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Home » Foundations » Philosophy of Research »
Introduction to Validity
Validity:
the best available approximation to the truth of a given
proposition, inference, or conclusion
The first thing we have to ask is: "validity of what?" When we
think about validity in
research, most of us think about research components. We might
say that a measure
is a valid one, or that a valid sample was drawn, or that the
design had strong
validity. But all of those statements are technically incorrect.
Measures, samples and
designs don't 'have' validity -- only propositions can be said to
be valid. Technically,
we should say that a measure leads to valid conclusions or that
a sample enables
valid inferences, and so on. It is a proposition, inference or
conclusion that can 'have'
validity.
We make lots of different inferences or conclusions while
conducting research.
Many of these are related to the process of doing research and
are not the major
hypotheses of the study. Nevertheless, like the bricks that go
into building a wall,
these intermediate process and methodological propositions
provide the foundation
for the substantive conclusions that we wish to address. For
instance, virtually all
social research involves measurement or observation. And,
whenever we measure or
observe we are concerned with whether we are measuring what
we intend to
measure or with how our observations are influenced by the
circumstances in which
they are made. We reach conclusions about the quality of our
measures --
conclusions that will play an important role in addressing the
broader substantive
issues of our study. When we talk about the validity of research,
we are often
referring to these to the many conclusions we reach about the
quality of different
parts of our research methodology.
We subdivide validity into four types. Each type addresses a
specific methodological
question. In order to understand the types of validity, you have
to know something
about how we investigate a research question. Because all four
validity types are
really only operative when studying causal questions, we will
use a causal study to set
the context.
Introduction to Validity
http://www.socialresearchmethods.net/kb/introval.php
1 of 4 12/15/2016 12:25 AM
The figure shows that there are really two realms that are
involved in research. The
first, on the top, is the land of theory. It is what goes on inside
our heads as
researchers. It is where we keep our theories about how the
world operates. The
second, on the bottom, is the land of observations. It is the real
world into which we
translate our ideas -- our programs, treatments, measures and
observations. When
we conduct research, we are continually flitting back and forth
between these two
realms, between what we think about the world and what is
going on in it. When we
are investigating a cause-effect relationship, we have a theory
(implicit or otherwise)
of what the cause is (the cause construct). For instance, if we
are testing a new
educational program, we have an idea of what it would look like
ideally. Similarly, on
the effect side, we have an idea of what we are ideally trying to
affect and measure
(the effect construct). But each of these, the cause and the
effect, has to be translated
into real things, into a program or treatment and a measure or
observational
method. We use the term operationalization to describe the act
of translating a
construct into its manifestation. In effect, we take our idea and
describe it as a series
of operations or procedures. Now, instead of it only being an
idea in our minds, it
becomes a public entity that anyone can look at and examine for
themselves. It is
one thing, for instance, for you to say that you would like to
measure self-esteem (a
construct). But when you show a ten-item paper-and-pencil self-
esteem measure
that you developed for that purpose, others can look at it and
understand more
clearly what you intend by the term self-esteem.
Now, back to explaining the four validity types. They build on
one another, with two
of them (conclusion and internal) referring to the land of
observation on the bottom
of the figure, one of them (construct) emphasizing the linkages
between the bottom
and the top, and the last (external) being primarily concerned
about the range of our
theory on the top. Imagine that we wish to examine whether use
of a World Wide
Web (WWW) Virtual Classroom improves student
understanding of course material.
Assume that we took these two constructs, the cause construct
(the WWW site) and
the effect (understanding), and operationalized them -- turned
them into realities by
Introduction to Validity
http://www.socialresearchmethods.net/kb/introval.php
2 of 4 12/15/2016 12:25 AM
constructing the WWW site and a measure of knowledge of the
course material.
Here are the four validity types and the question each addresses:
Conclusion Validity: In this study, is there a relationship
between
the two variables?
In the context of the example we're considering, the question
might be worded: in
this study, is there a relationship between the WWW site and
knowledge of course
material? There are several conclusions or inferences we might
draw to answer such
a question. We could, for example, conclude that there is a
relationship. We might
conclude that there is a positive relationship. We might infer
that there is no
relationship. We can assess the conclusion validity of each of
these conclusions or
inferences.
Internal Validity: Assuming that there is a relationship in this
study, is
the relationship a causal one?
Just because we find that use of the WWW site and knowledge
are correlated, we
can't necessarily assume that WWW site use causes the
knowledge. Both could, for
example, be caused by the same factor. For instance, it may be
that wealthier
students who have greater resources would be more likely to use
have access to a
WWW site and would excel on objective tests. When we want to
make a claim that
our program or treatment caused the outcomes in our study, we
can consider the
internal validity of our causal claim.
Construct Validity: Assuming that there is a causal relationship
in this
study, can we claim that the program reflected well our
construct
of the program and that our measure reflected well our idea of
the construct of the measure?
In simpler terms, did we implement the program we intended to
implement and did
we measure the outcome we wanted to measure? In yet other
terms, did we
operationalize well the ideas of the cause and the effect? When
our research is over,
we would like to be able to conclude that we did a credible job
of operationalizing
our constructs -- we can assess the construct validity of this
conclusion.
External Validity: Assuming that there is a causal relationship
in this
study between the constructs of the cause and the effect, can we
generalize
this effect to other persons, places or times?
We are likely to make some claims that our research findings
have implications for
other groups and individuals in other settings and at other
times. When we do, we
can examine the external validity of these claims.
Introduction to Validity
http://www.socialresearchmethods.net/kb/introval.php
3 of 4 12/15/2016 12:25 AM
Notice how the question that each validity type addresses
presupposes an
affirmative answer to the previous one. This is what we mean
when we say that the
validity types build on one another. The figure shows the idea
of cumulativeness as a
staircase, along with the key question for each validity type.
For any inference or conclusion, there are always possible
threats to validity --
reasons the conclusion or inference might be wrong. Ideally,
one tries to reduce the
plausibility of the most likely threats to validity, thereby
leaving as most plausible the
conclusion reached in the study. For instance, imagine a study
examining whether
there is a relationship between the amount of training in a
specific technology and
subsequent rates of use of that technology. Because the interest
is in a relationship, it
is considered an issue of conclusion validity. Assume that the
study is completed and
no significant correlation between amount of training and
adoption rates is found.
On this basis it is concluded that there is no relationship
between the two. How could
this conclusion be wrong -- that is, what are the "threats to
validity"? For one, it's
possible that there isn't sufficient statistical power to detect a
relationship even if it
exists. Perhaps the sample size is too small or the measure of
amount of training is
unreliable. Or maybe assumptions of the correlational test are
violated given the
variables used. Perhaps there were random irrelevancies in the
study setting or
random heterogeneity in the respondents that increased the
variability in the data
and made it harder to see the relationship of interest. The
inference that there is no
relationship will be stronger -- have greater conclusion validity
-- if one can show
that these alternative explanations are not credible. The
distributions might be
examined to see if they conform with assumptions of the
statistical test, or analyses
conducted to determine whether there is sufficient statistical
power.
The theory of validity, and the many lists of specific threats,
provide a useful scheme
for assessing the quality of research conclusions. The theory is
general in scope and
applicability, well-articulated in its philosophical suppositions,
and virtually
impossible to explain adequately in a few minutes. As a
framework for judging the
quality of evaluations it is indispensable and well worth
understanding.
Copyright ©2006, William M.K. Trochim, All Rights Reserved
Purchase a printed copy of the Research Methods Knowledge
Base
Last Revised: 10/20/2006
Introduction to Validity
http://www.socialresearchmethods.net/kb/introval.php
4 of 4 12/15/2016 12:25 AM

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Strict Standards Only variables should be passed by reference.docx

  • 1. Strict Standards: Only variables should be passed by reference in /home/socialresearch/public_html /kb/introval.php on line 3 Home » Foundations » Philosophy of Research » Introduction to Validity Validity: the best available approximation to the truth of a given proposition, inference, or conclusion The first thing we have to ask is: "validity of what?" When we think about validity in research, most of us think about research components. We might say that a measure is a valid one, or that a valid sample was drawn, or that the design had strong validity. But all of those statements are technically incorrect. Measures, samples and designs don't 'have' validity -- only propositions can be said to be valid. Technically, we should say that a measure leads to valid conclusions or that a sample enables valid inferences, and so on. It is a proposition, inference or conclusion that can 'have' validity. We make lots of different inferences or conclusions while conducting research.
  • 2. Many of these are related to the process of doing research and are not the major hypotheses of the study. Nevertheless, like the bricks that go into building a wall, these intermediate process and methodological propositions provide the foundation for the substantive conclusions that we wish to address. For instance, virtually all social research involves measurement or observation. And, whenever we measure or observe we are concerned with whether we are measuring what we intend to measure or with how our observations are influenced by the circumstances in which they are made. We reach conclusions about the quality of our measures -- conclusions that will play an important role in addressing the broader substantive issues of our study. When we talk about the validity of research, we are often referring to these to the many conclusions we reach about the quality of different parts of our research methodology. We subdivide validity into four types. Each type addresses a specific methodological question. In order to understand the types of validity, you have to know something about how we investigate a research question. Because all four validity types are really only operative when studying causal questions, we will use a causal study to set the context. Introduction to Validity http://www.socialresearchmethods.net/kb/introval.php
  • 3. 1 of 4 12/15/2016 12:25 AM The figure shows that there are really two realms that are involved in research. The first, on the top, is the land of theory. It is what goes on inside our heads as researchers. It is where we keep our theories about how the world operates. The second, on the bottom, is the land of observations. It is the real world into which we translate our ideas -- our programs, treatments, measures and observations. When we conduct research, we are continually flitting back and forth between these two realms, between what we think about the world and what is going on in it. When we are investigating a cause-effect relationship, we have a theory (implicit or otherwise) of what the cause is (the cause construct). For instance, if we are testing a new educational program, we have an idea of what it would look like ideally. Similarly, on the effect side, we have an idea of what we are ideally trying to affect and measure (the effect construct). But each of these, the cause and the effect, has to be translated into real things, into a program or treatment and a measure or observational method. We use the term operationalization to describe the act of translating a construct into its manifestation. In effect, we take our idea and describe it as a series of operations or procedures. Now, instead of it only being an
  • 4. idea in our minds, it becomes a public entity that anyone can look at and examine for themselves. It is one thing, for instance, for you to say that you would like to measure self-esteem (a construct). But when you show a ten-item paper-and-pencil self- esteem measure that you developed for that purpose, others can look at it and understand more clearly what you intend by the term self-esteem. Now, back to explaining the four validity types. They build on one another, with two of them (conclusion and internal) referring to the land of observation on the bottom of the figure, one of them (construct) emphasizing the linkages between the bottom and the top, and the last (external) being primarily concerned about the range of our theory on the top. Imagine that we wish to examine whether use of a World Wide Web (WWW) Virtual Classroom improves student understanding of course material. Assume that we took these two constructs, the cause construct (the WWW site) and the effect (understanding), and operationalized them -- turned them into realities by Introduction to Validity http://www.socialresearchmethods.net/kb/introval.php 2 of 4 12/15/2016 12:25 AM constructing the WWW site and a measure of knowledge of the
  • 5. course material. Here are the four validity types and the question each addresses: Conclusion Validity: In this study, is there a relationship between the two variables? In the context of the example we're considering, the question might be worded: in this study, is there a relationship between the WWW site and knowledge of course material? There are several conclusions or inferences we might draw to answer such a question. We could, for example, conclude that there is a relationship. We might conclude that there is a positive relationship. We might infer that there is no relationship. We can assess the conclusion validity of each of these conclusions or inferences. Internal Validity: Assuming that there is a relationship in this study, is the relationship a causal one? Just because we find that use of the WWW site and knowledge are correlated, we can't necessarily assume that WWW site use causes the knowledge. Both could, for example, be caused by the same factor. For instance, it may be that wealthier students who have greater resources would be more likely to use have access to a WWW site and would excel on objective tests. When we want to
  • 6. make a claim that our program or treatment caused the outcomes in our study, we can consider the internal validity of our causal claim. Construct Validity: Assuming that there is a causal relationship in this study, can we claim that the program reflected well our construct of the program and that our measure reflected well our idea of the construct of the measure? In simpler terms, did we implement the program we intended to implement and did we measure the outcome we wanted to measure? In yet other terms, did we operationalize well the ideas of the cause and the effect? When our research is over, we would like to be able to conclude that we did a credible job of operationalizing our constructs -- we can assess the construct validity of this conclusion. External Validity: Assuming that there is a causal relationship in this study between the constructs of the cause and the effect, can we generalize this effect to other persons, places or times? We are likely to make some claims that our research findings have implications for
  • 7. other groups and individuals in other settings and at other times. When we do, we can examine the external validity of these claims. Introduction to Validity http://www.socialresearchmethods.net/kb/introval.php 3 of 4 12/15/2016 12:25 AM Notice how the question that each validity type addresses presupposes an affirmative answer to the previous one. This is what we mean when we say that the validity types build on one another. The figure shows the idea of cumulativeness as a staircase, along with the key question for each validity type. For any inference or conclusion, there are always possible threats to validity -- reasons the conclusion or inference might be wrong. Ideally, one tries to reduce the plausibility of the most likely threats to validity, thereby leaving as most plausible the conclusion reached in the study. For instance, imagine a study examining whether there is a relationship between the amount of training in a specific technology and subsequent rates of use of that technology. Because the interest is in a relationship, it is considered an issue of conclusion validity. Assume that the study is completed and no significant correlation between amount of training and adoption rates is found. On this basis it is concluded that there is no relationship
  • 8. between the two. How could this conclusion be wrong -- that is, what are the "threats to validity"? For one, it's possible that there isn't sufficient statistical power to detect a relationship even if it exists. Perhaps the sample size is too small or the measure of amount of training is unreliable. Or maybe assumptions of the correlational test are violated given the variables used. Perhaps there were random irrelevancies in the study setting or random heterogeneity in the respondents that increased the variability in the data and made it harder to see the relationship of interest. The inference that there is no relationship will be stronger -- have greater conclusion validity -- if one can show that these alternative explanations are not credible. The distributions might be examined to see if they conform with assumptions of the statistical test, or analyses conducted to determine whether there is sufficient statistical power. The theory of validity, and the many lists of specific threats, provide a useful scheme for assessing the quality of research conclusions. The theory is general in scope and applicability, well-articulated in its philosophical suppositions, and virtually impossible to explain adequately in a few minutes. As a framework for judging the quality of evaluations it is indispensable and well worth understanding. Copyright ©2006, William M.K. Trochim, All Rights Reserved
  • 9. Purchase a printed copy of the Research Methods Knowledge Base Last Revised: 10/20/2006 Introduction to Validity http://www.socialresearchmethods.net/kb/introval.php 4 of 4 12/15/2016 12:25 AM