Google: It's Fine To Link To HTTP URLS For SEO

Google's John Mueller confirmed that from an SEO point of view, linking to an HTTP URL, instead of an HTTPS URL is fine. Google won't penalize or downgrade your site if you link externally to a non-secure page. Of course, from a user point of view link to the HTTPS version if possible and make sure your site and embeds are secure.