diff --git a/src/stats.py b/src/stats.py
index f3d573d..5a0e3c1 100644
--- a/src/stats.py
+++ b/src/stats.py
@@ -80,33 +80,59 @@ def update_user_statistics():
 
     # Update total number of moves
     for clue_starved in [True, False]:
+        rating_type = utils.get_rating_type(clue_starved)
         # We insert 0 here to ensure that we have an entry for each player
         # Note that this will immediately be changed by the next query in case it is nonzero,
         # so the zero value never shows up in the database if it was nonzero before.
         cur.execute(
-            "INSERT INTO user_statistics (user_id, variant_type, total_game_moves)"
+            "INSERT INTO user_statistics (user_id, variant_type, total_game_moves, games_played, games_won)"
             "  ("
-            "  SELECT id, %s, %s FROM users"
+            "  SELECT id, %s, 0, 0, 0 FROM users"
             "  )"
             "ON CONFLICT (user_id, variant_type) DO UPDATE "
-            "SET total_game_moves = EXCLUDED.total_game_moves",
-            (utils.get_rating_type(clue_starved), 0)
+            "SET"
+            "  (total_game_moves, games_played, games_won)"
+            "  ="
+            "  (EXCLUDED.total_game_moves, EXCLUDED.games_played, EXCLUDED.games_won)",
+            (rating_type,)
         )
         cur.execute(
             "INSERT INTO user_statistics (user_id, variant_type, total_game_moves)"
             "  ("
             "  SELECT users.id, %s, SUM(games.num_turns) FROM users "
-            "  LEFT OUTER JOIN game_participants "
+            "  INNER JOIN game_participants "
             "    ON game_participants.user_id = users.id "
-            "  LEFT OUTER JOIN games "
+            "  INNER JOIN games "
             "    ON game_participants.game_id = games.id "
-            "  LEFT OUTER JOIN variants"
+            "  INNER JOIN variants"
             "    ON variants.id = games.variant_id "
             "  WHERE variants.clue_starved = %s OR variants.clue_starved IS NULL"
             "  GROUP BY users.id "
             "  ) "
             "ON CONFLICT (user_id, variant_type) DO UPDATE "
             "SET total_game_moves = EXCLUDED.total_game_moves",
-            (utils.get_rating_type(clue_starved), clue_starved)
+            (rating_type, clue_starved)
+        )
+        cur.execute(
+            "INSERT INTO user_statistics (user_id, variant_type, games_played, games_won)"
+            "  ("
+            "  SELECT"
+            "    users.id,"
+            "    %s,"
+            "    COUNT(games.id),"
+            "    COUNT(games.id) FILTER ( WHERE variants.num_suits * 5 = games.score )"
+            "  FROM users "
+            "  INNER JOIN game_participants "
+            "    ON game_participants.user_id = users.id "
+            "  INNER JOIN games "
+            "    ON game_participants.game_id = games.id "
+            "  INNER JOIN variants "
+            "    ON variants.id = games.variant_id "
+            "  WHERE variants.clue_starved = %s OR variants.clue_starved IS NULL "
+            "   GROUP BY users.id"
+            "  )"
+            "ON CONFLICT (user_id, variant_type) DO UPDATE "
+            "SET (games_played, games_won) = (EXCLUDED.games_played, EXCLUDED.games_won)",
+            (rating_type, clue_starved)
         )
     conn_manager.get_connection().commit()