The only number which stays in the same place after they have all been put in alphabetical order is the number .... FIVE !

The new order is as follows:

EIGHT, EIGHTEEN, ELEVEN, FIFTEEN, FIVE, FOUR, FOURTEEN, NINE, NINETEEN, ONE, SEVEN, SEVENTEEN, SIX, SIXTEEN, TEN, THIRTEEN, THREE, TWELVE, TWENTY, TWO.