I was not aware of that definition.

My best guess is that most people using the term 'peckerwood' are not aware of its etymology. In every instance I recall hearing the term - and it numbers at least in the dozens and probably in the hundreds - it had no discernible racial over- (or under-) tones. It was simply an unnecessary expansion of calling someone a 'pecker' or a 'dick.'