YES! Search engines today are very sophisticated systems and during their time scanning through your HTML code for key SEO parts such as the keywords and title tags etc, they are also analysing the design and quality of your site code.

Key areas that they will scan your website for is the quality of the site code, speed of your site, responsiveness of your site for all devices and quality of site content.