Econometric and statistical methods

• Low Response Rate from Merchants? Sample and Ask Consumers! An Application of Indirect Sampling Under a Consumer-Merchant Bipartite Network

  Technical Report No. 126 Heng Chen, Joy Wu

  Under the consumer-merchant bipartite network, we apply the indirect sampling approach to estimate merchant payment acceptance through a consumer payment diary.

  Content Type(s): Staff research, Technical reports Research Topic(s): Bank notes, Econometric and statistical methods JEL Code(s): C, C8, C80, C83, E, E5

• 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 Research Topic(s): Econometric and statistical methods, Market structure and pricing JEL Code(s): C, C1, C3, D, D1, L, L0, L00

• Canadian Bitcoin Ownership in 2023: Key Takeaways

  Staff Discussion Paper 2025-4 Daniela Balutel, Marie-Hélène Felt, Doina Rusu

  The Bitcoin Omnibus Survey is an important tool for monitoring Canadians’ awareness and ownership of bitcoin and other cryptoassets over time. In this paper, we present data highlights from the 2023 survey.

  Content Type(s): Staff research, Staff discussion papers Research Topic(s): Bank notes, Digital currencies and fintech, Econometric and statistical methods JEL Code(s): C, C8, C81, E, E4, O, O5, O51

• Estimating the inflation risk premium

  Staff Analytical Note 2025-9 Bruno Feunou, Gitanjali Kumar

  Is there a risk of de-anchoring of inflation expectations in the near term? We estimate the inflation risk premium using traditional asset pricing models to answer this question. The risk of de-anchoring is elevated compared with the period before the COVID-19 pandemic and is higher in the United States than in Canada.

  Content Type(s): Staff research, Staff analytical notes Research Topic(s): Asset pricing, Econometric and statistical methods JEL Code(s): C, C2, C22, C5, C58, G, G1, G12

• Estimating the impacts on GDP of natural disasters in Canada

  Staff Analytical Note 2025-5 Tatjana Dahlhaus, Thibaut Duprey, Craig Johnston

  Extreme weather events contribute to increased volatility in both economic activity and prices, interfering with the assessment of the true underlying trends of the economy. With this in mind, we conduct a timely assessment of the impact of natural disasters on Canadian gross domestic product (GDP).

  Content Type(s): Staff research, Staff analytical notes Research Topic(s): Climate change, Domestic demand and components, Econometric and statistical methods, Fiscal policy, Regional economic developments JEL Code(s): B, B2, B23, C, C1, C13, C2, C23, E, E1, E17, E3, E37, E6, E62, H, H6

• Effects of macroprudential policy announcements on perceptions of systemic risks

  Staff Analytical Note 2025-4 Thibaut Duprey, Victoria Fernandes, Kerem Tuzcuoglu, Ruhani Walia

  We introduce a history of macroprudential policy (MPP) events in Canada since the 1980s. We document the short-run effects of MPP announcements on market-based measures of systemic risk and find that MPPs can influence the market’s perception of large banks’ resilience.

  Content Type(s): Staff research, Staff analytical notes Research Topic(s): Econometric and statistical methods, Financial institutions, Financial stability, Financial system regulation and policies JEL Code(s): E, E5, E58, G, G2, G21, G28, G3, G32

• Exploring the drivers of the real term premium in Canada

  Staff Analytical Note 2025-3 Zabi Tarshi, Gitanjali Kumar

  Changes in the term premium can reflect uncertainty about inflation, growth and monetary policy. Understanding the key factors that influence the term premium is important when central banks make decisions about monetary policy. In this paper, we derive the real term premium from the nominal term premium in Canada.

  Content Type(s): Staff research, Staff analytical notes Research Topic(s): Econometric and statistical methods, Financial markets, Interest rates, Monetary policy and uncertainty JEL Code(s): C, C5, C58, E, E4, E43, E47, G, G1, G12

• Monetary policy, interest rates and the Canadian dollar

  Staff Analytical Note 2025-2 Jean-Sébastien Fontaine, Ingomar Krohn, James Kyeong, Rishi Vala, Konrad Zmitrowicz

  Changes in domestic interest rates affect the value of the Canadian dollar less than changes in the risk premium do. These variations often occur when a broad shift in risk sentiment occurs in global markets. Ultimately, the value of the currency reflects long-term, slow-moving features of the economies.

  Content Type(s): Staff research, Staff analytical notes Research Topic(s): Asset pricing, Econometric and statistical methods, Exchange rates, Interest rates, Monetary policy JEL Code(s): E, E4, E43, F, F3, F31, G, G1, G12

• CBDC in the Market for Payments at the Point of Sale: Equilibrium Impact and Incumbent Responses

  Staff Working Paper 2024-52 Walter Engert, Oleksandr Shcherbakov, André Stenzel

  We simulate introducing a central bank digital currency (CBDC) and consider consumer adoption, merchant acceptance and usage at the point of sale. Modest adoption frictions significantly inhibit CBDC market penetration along all three dimensions. Incumbent responses to restore pre-CBDC market shares are moderate to small and further reduce the impact of a CBDC.

  Content Type(s): Staff research, Staff working papers Research Topic(s): Bank notes, Digital currencies and fintech, Econometric and statistical methods, Financial services JEL Code(s): C, C5, C51, D, D1, D12, E, E4, E42, L, L1, L14, L5, L52

• The impact of a central bank digital currency on payments at the point of sale

  Staff Analytical Note 2024-27 Walter Engert, Oleksandr Shcherbakov, André Stenzel

  We simulate the impact of a central bank digital currency (CBDC) on consumer adoption, merchant acceptance and use of different payment methods. Modest frictions that deter consumer adoption of a CBDC inhibit its market penetration. Minor pricing responses by financial institutions and payment service providers further reduce the impact of a CBDC.

  Content Type(s): Staff research, Staff analytical notes Research Topic(s): Bank notes, Digital currencies and fintech, Econometric and statistical methods, Financial services JEL Code(s): C, C5, C51, D, D1, D12, E, E4, E42, L, L1, L14, L5, L52