Unité mixte de recherche 7235

Forecasting economic activity in data-rich environment

Maxime Leroux, Rachidi Kotchoni, Dalibor Stevanovic

[en]This paper compares the performance of five classes of forecasting models in an extensive out-of-sample exercise. The types of models considered are standard univariate models, factor-augmented regressions, dynamic factor models, other data-rich models and forecast combinations. These models are compared using four types of data: real series, nominal series, the stock market index and exchange rates. Our Findings can be summarized in a few points: (i) data-rich models and forecasts combination approaches are the best for predicting real series; (ii) ARMA(1,1) model predicts inflation change incredibly well and outperform data-rich models; (iii) the simple average of forecasts is the best approach to predict future SP500 returns; (iv) exchange rates can be predicted at short horizons mainly by univariate models but the random walk dominates at medium and long terms; (v) the optimal structure of forecasting equations changes much over time; and (vi) the dispersion of out-of-sample point forecasts is a good predictor of some macroeconomic and financial uncertainty measures as well as of the business cycle movements among real activity series.[/en]

AGENDA

lundi 5 décembre 2022

Law, Institutions and Economics in Nanterre (LIEN)

Vincent Lefrère (Institut Mines Telecom)

En salle 614 et en distanciel

Privacy, Data and Competition: The Case of Apps For Young Children

mardi 6 décembre 2022

Recherche et Economie et Socioéconomie Politique, des Institutions et des Régulations (RESPIR)

Eric Monnet (EHESS et PSE)

Le rôle d’amortisseur des banques centrales – une perspective historique

jeudi 8 décembre 2022

Lunch

Georges Prat

12h - 13h, salle 110

Modeling ex-ante risk premiums in the oil market

lundi 12 décembre 2022

Law, Institutions and Economics in Nanterre (LIEN)

Clément Brébion (Copenhagen BS)

En salle 614 et en distanciel

Unemployment Insurance Eligibility and Employment Duration

mardi 13 décembre 2022

Développement Durable Environnement et Energie (DDEE)

Nicolas Astier (Paris School of Economics)

16h-17h

Riding together: eliciting travelers’ preferences for long-distance carpooling

mercredi 14 décembre 2022

Économies du monde musulman

Mohamed Touati Tliba (École Supérieure de Commerce, Alger)

The scientific wealth of nations with special reference to MENA region: a cross-country productivity analysis of academic research

jeudi 15 décembre 2022

Doctorants

Pablo Aguilar Perez

TBA

jeudi 15 décembre 2022

Groupe de travail « Intelligence artificielle »

Matthieu Lapaty (UPMC)

TBA

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