The McGraw-Hill Series Economics essentials of economics brue, McConnell, and Flynn Essentials of Economics



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interaction among the regressors,
that is, the
multiplicative effect of one or more regressors on the regressand.
To illustrate,
consider the following simplified wage function:
ln 
W
i
=
β
1
+
β

Education
i
+
β
3
Gender
i
+
β

(Education) (Gender) 
+
u
(13.2.10)
In this model, the change in the relative wages with respect to education depends not only
on education but also on the gender (

ln
W

Education
=
β
2
+
β
4
Gender) . Likewise, the change in
relative wages with respect to gender depends not only on gender but also on education.
To sum up, in developing an empirical model, one is likely to commit one or more of the
following specification errors:
1. Omission of a relevant variable(s).
2. Inclusion of an unnecessary variable(s).
3. Adoption of the wrong functional form.
4. Errors of measurement.
5. Incorrect specification of the stochastic error term.
6. Assumption that the error term is normally distributed.
Before turning to an examination of these specification errors in some detail, it may be
fruitful to distinguish between 
model specification errors
and 
model mis-specification
errors.
The first four types of error discussed above are essentially in the nature of model
specification errors in that we have in mind a “true” model but somehow we do not estimate
the correct model. In model mis-specification errors, we do not know what the true model
is to begin with. In this context one may recall the controversy between the Keynesians and
the monetarists. The monetarists give primacy to money in explaining changes in GDP,
whereas the Keynesians emphasize the role of government expenditure to explain changes
in GDP. So to speak, these are two competing models.
In what follows, we will first consider model specification errors and then examine
model mis-specification errors.

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