Macroeconomic Predictions Using Payments Data and Machine Learning Staff Working Paper 2022-10 James Chapman, Ajit Desai We demonstrate the usefulness of payment systems data and machine learning models for macroeconomic predictions and provide a set of econometric tools to overcome associated challenges. Content Type(s): Staff research, Staff working papers Topic(s): Business fluctuations and cycles, Econometric and statistical methods, Payment clearing and settlement systems JEL Code(s): C, C5, C53, C55, E, E3, E37, E4, E42, E5, E52
The Impact of Globalization and Digitalization on the Phillips Curve Staff Working Paper 2022-7 Christian Friedrich, Peter Selcuk Globalization is in retreat, yet digitalization is on the rise. How will these trends impact inflation? Content Type(s): Staff research, Staff working papers Topic(s): Business fluctuations and cycles, Inflation and prices, International topics, Labour markets, Recent economic and financial developments, Trade integration JEL Code(s): E, E3, E31, E32, F, F6
Firm Inattention and the Efficacy of Monetary Policy: A Text-Based Approach Staff Working Paper 2022-3 Wenting Song, Samuel Stern How much attention do firms pay to macroeconomic news? Through a novel text-based measure, two facts emerge. First, attention is polarized. Most firms either never or always pay attention to economic conditions. Second, it is countercyclical. During recessions, more firms pay attention, and firms pay greater attention to macroeconomic news. Content Type(s): Staff research, Staff working papers Topic(s): Business fluctuations and cycles, Inflation and prices, Monetary policy JEL Code(s): D, D8, D83, E, E4, E44, E5, E52
Evaluating the Effects of Forward Guidance and Large-scale Asset Purchases Staff Working Paper 2021-54 Xu Zhang I propose a novel method to identify and estimate the macroeconomic effects of forward guidance and large-scale asset purchases (LSAP) for each FOMC announcement. I find that LSAP is more important than forward guidance in influencing output and inflation. LSAP puts upward pressure on short-term yields, so it should always be used in conjunction with forward guidance. Content Type(s): Staff research, Staff working papers Topic(s): Business fluctuations and cycles, Central bank research, Econometric and statistical methods, Interest rates JEL Code(s): E, E5, G, G0
Fiscal and Monetary Stabilization Policy at the Zero Lower Bound: Consequences of Limited Foresight Staff Working Paper 2021-51 Michael Woodford, Yinxi Xie How do outcomes of monetary and fiscal stabilization policies at the zero lower bound change when decision makers have finite planning horizons in the economy? We explore the effects of limited foresight on policy tools and the interaction between monetary and fiscal policy. Content Type(s): Staff research, Staff working papers Topic(s): Business fluctuations and cycles, Central bank research, Fiscal policy, Monetary policy JEL Code(s): E, E5, E52, E6, E63, E7
Assessing Labour Market Slack for Monetary Policy Staff Discussion Paper 2021-15 Erik Ens, Laurence Savoie-Chabot, Kurt See, Shu Lin Wee Measuring labour market slack is essential for central banks: without full employment in the economy, inflation will not stay close to target. We propose a comprehensive approach to assessing labour market slack that reflects the complexity and diversity of the labour market. Content Type(s): Staff research, Staff discussion papers Topic(s): Business fluctuations and cycles, Coronavirus disease (COVID-19), Econometric and statistical methods, Labour markets, Monetary policy JEL Code(s): E, E2, E24, J, J2, J21, J6
Energy Efficiency and Fluctuations in CO2 Emissions Staff Working Paper 2021-47 Soojin Jo, Lilia Karnizova Carbon dioxide emissions have been commonly modelled as rising and falling with total output. Yet many factors, such as energy-efficiency improvements and shifts to cleaner energy, can break this relationship. We evaluate these factors using US data and find that changes in energy efficiency of consumption goods explain a significant proportion of emissions fluctuations. This finding also implies that models that omit energy efficiency likely overestimate the trade-off between environmental protection and economic performance. Content Type(s): Staff research, Staff working papers Topic(s): Business fluctuations and cycles, Climate change, Econometric and statistical methods JEL Code(s): E, E3, E32, Q, Q4, Q43, Q5, Q50, Q55
From He-Cession to She-Stimulus? The Labor Market Impact of Fiscal Policy Across Gender Staff Working Paper 2021-42 Alica Ida Bonk, Laure Simon The effects of fiscal policy shocks on labour market outcomes across gender depend on the type of public expenditure. Women benefit most from increases in the government wage bill, while men are the main beneficiaries of higher investment spending. Content Type(s): Staff research, Staff working papers Topic(s): Business fluctuations and cycles, Fiscal policy, Labour markets JEL Code(s): E, E3, E32, E6, E62, J, J1, J16, J2, J21
Fiscal Spillovers: The Case of US Corporate and Personal Income Taxes Staff Working Paper 2021-41 Madeline Hanson, Daniela Hauser, Romanos Priftis How do changes to personal and corporate income tax rates in the United States affect its trading partners? Spillover effects from cuts in the two taxes differ. They are generally small and negative for corporate taxes, but sizable and positive for personal income taxes. Content Type(s): Staff research, Staff working papers Topic(s): Business fluctuations and cycles, Econometric and statistical methods, Exchange rate regimes, Fiscal policy, International topics JEL Code(s): E, E3, E32, E6, E62, F, F4, F44, H, H2, H20
Estimating Large-Dimensional Connectedness Tables: The Great Moderation Through the Lens of Sectoral Spillovers Staff Working Paper 2021-37 Felix Brunner, Ruben Hipp Understanding the size of sectoral links is crucial to predicting the impact of a crisis on the whole economy. We show that statistical learning techniques substantially outperform traditional estimation techniques when measuring large networks of these links. Content Type(s): Staff research, Staff working papers Topic(s): Business fluctuations and cycles, Econometric and statistical methods JEL Code(s): C, C2, C22, C5, C52, E, E2, E23, E27