Estimating Discrete Choice Demand Models with Sparse Market-Product Shocks Staff working paper 2025-10 Zhentong Lu, Kenichi Shimizu We propose a novel approach to estimating consumer demand for differentiated products. We eliminate the need for instrumental variables by assuming demand shocks are sparse. Our empirical applications reveal strong evidence of sparsity in real-world datasets. Content Type(s): Staff research, Staff working papers JEL Code(s): C, C1, C3, D, D1, L, L0, L00 Research Theme(s): Financial markets and funds management, Market structure, Models and tools, Econometric, statistical and computational methods
Anonymous Credentials: Secret-Free and Quantum-Safe Staff working paper 2023-50 Raza Ali Kazmi, Cyrus Minwalla An anonymous credential mechanism is a set of protocols that allows users to obtain credentials from an organization and demonstrate ownership of these credentials without compromising users’ privacy. In this work, we construct the first secret-free and quantum-safe credential mechanism. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E4, E42, G, G2, G21, O, O3, O31 Research Theme(s): Money and payments, Digital assets and fintech, Payment and financial market infrastructures
Examining the Impact of Home Purchase Restrictions on China’s Housing Market Staff working paper 2021-18 Zhentong Lu, Sisi Zhang, Jian Hong How do “cooling measures” in the housing market—policies aimed to stabilize prices—affect the market? We use a structural model of housing demand and price competition among developers to evaluate China’s home purchase restriction policies implemented in 2010–11. Content Type(s): Staff research, Staff working papers JEL Code(s): O, O1, O18, R, R3, R31, R38 Research Theme(s): Financial markets and funds management, Market structure, Financial system, Household and business credit, Monetary policy, Real economy and forecasting
Expropriation Risk and FDI in Developing Countries: Does Return of Capital Dominate Return on Capital? Staff working paper 2017-9 M. Akhtaruzzaman, Nathan Berg, Christopher Hajzler Previously reported effects of institutional quality and political risks on foreign direct investment (FDI) are mixed and, therefore, difficult to interpret. We present empirical evidence suggesting a relatively clear, statistically robust, and intuitive characterization. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D2, D23, F, F2, F21, F23 Research Theme(s): Financial system, Financial stability and systemic risk, Structural challenges, International trade, finance and competitiveness
Borrow Now, Pay Even Later: A Quantitative Analysis of Student Debt Payment Plans Staff working paper 2023-54 Michael Boutros, Nuno Clara, Francisco Gomes We investigate alternative student debt contracts that defer payments and ease the burden of student loans on US households by preserving disposable income early in borrowers’ lives. Our model shows substantial welfare gains from these contracts relative to existing plans and gains similar to the Biden administration's proposals but with a significantly lower cost. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E2, G, G5, H, H3 Research Theme(s): Financial system, Financial stability and systemic risk, Household and business credit, Models and tools, Economic models, Monetary policy, Real economy and forecasting
Supply Shocks in the Fog: The Role of Endogenous Uncertainty Staff working paper 2026-12 Anastasiia Antonova, Mykhailo Matvieiev, Celine Poilly Recessions feature elevated uncertainty. We develop a nonlinear imperfect-information New Keynesian model where procyclical information quality generates endogenous countercyclical uncertainty and precautionary saving. This demand channel can overturn the inflationary impact of negative supply shocks, making them deflationary, unless monetary policy stabilizes the output gap. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D8, D81, D83, E, E2, E21, E3, E32, E5, E52 Research Theme(s): Models and tools, Economic models, Monetary policy, Inflation dynamics and pressures, Monetary policy framework and transmission
Markups and Inflation in Oligopolistic Markets: Evidence from Wholesale Price Data Staff working paper 2024-20 Patrick Alexander, Lu Han, Oleksiy Kryvtsov, Ben Tomlin We study how the interaction of market power and nominal price rigidity influences inflation dynamics. We find that pass-through declines with price stickiness when markets are concentrated, which implies a lower slope of the New Keynesian Phillips curve. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D4, D43, E, E3, E31, L, L1, L13, L8, L81 Research Theme(s): Financial markets and funds management, Market structure, Monetary policy, Inflation dynamics and pressures
The contribution of firm profits to the recent rise in inflation Staff analytical note 2023-12 Panagiotis Bouras, Christian Bustamante, Xing Guo, Jacob Short We measure the contribution to inflation from the growth in markups of Canadian firms. The dynamics of inflation and markups suggest that changes in markups could account for less than one-tenth of inflation in 2021. Further, they suggest that peak inflation was driven primarily by changes in the costs of firms. Content Type(s): Staff research, Staff analytical notes JEL Code(s): D, D2, D22, D4, E, E3, E31, L, L1, L11 Research Theme(s): Financial markets and funds management, Market functioning, Monetary policy, Inflation dynamics and pressures
Risk Scenarios and Macroeconomic Forecasts Staff working paper 2025-28 Kevin Moran, Dalibor Stevanovic, Stéphane Surprenant We produce forecasts for four risk scenarios to consider their usefulness for monitoring the Canadian economy. We find a high-oil-price scenario benefits the economy, a US recession induces a slowdown, a tight labor market leads to price increases, and a restrictive monetary policy scenario increases the unemployment rate while lowering the inflation rate. Content Type(s): Staff research, Staff working papers JEL Code(s): E, E3, E32, F, F4, F41, F44 Research Theme(s): Models and tools, Econometric, statistical and computational methods, Economic models, Monetary policy, Real economy and forecasting
A Microfounded Design of Interconnectedness-Based Macroprudential Policy Staff working paper 2016-6 Jose Fique To address the challenges posed by global systemically important banks (G-SIBs), the Basel Committee on Banking Supervision recommended an “additional loss absorbency requirement” for these institutions. Along these lines, I develop a microfounded design of capital surcharges that target the interconnectedness component of systemic risk. Content Type(s): Staff research, Staff working papers JEL Code(s): D, D8, D82, D85, G, G2, G21, G28 Research Theme(s): Financial markets and funds management, Market functioning, Financial system, Financial stability and systemic risk, Financial system regulation and oversight, Models and tools, Economic models