Imperial Army of Duianna vs Population Size

In Thread Skein, I'm tossing around casualty numbers like candy. Being me, I stopped to make sure it made sense. In building Niya-Yur, I estimated the world population at roughly just under one billion for all the continents and races. Using real army statistics I worked backwards from Dagger numbers to population totals to be sure I wasn't far off.