We derive computationally simple expressions for score tests of misspecification in para- metric dynamic factor models using frequency domain techniques. We interpret those diag- nostics as time domain moment tests which assess whether certain autocovariances of the smoothed latent variables match their theoretical values under the null of correct model speci…cation. We also reinterpret reduced-form residual tests as checking specific restric- tions on structural parameters. Our Gaussian tests are robust to nonnormal, independent innovations. Monte Carlo exercises con…rm the …nite sample reliability and power of our proposals. Finally, we illustrate their empirical usefulness in an application that constructs a US coincident indicator..

Dynamic specification tests for dynamic factor models / Fiorentini, Gabriele; Sentana, Enrique. - In: JOURNAL OF APPLIED ECONOMETRICS. - ISSN 0883-7252. - STAMPA. - 34:(2019), pp. 325-346. [10.1002/jae.2678]

Dynamic specification tests for dynamic factor models

Fiorentini, Gabriele;
2019

Abstract

We derive computationally simple expressions for score tests of misspecification in para- metric dynamic factor models using frequency domain techniques. We interpret those diag- nostics as time domain moment tests which assess whether certain autocovariances of the smoothed latent variables match their theoretical values under the null of correct model speci…cation. We also reinterpret reduced-form residual tests as checking specific restric- tions on structural parameters. Our Gaussian tests are robust to nonnormal, independent innovations. Monte Carlo exercises con…rm the …nite sample reliability and power of our proposals. Finally, we illustrate their empirical usefulness in an application that constructs a US coincident indicator..
2019
34
325
346
Fiorentini, Gabriele; Sentana, Enrique
File in questo prodotto:
File Dimensione Formato  
JAE2.pdf

Accesso chiuso

Tipologia: Pdf editoriale (Version of record)
Licenza: Tutti i diritti riservati
Dimensione 1.26 MB
Formato Adobe PDF
1.26 MB Adobe PDF   Richiedi una copia

I documenti in FLORE sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificatore per citare o creare un link a questa risorsa: https://hdl.handle.net/2158/1147539
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 2
  • ???jsp.display-item.citation.isi??? 2
social impact