SOAS Research Online

A Free Database of the Latest Research by SOAS Academics and PhD Students

[skip to content]

Qin, Duo, van Huellen, Sophie, Wang, Qing Chao and Moraitis, Thanos (2022) 'Algorithmic Modelling of Financial Conditions for Macro Predictive Purposes: Pilot Application to USA Data.' Econometrics, 10 (2). e22.

[img]
Preview
Text - Draft Version
Available under License Creative Commons Attribution 4.0 (CC-BY 4.0).

Download (1MB) | Preview

Abstract

Aggregate financial conditions indices (FCIs) are constructed to fulfil two aims: (i) The FCIs should resemble non-model-based composite indices in that their composition is adequately invariant for concatenation during regular updates; (ii) the concatenated FCIs should outperform financial variables conventionally used as leading indicators in macro models. Both aims are shown to be attainable once an algorithmic modelling route is adopted to combine leading indicator modelling with the principles of partial least-squares (PLS) modelling, supervised dimensionality reduction, and backward dynamic selection. Pilot results using US data confirm the traditional wisdom that financial imbalances are more likely to induce macro impacts than routine market volatilities. They also shed light on why the popular route of principal-component based factor analysis is ill-suited for the two aims.

Item Type: Journal Article
Keywords: leading indicator, concatenation, forecasting, composite measurement, feature selection, dimensionality reduction
SOAS Departments & Centres: Departments and Subunits > Department of Economics
ISSN: 22251146
DOI (Digital Object Identifier): https://doi.org/10.3390/econometrics10020022
SWORD Depositor: JISC Publications Router
Date Deposited: 26 Apr 2022 19:37
URI: https://eprints.soas.ac.uk/id/eprint/37131
Funders: Other

Altmetric Data

Statistics

Download activity - last 12 monthsShow export options
Downloads since deposit
6 month trend
3Downloads
6 month trend
8Hits
Accesses by country - last 12 monthsShow export options
Accesses by referrer - last 12 monthsShow export options

Repository staff only

Edit Item Edit Item