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"Readers of crime fiction will be familiar with two types of detectives. One adopts the card index method of Francis Bacon, collecting all relevant information piece by piece. The other follows a hunch, like Newton, and like Newton, abandons it at once when it comes into conflict with observed facts. From time to time the philosophers of science emphasize the merits of one or the other, and write as if one or the other were the true method of science. The unity of science resides in the nature of the result, the unity of theory with practice. Each type of detection has its use, and the best detective is one who combines both methods, letting his hunch lead him to the best hypotheses and keeping alert to new facts while doing so." - Lancelot Hogben, Science for the Citizen, 1938, p. 747
To use the deductive method, here is what you need to do:
Using the deductive method, you start with a few true statements (the axioms) and use them to prove dozens, hundreds, thousands, or millions of other statements (the theorems).
Here is a simplified diagram of how the deductive method works. It omits undefined terms and definitions, and it only shows two axioms, but it tries to show how a logical deductive system is constructed.
It's not a big deal that Aristotle made some physics mistakes. People - even very intelligent people - make mistakes all the time. What I think is REALLY scary is that the mistake was perpetuated for almost 20 centuries! Why?
Here again, I think that it is a definite mistake to suppose that everyone between 300 B.C. and 1600 A.D. was just not very smart. Certainly, people dropped things. They had eyes and ears. It doesn't take a genius to make a simple observation.
I think it was mostly "because Aristotle said so." How many times have you said or written something like "I don't really understand this, but the book says..." Oops! I think that there is a moral lurking here...
"Simple people, like children, love security more than freedom; they worship authority blindly, and swallow its teaching whole. You may smile at this and say, "We are civilized. We don't behave like that..." We now condemn "Aristotelian dogmatism" as unscientific, yet there are still people who would rather argue from a book than go out and find what really does happen. The modern scientist is realistic; he tries experiments and abides by what he gets, even if it is not what he expected." - Eric Rogers, Physics for the Inquiring Mind, p. 8
This discussion might tempt you to think that mathematics is a plodding, step-by-step ritual - theorem, proof, theorem, proof, theorem, proof, etc., etc., etc. This impression is entirely false. Even though the product of mathematics is a deductive system, the process of mathematics can be extremely intuitive and creative. In the words of Paul Halmos:
"Mathematics - this may surprise or shock some - is never deductive in its creation (emphasis added). The mathematician at work makes vague guesses, visualizes broad generalizations, and jumps to unwarranted conclusions. He arranges and rearranges his ideas, and he becomes convinced of their truth long before he can write down a logical proof.... The deductive stage, writing the results down, and writing its rigorous proof are relatively trivial once the real insight arrives: it is more the draftsman's work not the architect's." - Paul Halmos
Also, certain aspects of science were practiced in antiquity. The ancients made careful observations of the heavens, and were able to make some amazing hypotheses - for instance, the Greek Aristarchus described a model of the Solar System that is essentially the one we use today.1 The ancient Greeks also argued that air was a real substance based on their observation that an inflated pig bladder resisted compression.2
2 see Arnold B. Arons, Teaching Introductory Physics, 1997, p. 47