Abstract Numerical simulations are inescapable steps in spin dynamics studies and the design of polarized beam accelerators optical components. An integral part Summer 2021 USPAS Spin Class teachings, under form a 2-week miniworkshop, this chapter is also an initiation to field, “hands on”: first Section, numerical simulation exercises proposed which cover many theoretical aspects hadron electr...