Analytical reasoning questions assess the ability to consider facts and rules to determine what is true. They involve ordering or grouping relationships described in a passage. Arithmetic reasoning involves selecting relevant information from word problems and solving them using mathematical concepts like addition, subtraction, multiplication, and division. Examples provided include direction sense, series logical, speed and distance, and age reasoning questions.