kendisini yakmasıyla başlayan olaylar --> events that began with the self-burning of (an unemployed university student)
Cümlenin tamamını şöyle çevirirdim:
A chain of events began when an unemployed university student burned himself in Tunisia in 2010, paving the way for [what is called] Arab Spring.