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2024 | OriginalPaper | Chapter

6. Distributed Lag Models

Author : Valérie Mignon

Published in: Principles of Econometrics

Publisher: Springer Nature Switzerland

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Abstract

In economics, the present value of the dependent variable often depends on the past values of the explanatory variables. In other words, the influence of the explanatory variables is only exerted after a certain lag. This chapter deals with a particular class of such dynamic models, namely, distributed lag models, which include present and lagged values of explanatory variables. It presents the different types of distributed lag models and their estimation methods. It also describes the autoregressive distributed lag (ARDL) models in which the lagged values of the dependent variable are added to the present and past values of the “usual” explanatory variables in the set of explanatory variables. Various empirical applications are provided to illustrate the different concepts.

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Footnotes
1
It is possible to introduce a nuance in the terminology. We generally speak of autoregressive models when only the lagged values of the dependent variable are present as explanatory variables. We speak of autoregressive distributed lag (ARDL) models when the lagged values of the dependent variable are among the explanatory variables in addition to the lagged values of the usual explanatory variables.
 
2
We ignore the error term here to simplify the notations and calculations to follow.
 
3
See classic textbooks on macroeconomics or economic dynamics, for example, Blanchard and Fischer (1989) and Dowrick et al. (2008).
 
4
The concepts of median and mean lags only really make sense if the coefficients are of the same sign.
 
5
It has been assumed here that the constant c is equal to 1 in the expression of the HQ criterion.
 
6
The sums run from 1 to T.
 
7
We will not deal in detail with ARDL models in this book. For a more exhaustive presentation, readers can refer to Greene (2020).
 
8
Note further that the values taken by the AIC criterion for \(h=1\) and \(h=2\) are almost identical.
 
Literature
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Metadata
Title
Distributed Lag Models
Author
Valérie Mignon
Copyright Year
2024
DOI
https://doi.org/10.1007/978-3-031-52535-3_6

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