Variance Decomposition Ordering Interpretation

Questions and discussions on Vector Autoregressions
finnschroeder1993
Posts: 3
Joined: Wed Jan 16, 2019 3:04 am

Variance Decomposition Ordering Interpretation

Unread post by finnschroeder1993 »

While interpreting the variance decomposition I came across something I cannot explain myself. When I change the ordering of the variables in the VAR the Variance Decomposition of the variable that is listed first stays the same (Although It is now a different variable). Shouldn't the Variance Decomposition move with the variable. Is something wrong with my model? I attached the Variance Decomposition Output as well as the IRF for two different ordering of the variable. Order 1 DITEFA DEUROSTOXXB DVSTOXX DIR Order 2 DEUROSTOXXB DITEFA DVSTOXX DIR
Attachments
irf order 2
irf order 2
Vergleich veraenderte Reihenfolge Reihenfolge 2.JPG (126.34 KiB) Viewed 8452 times
irf order1
irf order1
Vergleich veraenderte Reihenfolge Reihenfolge 1.JPG (120.36 KiB) Viewed 8452 times
Variance Decomposition Comparison changed order
Variance Decomposition Comparison changed order
Vergleich Variance Decomposition veraenderte Reihenfolge beide.JPG (228.86 KiB) Viewed 8452 times
TomDoan
Posts: 7814
Joined: Wed Nov 01, 2006 4:36 pm

Re: Variance Decomposition Ordering Interpretation

Unread post by TomDoan »

The effect on the impact FEVD isn't a surprise---it's matrix algebra. (Basically, it's because the correlation of A with B is the same as the correlation of B with A). Take any VAR and flip the order of the first two variables and the percentages of 1 vs 2 for step 0 will always be the same. What's calling your attention to this is that the two series are basically (contemporaneously correlated) white noise, which is why the responses are pretty much flat zero from step 1 on. Thus, there is nothing really to look at beyond the impact.
finnschroeder1993
Posts: 3
Joined: Wed Jan 16, 2019 3:04 am

Re: Variance Decomposition Ordering Interpretation

Unread post by finnschroeder1993 »

Thank you very much for the prompt and detailed answer. Do you have any suggestions on changes to the VAR Setup? Would you suggest running different models?
TomDoan
Posts: 7814
Joined: Wed Nov 01, 2006 4:36 pm

Re: Variance Decomposition Ordering Interpretation

Unread post by TomDoan »

Your first three series have rather highly correlated residuals, which suggests that you should be looking at a structural model, rather than relying on orderings.
finnschroeder1993
Posts: 3
Joined: Wed Jan 16, 2019 3:04 am

Re: Variance Decomposition Ordering Interpretation

Unread post by finnschroeder1993 »

Thank you Tom.
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