As a PPL'er myself, I'd say that the vast majority are due to pilot error (flying into poor weather, disorientation, not checking for fuel contamination etc) and the very few remainders can be split between medical problems (pilot has heart attack at controls etc) and improper / poor / incomplete maintenance.
Feel free to flame or toast as you see fit, as all this is IMHO of course.
Aq