Inductive general to specific

Deductive reasoning is a logical process in which a conclusion is based on the concordance of multiple premises that are generally assumed to be true. Deductive reasoning is sometimes referred to as top-down logic.

Deductive reasoning relies on making logical premises and basing a conclusion around those premises. It does not rely on making inferences, then assuming those inferences to be true. Deductive reasoning is an important general skill for individuals of all types, because it will allow one to make an inference based on two or more pieces of information -- an inference which one can be relatively confident in.

Deductive reasoning is also a propositional logic in artificial intelligence (AI). Even though, given various rules and facts, an AI could use deductive reasoning, common sense AI is still a challenge.

Aristotle and deductive reasoning

The Greek philosopher Aristotle, who is considered the father of deductive reasoning, wrote the following classic example:

P1. All men are mortal.

P2. Socrates is a man.

  1. Therefore, Socrates is mortal.

Aristotle’s example is called a syllogism. A syllogism uses deductive reasoning to arrive at a conclusion that is based on two or more propositions that are assumed to be true. This is also called a premise premise conclusion argument. The premises of Aristotle's logical argument -- that all men are mortal and that Socrates is a man -- are self-evidently true. Because the premises establish that Socrates is an individual in a group whose members are all mortal, the inescapable conclusion is that Socrates must likewise be mortal. To correctly counter the conclusion of this argument, one must be able to disprove one of the premises.

Inductive vs. deductive reasoning

While deductive reasoning proceeds from general premises to a specific conclusion, inductive reasoning proceeds from specific premises to a general conclusion. While deductive reasoning is top-down logic, inductive reasoning is sometimes referred to as bottom-up logic.

Inductive reasoning relies on inferences made off of assumptions. For example, “the sun will rise tomorrow because the sun always rises in the morning.” Another example could be if a person has only ever seen white birds before, so they assume all birds are white. The conclusion of inductive reasoning is often based on the evidence given.  

This was last updated in October 2020

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In logic, we often refer to the two broad methods of reasoning as the deductive and inductive approaches.

Deductive reasoning works from the more general to the more specific. Sometimes this is informally called a “top-down” approach. We might begin with thinking up a theory about our topic of interest. We then narrow that down into more specific hypotheses that we can test. We narrow down even further when we collect observations to address the hypotheses. This ultimately leads us to be able to test the hypotheses with specific data – a confirmation (or not) of our original theories.

Inductive general to specific

Inductive reasoning works the other way, moving from specific observations to broader generalizations and theories. Informally, we sometimes call this a “bottom up” approach (please note that it’s “bottom up” and not “bottoms up” which is the kind of thing the bartender says to customers when he’s trying to close for the night!). In inductive reasoning, we begin with specific observations and measures, begin to detect patterns and regularities, formulate some tentative hypotheses that we can explore, and finally end up developing some general conclusions or theories.

Inductive general to specific

These two methods of reasoning have a very different “feel” to them when you’re conducting research. Inductive reasoning, by its very nature, is more open-ended and exploratory, especially at the beginning. Deductive reasoning is more narrow in nature and is concerned with testing or confirming hypotheses. Even though a particular study may look like it’s purely deductive (e.g., an experiment designed to test the hypothesized effects of some treatment on some outcome), most social research involves both inductive and deductive reasoning processes at some time in the project. In fact, it doesn’t take a rocket scientist to see that we could assemble the two graphs above into a single circular one that continually cycles from theories down to observations and back up again to theories. Even in the most constrained experiment, the researchers may observe patterns in the data that lead them to develop new theories.

Is inductive method general to specific?

Inductive reasoning begins with observations that are specific and limited in scope, and proceeds to a generalized conclusion that is likely, but not certain, in light of accumulated evidence. You could say that inductive reasoning moves from the specific to the general.

What reasoning goes from general to specific?

Deductive reasoning basically goes from general to specific. It starts with a given set of premises and draws conclusions from them.

Is general to specific deductive?

Deductive reasoning works from the more general to the more specific. Sometimes this is informally called a “top-down” approach. We might begin with thinking up a theory about our topic of interest. We then narrow that down into more specific hypotheses that we can test.

Which moves from specific to general?

"In inductive inference, we go from the specific to the general.