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be estimated are always to be preferred to endogenous variables
with the same lag and causal order from the same or higher
numbered sectors. One might even go further and decide that
all current and lagged exogenous variables of finite causal order
are to be preferred to any lagged endogenous variable.
However the preference ordering is decided upon, its exist:
ence allows us to use a posteriori information to choose a sel
of instruments for the zero causal order endogenous variable
in the way about to be described. Once that set has been cho-
sen, that endogenous variable is replaced by its regression on
the instruments in the set and the equation in question estim-
ated by least squares regression of the left-hand endogenous
variable on the resulting right-hand variables (2).
We use a posteriori information in combination with the
a prior: preference ordering in the following manner. Suppose
that there are T observations in the sample. Regress the zero
causal order endogenous variable on the first T-2 instruments
in the preference ordering (a regression with one degree of free-
dom). Now drop the least preferred of these instruments from
the regression. Observe whether the multiple correlation of
the regression drops significantly as a result. (The standard
here may be the significance level of R? or simply its value
corrected for degrees of freedom.) If correlation does drop
significantly, then the T-2nd instrument contributes significantly
to the causation of the zero order endogenous variable even in
the presence of all instruments which are a priori more closely
related to that variable than it is. It should therefore be retain-
ed. If correlation does not drop significantly, then the variable
in question adds nothing and should be omitted.
Now proceed to the T-3rd instrument. If the T-2nd instru-
ment was retained at the previous step, reintroduce it; if not,
leave it out. Observe whether omitting the T-3rd instrument
reduces the multiple correlation significantly. If so, retain it,
(2) An important modification of this procedure is described below
‘61 Fisher - pag. 53