Mobile PageSpeed scores are distinct from desktop pagespeed score because of the following factors:
Mobile devices usually have slower processors.
Pagespeed insights encourage the cell network at a slow speed.
Smartphones have device-specific CSS rules like viewport size, resizing, and many more.