Quantum Monte Carlo for Economics: Stress Testing and Macroeconomic Deep Learning Staff Working Paper 2022-29 Vladimir Skavysh, Sofia Priazhkina, Diego Guala, Thomas Bromley Using the quantum Monte Carlo algorithm, we study whether quantum computing can improve the run time of economic applications and challenges in doing so. We apply the algorithm to two models: a stress testing bank model and a DSGE model solved with deep learning. We also present innovations in the algorithm and benchmark it to classical Monte Carlo. Content Type(s): Staff research, Staff working papers Topic(s): Business fluctuations and cycles, Central bank research, Econometric and statistical methods, Economic models, Financial stability JEL Code(s): C, C1, C15, C6, C61, C63, C68, C7, E, E1, E13, G, G1, G17, G2, G21
Endogenous Liquidity and Capital Reallocation Staff Working Paper 2022-27 Wei Cui, Randall Wright, Yu Zhu We study economies where firms acquire capital in primary markets then retrade it in secondary markets after information on idiosyncratic productivity arrives. Our secondary markets incorporate bilateral trade with search, bargaining and liquidity frictions. Content Type(s): Staff research, Staff working papers Topic(s): Business fluctuations and cycles, Monetary policy JEL Code(s): E, E2, E22, E4, E44
Foreign Exchange Interventions: The Long and the Short of It Staff Working Paper 2022-25 Patrick Alexander, Sami Alpanda, Serdar Kabaca This paper studies the effects of foreign exchange (FX) interventions in a two-region model where governments issue both short- and long-term bonds. We find that the term premium channel dominates the trade balance channel in our calibrated model. As a result, the conventional beggar-thy-neighbor effects of interventions are overturned. Content Type(s): Staff research, Staff working papers Topic(s): Business fluctuations and cycles, Exchange rate regimes, Exchange rates, Foreign reserves management, International financial markets, International topics JEL Code(s): F, F3, F31, F33, F4, F41
Financial Intermediaries and the Macroeconomy: Evidence from a High-Frequency Identification Staff Working Paper 2022-24 Pablo Ottonello, Wenting Song We provide empirical evidence of effects to the aggregate economy from surprises about financial intermediaries’ net worth based on a high-frequency identification strategy. We estimate that news of a 1% decline in intermediaries’ net worth leads to a 0.2%–0.4% decrease in the market value of nonfinancial firms. Content Type(s): Staff research, Staff working papers Topic(s): Asset pricing, Business fluctuations and cycles, Credit and credit aggregates, Financial institutions, Financial markets, Financial system regulation and policies, Monetary and financial indicators JEL Code(s): E, E3, E32, E4, E44, E5, E51, G, G0, G01, G1, G12, G2, G21, G23, G24, G3, G32
Benchmarks for assessing labour market health Staff Analytical Note 2022-2 Erik Ens, Corinne Luu, Kurt See, Shu Lin Wee We propose a range of benchmarks for assessing labour market strength for monetary policy. This work builds on a previous framework that considers how diverse and segmented the labour market is. We apply these benchmarks to the Canadian labour market and find that it has more than recovered from the COVID-19 shock. Content Type(s): Staff research, Staff analytical notes 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
Exports and the Exchange Rate: A General Equilibrium Perspective Staff Working Paper 2022-18 Patrick Alexander, Abeer Reza How do a country’s exports change when its currency depreciates? Does it matter which forces drive the exchange rate deprecation in the first place? We find that this relationship varies greatly depending on what drives exchange rate movements, and we conclude that the direct relationship between the exchange rate and exports is weak for Canada. Content Type(s): Staff research, Staff working papers Topic(s): Balance of payments and components, Business fluctuations and cycles, Exchange rate regimes, Exchange rates, International topics, Monetary policy transmission, Trade integration JEL Code(s): F, F3, F31, F32, F33, F4, F41
Job Ladder and Business Cycles Staff Working Paper 2022-14 Felipe Alves During downturns, workers get stuck in low-productivity jobs and wages remain stagnant. I build an heterogenous agent incomplete market model with a full job ladder that accounts for these facts. An adverse financial shock calibrated to the US Great Recession replicates the period’s slow recovery and missing disinflation. Content Type(s): Staff research, Staff working papers Topic(s): Business fluctuations and cycles, Inflation and prices, Labour markets, Productivity JEL Code(s): D, D3, D31, D5, D52, E, E2, E21, E24, E3, E31, E32
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