Using Payments Data to Nowcast Macroeconomic Variables During the Onset of COVID-19 Staff Working Paper 2021-2 James Chapman, Ajit Desai We use retail payment data in conjunction with machine learning techniques to predict the effects of COVID-19 on the Canadian economy in near-real time. Our model yields a significant increase in macroeconomic prediction accuracy over a linear benchmark model. Content Type(s): Staff research, Staff working papers Research Topic(s): Econometric and statistical methods, Payment clearing and settlement systems JEL Code(s): C, C5, C53, C55, E, E3, E37, E4, E42, E5, E52
Self-Enforcing Labour Contracts and the Dynamics Puzzle Staff Working Paper 2005-1 Christian Calmès To properly account for the dynamics of key macroeconomic variables, researchers incorporate various internal-propagation mechanisms in their models. Content Type(s): Staff research, Staff working papers Research Topic(s): Business fluctuations and cycles, Economic models, Labour markets JEL Code(s): E, E1, E12, E4, E49, J, J3, J30, J31, J4, J41
Conditioning Information and Variance Bounds on Pricing Kernels with Higher-Order Moments: Theory and Evidence Staff Working Paper 2006-38 Fousseni Chabi-Yo The author develops a strategy for utilizing higher moments and conditioning information efficiently, and hence improves on the variance bounds computed by Hansen and Jagannathan (1991, the HJ bound) and Gallant, Hansen, and Tauchen (1990, the GHT bound). Content Type(s): Staff research, Staff working papers Research Topic(s): Financial markets, Market structure and pricing JEL Code(s): C, C6, C61, G, G1, G12, G13
The Bank of Canada's New Quarterly Projection Model, Part 3. The Dynamic Model: QPM Technical Report No. 75 Donald Coletti, Benjamin Hunt, David Rose, Robert Tetlow The Bank of Canada's new Quarterly Projection Model, QPM, combines the short-term dynamic properties necessary to support regular economic projections with the consistent behavioural structure necessary for policy analysis. Content Type(s): Staff research, Technical reports Research Topic(s): Economic models JEL Code(s): C, C5, C53, E, E1, E17
Sheep in Wolf’s Clothing: Using the Least Squares Criterion for Quantile Estimation Staff Working Paper 2014-24 Heng Chen Estimation of the quantile model, especially with a large data set, can be computationally burdensome. This paper proposes using the Gaussian approximation, also known as quantile coupling, to estimate a quantile model. Content Type(s): Staff research, Staff working papers Research Topic(s): Econometric and statistical methods JEL Code(s): C, C1, C13, C14, C2, C21
Measurement of the Output Gap: A Discussion of Recent Research at the Bank of Canada Technical Report No. 79 Pierre St-Amant, Simon van Norden In this paper, we discuss some methodologies for estimating potential output and the output gap that have recently been studied at the Bank of Canada. The assumptions and econometric techniques used by the different methodologies are discussed in turn, and applications to Canadian data are presented. Content Type(s): Staff research, Technical reports Research Topic(s): Potential output JEL Code(s): D, D2, D24
Modelling Payments Systems: A Review of the Literature Staff Working Paper 2007-28 Jonathan Chiu, Alexandra Lai Payments systems play a fundamental role in an economy by providing the mechanisms through which payments arising from transactions can be settled. The existing literature on the economics of payments systems is large but loosely organized, in that each model uses a distinct set-up and sometimes a distinct equilibrium concept. Content Type(s): Staff research, Staff working papers Research Topic(s): Payment clearing and settlement systems JEL Code(s): E, E4, E42, E5, E58, G, G2, G21
Market Valuation and Risk Assessment of Canadian Banks Staff Working Paper 2004-34 Ying Liu, Mingwei Yuan, Eli Papakirykos The authors apply the asset-valuation model developed by Rabinovitch (1989) to six publicly traded Canadian banks over the period 1982–2002. Content Type(s): Staff research, Staff working papers Research Topic(s): Financial institutions JEL Code(s): G, G1, G12, G2, G21
Adoption of a New Payment Method: Theory and Experimental Evidence Staff Working Paper 2017-28 Jasmina Arifovic, John Duffy, Janet Hua Jiang We model the introduction of a new payment method, e.g., e-money, that competes with an existing payment method, e.g., cash. The new payment method involves relatively lower per-transaction costs for both buyers and sellers, but sellers must pay a fixed fee to accept the new payment method. Content Type(s): Staff research, Staff working papers Research Topic(s): Central bank research, Digital currencies and fintech JEL Code(s): C, C3, C35, C8, C83, C9, C92, E, E4, E41
Consumer Credit with Over-optimistic Borrowers Staff Working Paper 2020-57 Florian Exler, Igor Livshits, James (Jim) C. MacGee, Michèle Tertilt When lenders cannot directly identify behavioural and rational borrowers, they use type scoring to track the likelihood of a borrower’s type. This leads to the partial pooling of borrowers, which results in rational borrowers subsidizing borrowing costs for behavioural borrowers. This, in turn, reduces the effectiveness of regulatory policies that target mistakes by behavioural borrowers. Content Type(s): Staff research, Staff working papers Research Topic(s): Credit and credit aggregates, Credit risk management, Financial system regulation and policies JEL Code(s): E, E2, E21, E4, E49, G, G1, G18, K, K3, K35