Econometric and statistical methods

• Bitcoin Awareness, Ownership and Use: 2016–20

  Staff Discussion Paper 2022-10 Daniela Balutel, Marie-Hélène Felt, Gradon Nicholls, Marcel Voia

  In this paper, we examine trends in Canadian ownership of Bitcoin and other cryptocurrencies from 2016 to 2020 using data from surveys conducted by the Bank of Canada.

  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, C1, C12, E, E4, O, O5, O51

• Cash and COVID-19: What happened in 2021

  Staff Discussion Paper 2022-8 Heng Chen, Walter Engert, Kim Huynh, Daneal O’Habib, Joy Wu, Julia Zhu

  Using data from the Bank Note Distribution System and consumer surveys, we find that bank notes in circulation remained high through 2021. Canadians continued to rely on electronic methods of payment, but a significant share also continued using cash for payments.

  Content Type(s): Staff research, Staff discussion papers Research Topic(s): Bank notes, Central bank research, Coronavirus disease (COVID-19), Digital currencies and fintech, Econometric and statistical methods JEL Code(s): C, C1, C12, C9, E, E4, O, O5, O54

• 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 Research 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

• What COVID-19 May Leave Behind: Technology-Related Job Postings in Canada

  Staff Working Paper 2022-17 Alejandra Bellatin, Gabriela Galassi

  COVID-19 affects technology adoption: online job postings for technology-related occupations fall less during pandemic lockdowns and pick up faster during reopenings than postings for more traditional occupations.

  Content Type(s): Staff research, Staff working papers Research Topic(s): Coronavirus disease (COVID-19), Econometric and statistical methods, Labour markets JEL Code(s): J, J2, J23, J24, O, O1, O14

• Contribution of Human Capital Accumulation to Canadian Economic Growth

  Staff Discussion Paper 2022-7 Audra Bowlus, Youngmin Park, Chris Robinson

  This paper quantifies the contribution of human capital accumulation to the growth of real gross domestic product (GDP) in Canada.

  Content Type(s): Staff research, Staff discussion papers Research Topic(s): Econometric and statistical methods, Labour markets, Potential output, Productivity JEL Code(s): D, D2, D24, E, E2, E24, J, J2, J24, J3, J31, O, O4, O47

• Equilibrium in Two-Sided Markets for Payments: Consumer Awareness and the Welfare Cost of the Interchange Fee

  Staff Working Paper 2022-15 Kim Huynh, Gradon Nicholls, Oleksandr Shcherbakov

  We construct and estimate a structural two-stage model of equilibrium in a market for payments in order to quantify the network externalities and identify the main determinants of consumer and merchant decisions.

  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

• 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 Research 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

• Assessing Climate-Related Financial Risk: Guide to Implementation of Methods

  Technical Report No. 120 Hossein Hosseini Jebeli, Craig Johnston, Craig Logan, Miguel Molico, Xiangjin Shen, Marie-Christine Tremblay

  A pilot project on climate transition scenarios by the Bank of Canada and the Office of the Superintendent of Financial Institutions assessed climate-related credit and market risks. This report describes the project’s methodologies and provides guidance on implementing them.

  Content Type(s): Staff research, Technical reports Research Topic(s): Climate change, Credit and credit aggregates, Econometric and statistical methods, Financial stability JEL Code(s): C, C5, C53, C8, C83, G, G1, G3, G32

• Bitcoin Adoption and Beliefs in Canada

  Staff Working Paper 2021-60 Daniela Balutel, Christopher Henry, Jorge Vásquez, Marcel Voia

  Using an economic model as well as survey data from the Bank of Canada, we study what factors influence the adoption of Bitcoin in Canada.

  Content Type(s): Staff research, Staff working papers Research Topic(s): Digital currencies and fintech, Econometric and statistical methods, Economic models JEL Code(s): D, D8, D83, O, O3, O33

• 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 Research Topic(s): Business fluctuations and cycles, Central bank research, Econometric and statistical methods, Interest rates JEL Code(s): E, E5, G, G0