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I am a little bit confused on the definition of long run equilibrium coefficient. Suppose I have an ARDL model as:

$y_t = \rho_1 y_{t-1} + \rho_2 y_{t-2} + \beta_1x_{t-1} + \beta_2x_{t-2} $

The steady state non stochastic solution is:

$y=\frac{ \beta_1 + \beta_2 }{1- \rho_1 -\rho_2}x$

What is the definition of long run equilibrium coefficient for $x$ here? Is it defined as the coefficient of the steady state non stochastic solution $\frac{ \beta_1 + \beta_2 }{1- \rho_1 -\rho_2}$? What is the difference between the two concepts?

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yes, the term that you showed for the ALDR non-stochastic steady state:

$$\frac{ \beta_1 + \beta_2 }{1- \rho_1 -\rho_2}$$

is long-run multiplier or sometimes also called long run equilibrium coefficient (see Verbeek 2008 Guide to Modern Econometrics 4th ed. pp 340). As far as I can understand there is not much difference between the two concepts in the context of ARDL model and they are used interchangeably.

The term non-stochastic steady state has wider application especially in macroeconomics (e.g. in growth theory), but often steady state results are just called long-run equilibrium because in most models steady state is attained only in long-run equilibrium.

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