It is argued that reasoning in the real world supports decision making
and is aimed at the achievement of goals. A distinction is developed
between two notions of rationality: rationality1 which is reasoning in
such a way as to achieve one's goals - within cognitive constraints -
and rationality2 which is reasoning by a process of logic. This dicho
tomy is related to the philosophical distinction between practical and
theoretical reasoning. It is argued that logicality (rationality2) do
es not provide a good basis for rationality1 and some psychological re
search on deductive reasoning is re-examined in this light. First, we
review belief bias effects in syllogistic reasoning, and argue that th
e phenomena do not support the interpretations of irrationality that a
re often placed upon them. Second, we review and discuss recent studie
s of deontic reasoning in the Wason selection task, which demonstrate
the decision making, and rational1 nature of reasoning in realistic co
ntexts. The final section of the paper examines contemporary decision
theory and shows how it fails, in comparable manner to formal logic, t
o provide an adequate model for assessing the rationality of human rea
soning and decision making.