Inference to the Best Explanation

Reasoning to the best explanation is a method of reasoning where you look at the available evidence and ask:

“What explanation best accounts for all of the evidence?”

It is often called inference to the best explanation (IBE), or abductive reasoning.

A simple example

Suppose you wake up and find:

You could propose several explanations:

  1. Someone sprayed all the streets with a hose.

  2. A water main broke.

  3. It rained.

The evidence doesn’t logically prove that it rained. But rain is the best explanation because it explains the evidence with fewer additional assumptions.

So the reasoning is:

Evidence → possible explanations → compare explanations → choose the explanation that best accounts for the evidence.

What makes an explanation “best”?

Several factors are normally considered:

Criterion Question
Explanatory scope How much of the evidence does it explain?
Explanatory power How well does it explain the evidence?
Simplicity Does it require unnecessary assumptions?
Consistency Does it fit with other things we know?
Predictive ability Does it make successful predictions?
Ad hoc assumptions Does it require special excuses to save itself?
Plausibility Is the explanation itself reasonable given background knowledge?

It is different from deductive reasoning

Deduction:

All humans are mortal.
Socrates is a human.
Therefore, Socrates is mortal.

If the premises are true, the conclusion must be true.

Inference to the best explanation:

The ground is wet.
The streets are wet.
There are puddles.
The forecast predicted rain.
Therefore, it probably rained.

The conclusion isn't guaranteed. It is the best explanation of the evidence.

It is also different from simple probability

IBE asks something slightly different from:

“How probable is this event?”

Instead, it asks:

“Which hypothesis, if true, would make the evidence make the most sense?”

For example, imagine finding a series of footprints in fresh snow. You might consider:

You compare how well each hypothesis explains the pattern, size, spacing, direction, etc. of the footprints.

The goal isn't merely to find something that is possible. Almost anything can be made possible with enough assumptions. The goal is to find the hypothesis that provides the most satisfactory overall explanation.

An important limitation

IBE does not mean:

“Whatever explanation seems most convincing to me must be true.”

That would be an appeal to intuition.

It also doesn't mean:

“If I can't think of a better explanation, my explanation is proven.”

That would be an argument from ignorance.

Instead, the proper conclusion is usually something like:

“Given the evidence currently available, hypothesis A provides a better explanation than hypotheses B and C.”

And if new evidence appears, the conclusion can change.

Why this is important in historical reasoning

This type of reasoning is particularly important when we cannot directly observe the event we're trying to explain.

For example, historians might ask:

“What best explains the evidence we have concerning an ancient event?”

They compare:

This is also why IBE is frequently used in science, history, archaeology, forensic investigation, and philosophy.

A useful way to remember it is:

Deduction:

What must be true?

Induction:

What is probably true based on a pattern of observations?

Inference to the best explanation:

What hypothesis best explains what we observe?

And importantly, IBE can be extremely strong without producing deductive certainty. That distinction becomes especially important in philosophical and historical arguments.