Reasoning from first principles is a symbolic approach. Reasoning by analogy is the intuitive approach. Both have their place. Intuitive thinking works espec

Reasoning from first principles is a symbolic approach. Reasoning by analogy is the intuitive approach. Both have their place. Intuitive thinking works especially well on fuzzy problems with incomplete and/or conflicting data, where a statistical approach is likely best. Reasoning from first principles is indeed hard, but the reason it's so little used is because it often doesn't produce real world results.