From personal experience, streamlining a checkout process as much as possible can make a rather dramatic difference to conversion rates. However, the "as possible" is important. You don't want any unnecessary distractions, but if you back someone into a corner so they can't check something they are worried about or correct a mistake, they'll probably just go somewhere else.