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Induction, Deduction, and the Scientific Method
INDUCTION, DEDUCTION, AND THE SCIENTIFIC METHOD
AN ECLECTIC OVERVIEW OF THE PRACTICE OF SCIENCE
I RVING R OTHCHILD
Emeritus Professor of Reproductive Biology
Case Western Reserve University School of Medicine
Cleveland, Ohio
© 2006 by the Society for the Study of Reproduction, Inc.
CONTENTS
ABSTRACT 1
INTRODUCTION 1
INDUCTION AND DEDUCTION 2
Etymology 2
De ini ions 2
Induction 2
Deduction 3
THE SCIENTIFIC METHOD 3
BEING A SCIENTIST 4
Making Observa ions 4
Point of View 5
Asking the Right Ques ion 6
Theorizing 6
The theory (or finding) that questions authority 7
Defending the controversial theory or finding 8
Eurekas 8
Expe imenta ion 9
The failed experiment 9
Publishing 10
Sta is ics 10
Recogni ion 10
ACKNOWLEDGEMENTS 10
REFERENCES 11
© 2006 by the Society for the Study of Reproduction, Inc.
© 2006 by the Society for the Study of Reproduction, Inc.
INDUCTION, DEDUCTION, AND THE SCIENTIFIC METHOD
AN ECLECTIC OVERVIEW OF THE PRACTICE OF SCIENCE
I RVING R OTHCHILD *
Emeritus Professor of Reproductive Biology
Case Western Reserve University School of Medicine
Cleveland, Ohio
ABSTRACT: Science is a never-ending, always changing process through which we learn to
know the material nature of the universe. Science does not deal with nonmaterial entities such as
gods, for there is no way their existence can be either proved or disproved. No single, identifiable
method applies to all branches of science; the only method, in fact, is whatever the scientist can
use to find the solution to a problem. This includes induction, a form of logic that identifies
similarities within a group of particulars, and deduction, a form of logic that identifies a particular
by its resemblance to a set of accepted facts. Both forms of logic are aids to but not the solution
of the scientist’s problem.
Being a good scientist requires patience, perseverance, imagination, curiosity, and skepticism;
the essence of science is to doubt without adequate proof. Science also requires knowing how to
make and interpret observations (which presupposes a broad point of view), how to ask the right
questions, how to theorize without getting lost in the details, and knowing when to do
experiments and apply statistical tests. Recognition of one’s work is desirable but should not be
the primary goal, and publishing papers should be used primarily as a test of the scientist’s ability
to pursue good science.
*Correspondence: ssradmin@ssr.org
INTRODUCTION
In an essay entitled Is the Scientific Paper a Fraud?
[1], Peter Medewar claimed that induction, in contrast
to deduction, had no place in science. His implication
of fraud was aimed, not at the paper’s contents, but at
how they were presented, and here he strongly implied
that this presentation was an inductive process. Mede-
war was a great admirer of Karl Popper, a philosopher
of science. In The Logic of Scientific Discovery [2],
Popper rejected induction as a legitimate form of logic
in the practice of science. To bolster his argument a-
gainst induction in science, Medewar cited an unsuc-
cessful attempt by John Stuart Mill to solve problems
in sociology by induction, but neglected to mention
Francis Bacon’s contribution to the birth of modern
science in the 17th century by the use of induction as a
powerful alternative to Aristotelian and scholastic
dogma.
Popper and Medewar argued vehemently for a
method of scientific practice based on the so-called
hypothetico-deductive system, the essence of which is
the formulation of a hypothesis derived from a collec-
tion of facts, testing the hypothesis by trying to ‘falsi-
fy’ it, collecting more facts if ‘falsification’ fails, and
repeating the falsification tests until either you and the
hypothesis agree on a draw or one of you admits de-
feat. Medewar (1915–1987) shared the 1960 Nobel
Prize in Medicine or Physiology with Sir Frank Mac-
Farlane for their work on the mechanism of tolerance
to acquired immunity. Karl Popper (1902–1994) was
knighted by Queen Elizabeth II in 1965 and elected a
Fellow of the Royal Society in 1976, so there’s no
question here about the kinds of minds we’re dealing
with.
It is perhaps not too hard to understand that a phil-
osopher, even of science, could make judgments about
any aspect and especially the methods of science, but
what confuses me and I’m sure would confuse any
graduate student or postdoc or, in fact, anyone with an
inquiring mind is why someone like Medewar, a prac-
ticing scientist, and certainly no dummy, should get
worked up enough about induction to write an essay
excommunicating it from the scientific community. Is
it really that wicked? Or useless? Should I, as a grad-
uate student, watch my step to make sure I don’t ever
use induction in my research? Can I still become a sci-
1
2
ROTHCHILD
entist if I do? Should I be careful to use only deductive
reasoning and not lift a finger to make my next ad-
vance into knowledge without first having formulated a
hypothesis? What if I just want to ask a question?
Medewar’s essay and Popper’s philosophy of sci-
ence are a good example of an idiosyncratic viewpoint
about what science is and how it should be practiced. It
is not my own point of view. The purpose of this essay
is to make three main points that emerge from this dif-
ference. The first is that induction is an integral part of
the practice of science and Propper and Medewar,
therefore, in spite of their membership in the class of
intellectual giants, are not only talking nonsense about
induction having no place in science, but are com-
mitting a logical heresy by doing so. The next is that
scientific methods such as hypothetico-deductive [1],
Koch’s postulates [3], or any other system based on
rules of procedure or analysis, while they may be legit-
imate ways to practice science, are far from the only
ways to do so. The final point is that certain features of
the practice of science, theorizing, for example, are
essential parts of all branches of science and far more
important than searching for a non-existent only true
“scientific method.” Most of what I have to say should
be seen only as a perspective of my own ideas about
how we practice science, arising from my familiarity
with the practical and theoretical methods of science,
or having read or heard about or observed being used
by other scientists. Most (if not all) of this has been
said before but that doesn’t matter. Each viewpoint,
like each human being, is different and the differences
can sometimes be more interesting than the similar-
ities. A close friend and colleague, for example, disa-
grees with my definition of science! That’s the point.
There is no consensus, even among scientists, about
exactly what science is and every viewpoint, therefore,
can be at least potentially, valuable. It hardly needs
saying that the views expressed in this essay are not
necessarily those of the SSR or its Web site.
Before we get into the nitty-gritty of this essay,
however, a small light touch may help to set the stage,
especially since it serves very well as a pleasant ex-
ample of what science can be all about. In a charming
essay entitled Can an Ape Tell a Joke? [4], Vickie
Hearn describes a problem-solving study in which a
chimpanzee and an orangutan, housed separately, were
each given a small hexagonal block of wood and an
assortment of differently shaped openings into only
one of which the block would fit. They knew they
would be rewarded for making the right choice.
The chimp examined every detail of the floor,
walls, and ceiling; the openings and every side of the
hexagonal block; smelled it, tasted it, and, after trying
one opening after another, found one the block would
fall into. The orangutan scratched his back with the
block, and then sat with a far away look in his eyes for
what seemed to the human observer like forever. He
then put the block directly into the hexagonal opening.
Was the chimp an inductivist? Did the orangutan
consider the problem, form a hypothesis, then test it?
Which one was the scientist? Let’s reserve the answer
for the section below called THE SCIENTIFIC
METHOD.
INDUCTION AND DEDUCTION
A commonly held idea of the distinction between
these logical paths to knowledge is that induction is the
formation of a generalization derived from examina-
tion of a set of particulars, while deduction is the iden-
tification of an unknown particular, drawn from its re-
semblance to a set of known facts. For example, if we
examine enough feral cats we can generalize that feral
cats are a rich sources of fleas (induction). If, like Rob-
inson Crusoe, we come across footprints on the beach
of a desert island, we can conclude from our know-
ledge of the human footprint that another human is or
was on the island (deduction).
In fact, however, both terms can have more subtle
meanings. Let’s start with a look at their etymology
and definitions.
Etymology
The etymology of these words does not seem to
have any of the judgmental qualities attributed to them
by Popper and Medewar. They come from the Latin
verb ducere , to draw on or along, to pull or drag, to
draw to oneself, to lead, and with the Latin propensity
for prefixes. suffixes, and the modification of the verb
itself, ducere has spawned an enormous population of
derivatives [5]. Even with only the prefixes in and de ,
meaning ‘in’ and ‘from,’ respectively, both words may
have many more than one meaning. Simply put, to
induce could mean ‘to lead or draw into, to infer, to
persuade,’ and induction , ‘to lead to the conclusion that
etc....’ To deduce could mean ‘to lead from, to draw
from’ and deduction , ‘to draw a conclusion from etc....’
The official lexicographic and practical definitions are
not always much more distinctive.
Definitions
Induction . From The Oxford English Dictionary
( OED ); to induce (in relation to science and logic)
means “to derive by reasoning, to lead to something as
a conclusion, or inference, to suggest or imply,” and
induction “as the process of inferring a general law or
principle from observation of particular instances.”
Another version is the “adducing (pulling together) of
© 2006 by the Society for the Study of Reproduction, Inc.
INDUCTION, DEDUCTION, AND THE SCIENTIFIC METHOD
3
a number of separate facts, particulars, etc. especially
for the purpose of proving a general statement.”
My 1967 edition of the Encyclopedia Britannica ( E.
Brit. ) gives two versions by John Stuart Mill: “the
operation of discovering and proving general proposi-
tions” or “that operation of the mind by which we infer
that what we know to be true in a particular case or
cases will be true in all cases that resemble the former
in certain assignable respects.”
A paraphrase of Francis Bacon’s view (also from
the E. Brit. ) is “a selective process of elimination
among a number of alternative possibilities.”
The E. Brit. in a separate entry defines primary
induction as “the deliberate attempt to find more laws
about the behavior of the thing that we can observe and
so to draw the boundaries of natural possibility more
narrowly” (that is, to look for a generalization about
what we can observe), and secondary induction as “the
attempt to incorporate the results of primary induction
in an explanatory theory covering a large field of
enquiry” (that is, to try to fit the generalization made
by primary induction into a more comprehensive
theory).
E. Mayr in his Growth of Biologic Thought [6]
offers this definition: “inductivism claims that (we) can
arrive at objective unbiased conclusions only by…
recording, measuring, and describing what we encoun-
ter without any root hypothesis….”
Deduction. Sherlock Holmes’ “Elementary, my
dear Watson!” has made deduction common know-
ledge a more familiar feature than induction in problem
solving. The OED definition of to deduce is “to show
or hold a thing to be derived from etc...” or “to draw as
a conclusion from something known or assumed, to
infer”; deduction thus is “inference by reasoning from
generals to particulars,” or “the process of deducing
from something known or assumed...”
Both terms define systems of logic the purpose of
which is to solve problems, in the one case by looking
for a general characteristic (generalization, conclusion,
conjecture, supposition, inference, etc.) in a set or
group of observations, in the other to identify a particu-
lar instance through its resemblance to a set or group of
known instances or observations. Popper’s ridicule of
induction was based on the premise that induction re-
quires the observation of every instance of a given
phenomenon for the generalization to be true—an
obvious impossibility; the fact that all known crows are
black, for example, doesn’t prove that no white crows
exist. Of course it is ridiculous when looked at in this
way, but what really matters is that most if not all
crows are black, and even if a white one should show
up and prove to be a crow and not another kind of bird,
most crows would still be black. His argument can also
be used to make deduction useless for it, too, is based
on an incomplete set of known facts. Even if the
identified fact resembles the members of the set, how
can we be sure that every possible feature of either the
unknown or the members of the set itself has been
considered? As we will see in what follows, in many of
the examples of the way science is practiced, induction
is as much a part of this practice as is deduction or any
system of logic that serves the purpose of advancing
knowledge. Induction and deduction are two, usually
different but never contradictory, approaches to prob-
lem solving. The problem must be solved by testing the
validity of the conclusion or inference, etc. reached
from either direction. Induction and deduction are thus
valuable, often complementary, tools that facilitate
problem solving.
THE SCIENTIFIC METHOD
In spite of what I have said so far, is there a
particular method we can call THE scientific method?
To answer this question it is essential that we first ask
another question: what do we mean by science? The
word comes from Latin scire , “to know,” and scire
comes from an earlier Latin root meaning “to cut
through,” i.e. to take apart, to analyze. But science is
more than just knowing by analysis. Science is a
process of learning to know the nature of everything in
the material world, from atoms to the most complex of
living organisms and inanimate objects. Nonmaterial
things, like gods, whose existence can be neither
confirmed nor disproved, are excluded, for science
deals only with those elements of the universe that can
be shown, at least potentially, to exist. Science,
therefore, is never-ending and always changing.
Although its goal is knowledge, it is more than and
different from knowledge itself, for knowledge is its
product not its essence. Its essence is to doubt without
adequate proof. Science is the offspring of philosophy,
and differs from it mainly in the methods used in
learning to know.
As with almost all systems of classification, we
can’t draw a sharp distinction between science, as
defined here, and other forms of scholarship as sources
of knowledge such as the OED , Grove’s Dictionary of
Music and Musicians , the Dickson Baseball Diction-
ary , etc. or even history, for example. In many
respects, history is a science but it is poorly endowed
with or even lacks the ability to predict, one of the
important things that separates science from other
forms of learning.
© 2006 by the Society for the Study of Reproduction, Inc.
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