Is Page Speed Important for SEO and Google Rankings?

I’ve heard that page speed has an impact on SEO and Google ranks, but I don’t believe it. Has Google made any announcements about this algorithm? alternatively how do you quantify its impact? I mentioned this because, despite the fact that my website was slow to load, it was still on the first page of Google results for a variety of keywords. Any thoughts?