There are different kinds of logical reasoning, which are used in different situation. Mathematics is deductive, natural science is inductive, and the conclusions of Sherlock Holmes are abductive.
WP: Rigour WP: Logical reasoning WP: Abductive reasoning WP: Deductive reasoning WP: Inductive reasoning 'Deduction' vs. 'Induction' vs. 'Abduction'