Pagespeed and Lighthouse process scores differently.
Since I have a lot of third party code, like analytics and YouTube embeds on the landing page, Pagespeed takes the load time for those elements into consideration as well.
Lighthouse focuses more on a well-rounded audit based on different paramaters.