The thinking required for engineering and that for science are different spaces for solving problems. Understanding real world problems uses scientific thought processes. And to obtain solutions one has to adopt engineering -- the world has too many variables which only a deployed solution can capture. Of course, getting to the final solution requires multiple iterations between the two spaces.