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Explanatory power

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Ability of a theory to explain a subject
This article is about explanatory power in the context of the philosophy of science. For a statistical measure of explanatory power, seeExplanatory power (statistics).
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Explanatory power is the ability of ahypothesis ortheory to explain the subject matter effectively to which it pertains. Its opposite isexplanatory impotence.

In the past, various criteria or measures for explanatory power have been proposed. In particular, one hypothesis, theory, or explanation can be said to have more explanatory power than another about the same subject matter[citation needed]

  • If more facts or observations are accounted for;
  • If it changes more "surprising facts" into "a matter of course" (followingPeirce);
  • If more details of causal relations are provided, leading to a highaccuracy and precision of the description;
  • If it offers greaterpredictive power (if it offers more details about what should be expected to be seen and not seen);
  • If it depends less on authorities and more on observations;
  • If it makes fewer assumptions;
  • If it is morefalsifiable (moretestable by observation or experiment, according toPopper).
  • If it can be used to compress encoded observations into fewer bits (Solomonoff's theory of inductive inference)

Recently,David Deutsch proposed that theorists should seek explanations that arehard to vary. A theory or explanation is hard to vary if all details play a functional role, i.e., cannot be varied or removed without changing the predictions of the theory. Easy to vary (i.e., bad) explanations, in contrast, can be varied to be reconciled with new observations because they are barely connected to the details of the phenomenon of question.

Examples

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Deutsch takes examples fromGreek mythology. He describes how very specific, and even somewhat falsifiable theories were provided to explain how the godDemeter's sadness caused the seasons. Alternatively, Deutsch points out, one could have just as easily explained the seasons as resulting from the god's happiness, which would make it a poor explanation because it is so easy to arbitrarily change details.[1] Without Deutsch's criterion, the 'Greek gods explanation' could have just kept adding justifications. The same criterion, of being "hard to vary", may be what makes the modern explanation for theseasons a good one. None of the details about the Earth rotating around the Sun at a certain angle in a certain orbit can be easily modified without changing the theory's coherence.[1][2]

Relation to other criteria

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The philosopher Karl Popper acknowledged it is logically possible to avoid falsification of a hypothesis by changing details to avoid any criticism, adopting the term animmunizing stratagem fromHans Albert.[3] Popper argued that scientific hypotheses should be subjected to methodological testing to select for the strongest hypothesis.[4]

See also

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References

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  1. ^abDavid Deutsch, "A new way of explaining explanation"
  2. ^David Deutsch (2011),The Beginning Of Infinity", ch1, The Reach of Explanations
  3. ^Ray S. Percival (2012),The Myth of the Closed Mind: Explaining why and how People are Rational, p.206, Chicago.
  4. ^Karl R. Popper (1934),The Logic of Scientific Discovery, p.20, Routledge Classics (ed. 2004)
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