Predictive Density Combination Using a Tree-Based Synthesis Function Staff working paper 2023-61 Tony Chernis, Niko Hauzenberger, Florian Huber, Gary Koop, James Mitchell This paper studies non-parametric combinations of density forecasts. We introduce a regression tree-based approach that allows combination weights to vary on the features of the densities, time-trends or economic indicators. In two empirical applications, we show the benefits of this approach in terms of improved forecast accuracy and interpretability. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C1, C11, C3, C32, C5, C53 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Monetary policy, Real economy and forecasting
A Tale of Two Countries: Cash Demand in Canada and Sweden Staff discussion paper 2019-7 Walter Engert, Ben Fung, Björn Segendorf Cash use for payments has been steadily decreasing in many countries, including Canada and Sweden. This might suggest an evolution toward a cashless society. But in Canada, cash in circulation relative to GDP has been stable for decades and has even increased in recent years. By contrast, the cash-to-GDP ratio in Sweden has been falling steadily. What has caused this difference? Are there lessons to be learned from comparing the Canadian and Swedish experiences? Content Type(s): Staff research, Staff discussion papers JEL Code(s): E, E4, E41, E42, E5 Research Theme(s): Money and payments, Cash and bank notes, Payment and financial market infrastructures, Retail payments
July 14, 2021 Monetary Policy Report – July 2021 As the economy reopens after the third wave of COVID-19, growth should rebound strongly. The Bank is forecasting growth of about 6 percent this year, slowing to about 4 ½ percent in 2022 and 3 ¼ percent in 2023. Content Type(s): Publications, Monetary Policy Report
Understanding Inflation Dynamics: The Role of Government Expenditures Staff working paper 2023-30 Chang Liu, Yinxi Xie We study the impact government expenditure has on inflation. We find that changes in government expenditure account for a substantial portion of inflation variations. We also find that inflation and inflation expectations respond negatively to fiscal spending shocks, reaffirming the supply-side channel through which inflation responds to fiscal expansions. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E3, E6, E62, E63 Research Theme(s): Models and tools, Economic models, Monetary policy, Inflation dynamics and pressures
Reconciling the Differences in Aggregate U.S. Wage Series Staff working paper 2016-1 Julien Champagne, André Kurmann, Jay Stewart Average hourly real wage series from the Labor Productivity and Costs (LPC) program and the Current Employment Statistics (CES) program have evolved very differently over the past decades. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E0, E01, E2, E24, E3, E30, J, J3, J30 Research Theme(s): Monetary policy, Inflation dynamics and pressures, Real economy and forecasting
A Horse Race of Monetary Policy Regimes: An Experimental Investigation Staff working paper 2022-33 Olena Kostyshyna, Luba Petersen, Jing Yang How should central banks design monetary policy in stable times and during recessions? We run a horse race between five monetary policy frameworks in an experimental laboratory to assess how well the different approaches can manage the public’s expectations and stabilize the economy. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C9, D, D8, D84, E, E5, E52, E58 Research Theme(s): Models and tools, Economic models, Monetary policy, Inflation dynamics and pressures, Monetary policy framework and transmission, Monetary policy tools and implementation
Inequality in Parental Transfers and Optimal Need-Based Financial Aid Staff working paper 2019-7 Youngmin Park This paper studies optimal need-based financial aid when parental transfers—unobserved by policymakers—vary across and within families of similar means. Using data on U.S. college students, I document substantial inequality in parental transfers, especially among wealthier families. I then analyze how this affects aid design aimed at reducing inefficiencies from borrowing constraints and the aid itself. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D1, D14, D6, D61, D64, D8, D82, I, I2, I22, J, J2, J24 Research Theme(s): Financial system, Household and business credit, Monetary policy, Real economy and forecasting, Structural challenges, Demographics and labour supply
Macroprudential FX Regulations: Shifting the Snowbanks of FX Vulnerability? Staff working paper 2018-55 Toni Ahnert, Kristin Forbes, Christian Friedrich, Dennis Reinhardt Can macroprudential foreign exchange (FX) regulations on banks reduce the financial and macroeconomic vulnerabilities created by borrowing in foreign currency? To evaluate the effectiveness and unintended consequences of macroprudential FX regulations, we develop a parsimonious model of bank and market lending in domestic and foreign currency and derive four predictions. Content Type(s): Staff research, Staff working papers JEL Code(s): F, F3, F32, F34, G, G1, G15, G2, G21, G28 Research Theme(s): Financial markets and funds management, International markets and currencies, Financial system, Financial stability and systemic risk, Financial system regulation and oversight
Labor Demand Response to Labor Supply Incentives: Lessons from the German Mini-Job Reform Staff working paper 2021-15 Gabriela Galassi How do firms change their employment decisions when tax benefits for low-earning workers are expanded? Some firms increase employment overall, whereas others replace high-earning workers with low-earning workers, according to German linked employer-employee data. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E2, E24, E6, E64, H, H2, H20, H24, H3, H32, I, I3, I38, J, J2, J23, J3, J38 Research Theme(s): Models and tools, Economic models, Monetary policy, Real economy and forecasting, Structural challenges, Demographics and labour supply
Relationships in the Interbank Market Staff working paper 2016-33 Jonathan Chiu, Cyril Monnet In the interbank market, banks will sometimes trade below the central bank's deposit rate. We explain this anomaly using a theory based on market frictions and relationship lending. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E4, E5 Research Theme(s): Financial markets and funds management, Market functioning, Financial system, Financial institutions and intermediation, Models and tools, Economic models, Monetary policy, Monetary policy tools and implementation