefinition):
     """
@@ -124,6 +131,15 @@ class AbstractTreeName(AbstractNameDefinition):
             return None
         return parent_names + (self.tree_name.value,)
 
+    def get_defining_qualified_value(self):
+        if self.is_import():
+            raise 1
+        elif self.parent_context:
+            values = self.parent_context.name.infer()
+            if len(values) == 1:
+                return next(iter(values))
+        return None
+
     def goto(self):
         context = self.parent_context
         name = self.tree_name
diff --git a/jedi/inference/value/instance.py b/jedi/inference/value/instance.py
index 8071c20a..8fbbebec 100644
--- a/jedi/inference/value/instance.py
+++ b/jedi/inference/value/instance.py
@@ -509,6 +509,9 @@ class SelfName(TreeNameDefinition):
     def parent_context(self):
         return self._instance.create_instance_context(self.class_context, self.tree_name)
 
+    def get_defining_qualified_value(self):
+        return self._instance
+
 
 class LazyInstanceClassName(NameWrapper):
     def __init__(self, instance, class_member_name):
@@ -524,6 +527,9 @@ class LazyInstanceClassName(NameWrapper):
     def get_signatures(self):
         return self.infer().get_signatures()
 
+    def get_defining_qualified_value(self):
+        return self._instance
+
 
 class InstanceClassFilter(AbstractFilter):
     """
diff --git a/jedi/inference/value/klass.py b/jedi/inference/value/klass.py
index aede4222..24c4236e 100644
--- a/jedi/inference/value/klass.py
+++ b/jedi/inference/value/klass.py
@@ -74,6 +74,10 @@ class ClassName(TreeNameDefinition):
             else:
                 yield result_value
 
+    @property
+    def defining_qualified_value(self):
+        return self._class_value
+
 
 class ClassFilter(ParserTreeFilter):
     def __init__(self, class_value, node_context=None, until_position=None,
diff --git a/test/test_api/test_classes.py b/test/test_api/test_classes.py
index 5f160b81..2711c269 100644
--- a/test/test_api/test_classes.py
+++ b/test/test_api/test_classes.py
@@ -437,16 +437,17 @@ def test_import(names):
     assert n.name == 'os'
     assert n.type == 'module'
 
-    n = nms[2].goto()[0]
-    assert n.name == 'path'
-    assert n.type == 'module'
+    nms = nms[2].goto()
+    assert nms
+    assert all(n.type == 'module' for n in nms)
+    assert 'posixpath' in {n.name for n in nms}
 
     nms = names('import os.path', references=True)
     n = nms[0].goto()[0]
     assert n.name == 'os'
     assert n.type == 'module'
     n = nms[1].goto()[0]
-    # This is very special, normally the name doesn't chance, but since
+    # This is very special, normally the name doesn't change, but since
     # os.path is a sys.modules hack, it does.
     assert n.name in ('macpath', 'ntpath', 'posixpath', 'os2emxpath')
     assert n.type == 'module'
diff --git a/test/test_api/test_completion.py b/test/test_api/test_completion.py
index db078293..0057ae83 100644
--- a/test/test_api/test_completion.py
+++ b/test/test_api/test_completion.py
@@ -152,6 +152,12 @@ def test_method_doc_with_signature(Script):
     assert c.docstring() == 'writelines(lines: Iterable[AnyStr]) -> None'
 
 
+def test_method_doc_with_signature2(Script):
+    code = 'f = open("")\nf.writelines'
+    d, = Script(code).goto()
+    assert d.docstring() == 'writelines(lines: Iterable[AnyStr]) -> None'
+
+
 def test_with_stmt_error_recovery(Script):
     assert Script('with open('') as foo: foo.\na').complete(line=1)