"Margin trading is akin to gambling"<p>It is no more akin to gambling than simple trading is akin to gambling. The only difference is that funds are also borrowed, which in this case means it was borrowed plus fraudulently obtained funds. And he was likely extra desperate, as most pyramid schemes usually are, taking extra risks because he really needed to make it whole again.