The number of departments a player sees is dependent on the difficulty level setting. While only three departments are available on easy, four are available on medium, and all five can be played on hard.
The availability of departments in a game depends on the chosen difficulty level.  Easy mode has only three departments, medium mode has four, and hard mode has all five.