Yes – if you don’t back up your data before uninstalling the game, your saves will be lost. This relates to all devices apart from PlayStation and Xbox consoles. To fully delete Minecraft data from PS4, select “Yes” when asked whether you’d like to remove the application saved data. You can’t permanently delete data from Xbox Live cloud storage, but the cloud storage won’t be available if you aren’t signed up to Xbox Live.