Notations of endogenous and exogenous variables:
To facilitate our discussion, we introduce the following example of hie different notations:
Let us consider a SEM with M endogenous and K exogenous variables.
The general M equations model in M endogenous, jointly dependent, variables may be written as equation given below, which is a time dependent SEM:
As equation shows, both endogenous and exogenous variables enter a simultaneous equation model. First, we have endogenous variables, whose values are determined within the model. Next, we have predetermined variables, whose values are determined outside the model. Finally, we have the stochastic error terms. The endogenous variables are regarded as stochastic whereas the predetermined variables are non-stochastic in nature.
The predetermined variables are divided into two categories: i) exogenous variables, exogenous variables may be current as well as lagged; ii) lagged endogenous variables. Thus, X1t is a current (present-time) exogenous variable, whereas X1(t-1) is a lagged exogenous variable. With a lag of one time period, on the other hand, Y(t-1) is a 'lagged endogenous variable' with a lag of one time period. Since the value of Y1(t-1) is known at the current time t , it is regarded as non-stochastic. Hence, it is considered as a predetermined variable. In short, current exogenous, lagged exogenous, and lagged endogenous variables are considered as predetermined variables, as their values are not determined by the model in the current time period.
At this point a question may be taking shape in your mind, how do we construct econometric models? What are the variables that should be included in an equation? In fact, these questions are answered by economic theory. In some cases, which are not established theory as yet, the equations depend upon the logic that the researcher puts forth. Thus behind the inclusion of a variable in an equation,-there is some logic.
Secondly, it is up to the concepts of economic theory and the model builder to specifL which variables are endogenous and which are predetermined. Although non-economic variables (variables not determined by any of the economic theory), such as temperature and rainfall, are clearly exogenous or predetermined, the model building must be exercised with great care while classifiing economic variables as endogenous or predetermined. One must be in a position to defend i) the classification of variables into endogenous and exogenous, and ii) inclusion of a particular variable in an equation.