Working papers
- Are there asymmetries in euro area monetary policy?
@unpublished{pfarrhofer2025asymmetries, title = {Are there asymmetries in euro area monetary policy?}, author = {Pfarrhofer, Michael and Stelzer, Anna}, year = {2025}, number = {276}, note = {Working Paper} } - A Bayesian Gaussian Process Dynamic Factor Model
@unpublished{pfarrhofer2025gaussian, title = {A Bayesian Gaussian Process Dynamic Factor Model}, author = {Chernis, Tony and Hauzenberger, Niko and Mumtaz, Haroon and Pfarrhofer, Michael}, year = {2025}, arxiv = {2509.04928}, note = {Working Paper} } - Large Bayesian VARs for Binary and Censored Variables
@unpublished{pfarrhofer2025binary, title = {Large Bayesian VARs for Binary and Censored Variables}, author = {Chan, Joshua C.C. and Pfarrhofer, Michael}, year = {2025}, arxiv = {2506.01422}, note = {Working Paper} } - Scenario analysis with multivariate Bayesian machine learning models
@unpublished{pfarrhofer2025scenario, title = {Scenario analysis with multivariate Bayesian machine learning models}, author = {Pfarrhofer, Michael and Stelzer, Anna}, year = {2025}, arxiv = {2502.08440}, note = {Working Paper} } - General Seemingly Unrelated Local Projections
@unpublished{pfarrhofer2024sulp, title = {General Seemingly Unrelated Local Projections}, author = {Huber, Florian and Matthes, Christian and Pfarrhofer, Michael}, year = {2024}, arxiv = {2410.17105}, note = {Working Paper} } - Asymmetries in International Financial Spillovers
@unpublished{pfarrhofer2024asymmetries, title = {Asymmetries in International Financial Spillovers}, author = {Huber, Florian and Klieber, Karin and Marcellino, Massimiliano and Onorante, Luca and Pfarrhofer, Michael}, year = {2024}, arxiv = {2410.16214}, note = {Working Paper} } - Direct Gaussian Process Predictive Regressions with Mixed Frequency Data
@unpublished{pfarrhofer2024direct, title = {Direct Gaussian Process Predictive Regressions with Mixed Frequency Data}, author = {Hauzenberger, Niko and Marcellino, Massimiliano and Pfarrhofer, Michael and Stelzer, Anna}, year = {2024}, arxiv = {2402.10574}, note = {Working Paper} } - Bayesian inference in high-dimensional time-varying parameter models using integrated rotated Gaussian approximations
@unpublished{pfarrhofer2020irga, title = {Bayesian inference in high-dimensional time-varying parameter models using integrated rotated Gaussian approximations}, author = {Huber, Florian and Koop, Gary and Pfarrhofer, Michael}, year = {2020}, arxiv = {2002.10274}, note = {Working Paper} } - Implications of macroeconomic volatility in the Euro area
@unpublished{pfarrhofer2018volatility, title = {Implications of macroeconomic volatility in the Euro area}, author = {Böck, Maximilian and Hauzenberger, Niko and Pfarrhofer, Michael and Stelzer, Anna and Zens, Gregor}, year = {2018}, note = {ESRB Working Paper} }
Published papers
- Interpretable Bayesian machine learning for assessing the effects of climate news shocks on firm-level returns
@article{pfarrhofer2025interpretable, title = {Interpretable Bayesian machine learning for assessing the effects of climate news shocks on firm-level returns}, author = {Barbaglia, Luca and Frattarolo, Lorenzo and Hauzenberger, Niko and Hirschbühl, Dominik and Huber, Florian and Onorante, Luca and Pfarrhofer, Michael and Tiozzo Pezzoli, Luca}, journal = {Journal of Financial Econometrics}, year = {2026+}, } - Nowcasting economic activity in European regions using a mixed-frequency dynamic factor model
@article{pfarrhofer2026nowcasting, title = {Nowcasting economic activity in European regions using a mixed-frequency dynamic factor model}, author = {Barbaglia, Luca and Frattarolo, Lorenzo and Hauzenberger, Niko and Hirschbühl, Dominik and Huber, Florian and Onorante, Luca and Pfarrhofer, Michael and Tiozzo Pezzoli, Luca}, journal = {International Journal of Forecasting}, volume = {42}, number = {2}, pages = {657--672}, year = {2026}, } - High-frequency and heteroskedasticity identification in multicountry models: Revisiting spillovers of monetary shocks
@article{pfarrhofer2025highfreq, title = {High-frequency and heteroskedasticity identification in multicountry models: Revisiting spillovers of monetary shocks}, author = {Pfarrhofer, Michael and Stelzer, Anna}, journal = {Macroeconomic Dynamics}, volume = {29}, pages = {1--22}, year = {2025}, arxiv = {1912.03158} } - Nonparametric Mixed Frequency Monitoring Macro-at-Risk
@article{pfarrhofer2025nonparametric, title = {Nonparametric Mixed Frequency Monitoring Macro-at-Risk}, author = {Marcellino, Massimiliano and Pfarrhofer, Michael}, journal = {Economics Letters}, volume = {255}, pages = {112498}, year = {2025}, } - Belief Shocks and Implications of Expectations About Growth-at-Risk
@article{pfarrhofer2025belief, title = {Belief Shocks and Implications of Expectations About Growth-at-Risk}, author = {Böck, Maximilian and Pfarrhofer, Michael}, journal = {Journal of Applied Econometrics}, volume = {40}, number = {3}, pages = {341--348}, year = {2025}, } - Introducing shrinkage in heavy-tailed state space models to predict equity excess returns
@article{pfarrhofer2025shrinkage, title = {Introducing shrinkage in heavy-tailed state space models to predict equity excess returns}, author = {Huber, Florian and Kastner, Gregor and Pfarrhofer, Michael}, journal = {Empirical Economics}, volume = {68}, pages = {535--553}, year = {2025}, arxiv = {1805.12217} } - Sparse time-varying parameter VECMs with an application to modeling electricity prices
@article{pfarrhofer2025sparse, title = {Sparse time-varying parameter VECMs with an application to modeling electricity prices}, author = {Hauzenberger, Niko and Pfarrhofer, Michael and Rossini, Luca}, journal = {International Journal of Forecasting}, volume = {41}, number = {1}, pages = {361--376}, year = {2025}, arxiv = {2011.04577}, } - Investigating growth-at-risk using a multicountry nonparametric quantile factor model
@article{pfarrhofer2024growthfactor, title = {Investigating growth-at-risk using a multicountry nonparametric quantile factor model}, author = {Clark, Todd E. and Huber, Florian and Koop, Gary and Marcellino, Massimiliano and Pfarrhofer, Michael}, journal = {Journal of Business \& Economic Statistics}, volume = {42}, number = {4}, pages = {1302--1317}, year = {2024}, arxiv = {2110.03411}, } - Forecasting euro area inflation using a huge panel of survey expectations
@article{pfarrhofer2024inflation, title = {Forecasting euro area inflation using a huge panel of survey expectations}, author = {Huber, Florian and Onorante, Luca and Pfarrhofer, Michael}, journal = {International Journal of Forecasting}, volume = {40}, number = {3}, pages = {1042--1054}, year = {2024}, arxiv = {2207.12225} } - Predicting Tail-Risks for the Italian Economy
@article{pfarrhofer2024tailrisks, title = {Predicting Tail-Risks for the Italian Economy}, author = {Böck, Maximilian and Marcellino, Massimiliano and Pfarrhofer, Michael and Tornese, Tommaso}, journal = {Journal of Business Cycle Research}, volume = {20}, pages = {339--366}, year = {2024}, } - Forecasts with Bayesian vector autoregressions under real time conditions
@article{pfarrhofer2024forecasts, title = {Forecasts with Bayesian vector autoregressions under real time conditions}, author = {Pfarrhofer, Michael}, journal = {Journal of Forecasting}, volume = {43}, number = {3}, pages = {771--801}, year = {2024}, arxiv = {2004.04984} } - Financial markets and legal challenges to unconventional monetary policy
@article{pfarrhofer2024financial, title = {Financial markets and legal challenges to unconventional monetary policy}, author = {Griller, Stefan and Huber, Florian and Pfarrhofer, Michael}, journal = {European Economic Review}, volume = {163}, pages = {104680}, year = {2024}, arxiv = {2202.12695}, } - Tail forecasting with multivariate Bayesian additive regression trees
@article{pfarrhofer2023tailbart, title = {Tail forecasting with multivariate Bayesian additive regression trees}, author = {Clark, Todd E. and Huber, Florian and Koop, Gary and Marcellino, Massimiliano and Pfarrhofer, Michael}, journal = {International Economic Review}, volume = {64}, number = {3}, pages = {979--1022}, year = {2023}, } - Measuring international uncertainty using global vector autoregressions with drifting parameters
@article{pfarrhofer2023uncertainty, title = {Measuring international uncertainty using global vector autoregressions with drifting parameters}, author = {Pfarrhofer, Michael}, journal = {Macroeconomic Dynamics}, volume = {27}, number = {3}, pages = {770--793}, year = {2023}, arxiv = {1908.06325}, } - A Bayesian panel vector autoregression to analyze the impact of climate shocks on high-income economies
@article{pfarrhofer2023climate, title = {A Bayesian panel vector autoregression to analyze the impact of climate shocks on high-income economies}, author = {Huber, Florian and Kristzin, Tamas and Pfarrhofer, Michael}, journal = {The Annals of Applied Statistics}, volume = {17}, number = {2}, pages = {1543--1573}, year = {2023}, arxiv = {1804.01554} } - General Bayesian time-varying parameter VARs for predicting government bond yields
@article{pfarrhofer2023tvpvar, title = {General Bayesian time-varying parameter VARs for predicting government bond yields}, author = {Fischer, Manfred M. and Hauzenberger, Niko and Huber, Florian and Pfarrhofer, Michael}, journal = {Journal of Applied Econometrics}, volume = {38}, number = {1}, pages = {69--87}, year = {2023}, arxiv = {2102.13393}, } - Nowcasting in a pandemic using non-parametric mixed frequency VARs
@article{pfarrhofer2023nowcasting, title = {Nowcasting in a pandemic using non-parametric mixed frequency VARs}, author = {Huber, Florian and Koop, Gary and Onorante, Luca and Pfarrhofer, Michael and Schreiner, Josef}, journal = {Journal of Econometrics}, volume = {232}, number = {1}, pages = {52--69}, year = {2023}, arxiv = {2008.12706}, } - Approximate Bayesian inference and forecasting in huge-dimensional panel VARs
@article{pfarrhofer2022panelvar, title = {Approximate Bayesian inference and forecasting in huge-dimensional panel VARs}, author = {Feldkircher, Martin and Huber, Florian and Koop, Gary and Pfarrhofer, Michael}, journal = {International Economic Review}, volume = {63}, number = {4}, pages = {1625--1658}, year = {2022}, arxiv = {2103.04944} } - Modeling tail risks of inflation using unobserved component quantile regressions
@article{pfarrhofer2022inflation, title = {Modeling tail risks of inflation using unobserved component quantile regressions}, author = {Pfarrhofer, Michael}, journal = {Journal of Economic Dynamics and Control}, volume = {143}, pages = {104493}, year = {2022}, arxiv = {2103.03632}, } - Bayesian state-space modeling for analyzing heterogeneous network effects of US monetary policy
@article{pfarrhofer2021network, title = {Bayesian state-space modeling for analyzing heterogeneous network effects of US monetary policy}, author = {Hauzenberger, Niko and Pfarrhofer, Michael}, journal = {The Scandinavian Journal of Economics}, volume = {123}, number = {4}, pages = {1261--1291}, year = {2021}, arxiv = {1911.06206}, } - The dynamic impact of monetary policy on regional housing prices in the United States
@article{pfarrhofer2021housing, title = {The dynamic impact of monetary policy on regional housing prices in the United States}, author = {Fischer, Manfred M. and Huber, Florian and Pfarrhofer, Michael and Staufer-Steinnocher, Petra}, journal = {Real Estate Economics}, volume = {49}, number = {4}, pages = {1039--1068}, year = {2021}, arxiv = {1802.05870} } - On the effectiveness of the European Central Bank’s conventional and unconventional policies under uncertainty
@article{pfarrhofer2021ecb, title = {On the effectiveness of the European Central Bank's conventional and unconventional policies under uncertainty}, author = {Hauzenberger, Niko and Pfarrhofer, Michael and Stelzer, Anna}, journal = {Journal of Economic Behavior and Organisation}, volume = {191}, pages = {822--845}, year = {2021}, arxiv = {2011.14424} } - Measuring the effectiveness of US monetary policy during the COVID-19 recession
@article{pfarrhofer2021covid, title = {Measuring the effectiveness of US monetary policy during the COVID-19 recession}, author = {Feldkircher, Martin and Huber, Florian and Pfarrhofer, Michael}, journal = {Scottish Journal of Political Economy}, volume = {68}, number = {3}, pages = {287--297}, year = {2021}, arxiv = {2007.15419} } - Stochastic model specification in Markov switching vector error correction models
@article{pfarrhofer2021markov, title = {Stochastic model specification in Markov switching vector error correction models}, author = {Hauzenberger, Niko and Huber, Florian and Pfarrhofer, Michael and Zörner, Thomas O.}, journal = {Studies in Nonlinear Dynamics and Econometrics}, volume = {25}, number = {2}, year = {2021}, arxiv = {1807.00529}, } - Dynamic shrinkage in time-varying parameter stochastic volatility in mean models
@article{pfarrhofer2021shrinkage, title = {Dynamic shrinkage in time-varying parameter stochastic volatility in mean models}, author = {Huber, Florian and Pfarrhofer, Michael}, journal = {Journal of Applied Econometrics}, volume = {36}, number = {2}, pages = {262--270}, year = {2021}, arxiv = {2005.06851} } - The regional transmission of uncertainty shocks on income inequality in the United States
@article{pfarrhofer2021inequality, title = {The regional transmission of uncertainty shocks on income inequality in the United States}, author = {Fischer, Manfred M. and Huber, Florian and Pfarrhofer, Michael}, journal = {Journal of Economic Behavior and Organization}, volume = {183}, pages = {887--900}, year = {2021}, arxiv = {1806.08278} } - A multi-country dynamic factor model with stochastic volatility for euro area business cycle analysis
@article{pfarrhofer2020dfm, title = {A multi-country dynamic factor model with stochastic volatility for euro area business cycle analysis}, author = {Huber, Florian and Pfarrhofer, Michael and Piribauer, Philipp}, journal = {Journal of Forecasting}, volume = {39}, number = {6}, pages = {911--926}, year = {2020}, arxiv = {2001.03935} } - Flexible shrinkage in high-dimensional Bayesian spatial autoregressive models
@article{pfarrhofer2019spatial, title = {Flexible shrinkage in high-dimensional Bayesian spatial autoregressive models}, author = {Pfarrhofer, Michael and Piribauer, Philipp}, journal = {Spatial Statistics}, volume = {29}, pages = {109--128}, year = {2019}, arxiv = {1805.10822} }
Book chapters
- Bayesian nonparametric methods for macroeconomic forecasting
@incollection{pfarrhofer2024nonparametric, title = {Bayesian nonparametric methods for macroeconomic forecasting}, author = {Marcellino, Massimiliano and Pfarrhofer, Michael}, booktitle = {Handbook of Research Methods and Applications in Macroeconomic Forecasting}, editor = {Clements, Michael and Galvao, Ana Beatriz}, chapter = {5}, year = {2024}, } - Factor Augmented Vector Autoregressions, Panel VARs, and Global VARs
@incollection{pfarrhofer2020favars, title = {Factor Augmented Vector Autoregressions, Panel VARs, and Global VARs}, author = {Feldkircher, Martin and Huber, Florian and Pfarrhofer, Michael}, booktitle = {Macroeconomic Forecasting in the Era of Big Data}, editor = {Fuleky, Peter}, chapter = {3}, year = {2020}, publisher = {Springer}, }
Policy & media
- Bank-based transmission and monetary policy asymmetry in the euro area
- Monetary Policy under Economic Uncertainty: Evidence from the Euro Area
- Was genau ist eigentlich eine Rezession?
- Wie hoch sind die Inflationsrisiken wirklich?
- Wie sich ein zweiter Lockdown auf Österreichs Wirtschaft auswirken würde
- Makroökonomische Entwicklungen unter Unsicherheit
- Zur Treffsicherheit von Notenbank-Prognosen nach der Finanzkrise
- Brexit – Folgen für Österreich und die EU