diff --git a/lib/ex_unit/lib/ex_unit/cli_formatter.ex b/lib/ex_unit/lib/ex_unit/cli_formatter.ex
index cfe335a080..fda793e7ad 100644
--- a/lib/ex_unit/lib/ex_unit/cli_formatter.ex
+++ b/lib/ex_unit/lib/ex_unit/cli_formatter.ex
@@ -37,7 +37,7 @@ defmodule ExUnit.CLIFormatter do
   def handle_cast({:suite_finished, times_us}, config) do
     test_type_counts = collect_test_type_counts(config)
 
-    if test_type_counts > 0 && config.excluded_counter == test_type_counts do
+    if test_type_counts == 0 and config.excluded_counter > 0 do
       IO.puts(invalid("All tests have been excluded.", config))
     end
 
@@ -256,6 +256,10 @@ defmodule ExUnit.CLIFormatter do
     end
   end
 
+  defp update_test_counter(test_counter, %{state: {:excluded, _reason}}) do
+    test_counter
+  end
+
   defp update_test_counter(test_counter, %{tags: %{test_type: test_type}}) do
     Map.update(test_counter, test_type, 1, &(&1 + 1))
   end
@@ -331,16 +335,13 @@ defmodule ExUnit.CLIFormatter do
   ## Printing
 
   defp print_summary(config, force_failures?) do
-    formatted_test_type_counts = format_test_type_counts(config)
     test_type_counts = collect_test_type_counts(config)
+    test_counter = test_counter_or_default(config, test_type_counts)
+    formatted_test_type_counts = format_test_type_counts(test_counter)
     failure_pl = pluralize(config.failure_counter, "failure", "failures")
 
     message =
       "#{formatted_test_type_counts}#{config.failure_counter} #{failure_pl}"
-      |> if_true(
-        config.excluded_counter > 0,
-        &(&1 <> ", #{config.excluded_counter} excluded")
-      )
       |> if_true(
         config.invalid_counter > 0,
         &(&1 <> ", #{config.invalid_counter} invalid")
@@ -349,6 +350,10 @@ defmodule ExUnit.CLIFormatter do
         config.skipped_counter > 0,
         &(&1 <> ", " <> skipped("#{config.skipped_counter} skipped", config))
       )
+      |> if_true(
+        config.excluded_counter > 0,
+        &(&1 <> " (#{config.excluded_counter} excluded)")
+      )
 
     cond do
       config.failure_counter > 0 or force_failures? ->
@@ -384,15 +389,24 @@ defmodule ExUnit.CLIFormatter do
     IO.puts(formatted)
   end
 
-  defp format_test_type_counts(%{test_counter: test_counter} = _config) do
+  defp format_test_type_counts(test_counter) do
     test_counter
     |> Enum.sort()
     |> Enum.map(fn {test_type, count} ->
       type_pluralized = pluralize(count, test_type, ExUnit.plural_rule(test_type |> to_string()))
+
       "#{count} #{type_pluralized}, "
     end)
   end
 
+  defp test_counter_or_default(_config, 0) do
+    %{test: 0}
+  end
+
+  defp test_counter_or_default(%{test_counter: test_counter} = _config, _test_type_counts) do
+    test_counter
+  end
+
   defp collect_test_type_counts(%{test_counter: test_counter} = _config) do
     Enum.reduce(test_counter, 0, fn {_, count}, acc ->
       acc + count
diff --git a/lib/ex_unit/test/ex_unit_test.exs b/lib/ex_unit/test/ex_unit_test.exs
index 152a9122f7..37da768739 100644
--- a/lib/ex_unit/test/ex_unit_test.exs
+++ b/lib/ex_unit/test/ex_unit_test.exs
@@ -29,7 +29,7 @@ defmodule ExUnitTest do
     assert capture_io(fn ->
              assert ExUnit.async_run() |> ExUnit.await_run() ==
                       %{failures: 0, skipped: 0, total: 0, excluded: 0}
-           end) =~ "\n0 failures\n"
+           end) =~ "\n0 tests, 0 failures\n"
   end
 
   test "supports rerunning given modules" do
@@ -137,7 +137,7 @@ defmodule ExUnitTest do
     assert result =~ """
            Showing results so far...
 
-           0 failures
+           0 tests, 0 failures
            """
   end
 
@@ -331,19 +331,19 @@ defmodule ExUnitTest do
 
     {result, output} = run_with_filter([exclude: [even: true]], [ParityTest])
     assert result == %{failures: 0, skipped: 0, excluded: 1, total: 4}
-    assert output =~ "\n4 tests, 0 failures, 1 excluded\n"
+    assert output =~ "\n3 tests, 0 failures (1 excluded)\n"
 
     {result, output} = run_with_filter([exclude: :even], [ParityTest])
     assert result == %{failures: 0, skipped: 0, excluded: 3, total: 4}
-    assert output =~ "\n4 tests, 0 failures, 3 excluded\n"
+    assert output =~ "\n1 test, 0 failures (3 excluded)\n"
 
     {result, output} = run_with_filter([exclude: :even, include: [even: true]], [ParityTest])
     assert result == %{failures: 1, skipped: 0, excluded: 2, total: 4}
-    assert output =~ "\n4 tests, 1 failure, 2 excluded\n"
+    assert output =~ "\n2 tests, 1 failure (2 excluded)\n"
 
     {result, output} = run_with_filter([exclude: :test, include: [even: true]], [ParityTest])
     assert result == %{failures: 1, skipped: 0, excluded: 3, total: 4}
-    assert output =~ "\n4 tests, 1 failure, 3 excluded\n"
+    assert output =~ "\n1 test, 1 failure (3 excluded)\n"
   end
 
   test "log capturing" do
@@ -508,8 +508,9 @@ defmodule ExUnitTest do
 
     # Empty because it is already loaded
     {result, output} = run_with_filter([exclude: :module], [])
+
     assert result == %{failures: 0, skipped: 0, excluded: 2, total: 2}
-    assert output =~ "\n2 tests, 0 failures, 2 excluded\n"
+    assert output =~ "\n0 tests, 0 failures (2 excluded)\n"
 
     {result, output} =
       [exclude: :test, include: [module: "ExUnitTest.SecondTestModule"]]
@@ -517,7 +518,7 @@ defmodule ExUnitTest do
 
     assert result == %{failures: 1, skipped: 0, excluded: 1, total: 2}
     assert output =~ "\n  1) test false (ExUnitTest.SecondTestModule)\n"
-    assert output =~ "\n2 tests, 1 failure, 1 excluded\n"
+    assert output =~ "\n1 test, 1 failure (1 excluded)\n"
   end
 
   test "raises on reserved tag :file in module" do
@@ -680,7 +681,7 @@ defmodule ExUnitTest do
       end)
 
     refute output =~ max_failures_reached_msg()
-    assert output =~ "\n6 tests, 0 failures, 1 excluded, 4 invalid, 1 skipped\n"
+    assert output =~ "\n5 tests, 0 failures, 4 invalid, 1 skipped (1 excluded)\n"
   end
 
   test "parameterized tests" do
@@ -787,7 +788,7 @@ defmodule ExUnitTest do
         end)
 
       assert output =~ max_failures_reached_msg()
-      assert output =~ "\n6 tests, 2 failures, 1 excluded, 1 skipped\n"
+      assert output =~ "\n5 tests, 2 failures, 1 skipped (1 excluded)\n"
     end
 
     test ":max_failures is not reached" do
@@ -818,7 +819,7 @@ defmodule ExUnitTest do
         end)
 
       refute output =~ max_failures_reached_msg()
-      assert output =~ "\n8 tests, 2 failures, 2 excluded, 1 skipped\n"
+      assert output =~ "\n6 tests, 2 failures, 1 skipped (2 excluded)\n"
     end
 
     test ":max_failures has been reached" do
@@ -852,7 +853,7 @@ defmodule ExUnitTest do
         end)
 
       assert output =~ max_failures_reached_msg()
-      assert output =~ "\n7 tests, 2 failures, 2 excluded, 2 skipped\n"
+      assert output =~ "\n5 tests, 2 failures, 2 skipped (2 excluded)\n"
     end
 
     # Excluded and skipped tests are detected before setup_all
@@ -886,7 +887,7 @@ defmodule ExUnitTest do
         end)
 
       assert output =~ max_failures_reached_msg()
-      assert output =~ "\n4 tests, 0 failures, 1 excluded, 2 invalid, 1 skipped\n"
+      assert output =~ "\n3 tests, 0 failures, 2 invalid, 1 skipped (1 excluded)\n"
     end
 
     test ":max_failures flushes all async/sync cases" do
@@ -1077,7 +1078,7 @@ defmodule ExUnitTest do
       end)
 
     assert output =~ "All tests have been excluded.\n"
-    assert output =~ "2 tests, 0 failures, 2 excluded\n"
+    assert output =~ "0 tests, 0 failures (2 excluded)\n"
   end
 
   test "tests are run in compile order (FIFO)" do
diff --git a/lib/mix/test/mix/tasks/test_test.exs b/lib/mix/test/mix/tasks/test_test.exs
index b51ed680db..d3d73af2c0 100644
--- a/lib/mix/test/mix/tasks/test_test.exs
+++ b/lib/mix/test/mix/tasks/test_test.exs
@@ -238,7 +238,7 @@ defmodule Mix.Tasks.TestTest do
         # Of the passing tests, 1 is tagged with `@tag :foo`.
         # But only the failing test with that tag should run.
         output = mix(["test", "--failed", "--only", "foo"])
-        assert output =~ "2 tests, 1 failure, 1 excluded"
+        assert output =~ "1 test, 1 failure (1 excluded)"
 
         # Run again to give it a chance to record as passed
         System.put_env("PASS_FAILING_TESTS", "true")
@@ -548,7 +548,7 @@ defmodule Mix.Tasks.TestTest do
                Including tags: [location: {"test/bar_tests.exs", 5}]
                """
 
-        assert output =~ "4 tests, 0 failures, 3 excluded\n"
+        assert output =~ "1 test, 0 failures (3 excluded)\n"
       end)
     end
   end