The efficiency comes from the ratio of the alphabet to the number of character places needed to express them. Otherwise why not base a million? Or a billion? T

The efficiency comes from the ratio of the alphabet to the number of character places needed to express them. Otherwise why not base a million? Or a billion? This ratio is what leads to base e being the theoretical maximum.