The real-time macro content of corporate financial reports: A dynamic factor model approach
Ahmed M. Abdalla,
Jose M. Carabias and
Panos N. Patatoukas
Journal of Monetary Economics, 2021, vol. 118, issue C, 260-280
Abstract:
We use a standard dynamic factor model to extract new factors based on the real-time flow of accounting data from the corporate financial reports. The extracted accounting factors exploit across-sector comovements in corporate value creation drivers and can be used together with other closely watched economic indicators. We show that our weekly updated accounting factors are incrementally relevant for nowcasting and forecasting major components of economic output in the BEA's National Income and Product Accounts. Overall, our paper pioneers a new approach to incorporating the continuous flow of accounting data within the context of dynamic factor models.
Keywords: Corporate financial reports; Nowcasting; Forecasting; Macro accounting (search for similar items in EconPapers)
JEL-codes: E01 E32 E60 M41 (search for similar items in EconPapers)
Date: 2021
References: View references in EconPapers View complete reference list from CitEc
Citations: View citations in EconPapers (1)
Downloads: (external link)
http://www.sciencedirect.com/science/article/pii/S0304393221000064
Full text for ScienceDirect subscribers only
Related works:
This item may be available elsewhere in EconPapers: Search for items with the same title.
Export reference: BibTeX
RIS (EndNote, ProCite, RefMan)
HTML/Text
Persistent link: https://EconPapers.repec.org/RePEc:eee:moneco:v:118:y:2021:i:c:p:260-280
DOI: 10.1016/j.jmoneco.2021.01.006
Access Statistics for this article
Journal of Monetary Economics is currently edited by R. G. King and C. I. Plosser
More articles in Journal of Monetary Economics from Elsevier
Bibliographic data for series maintained by Catherine Liu ().