Pricing behaviour and inflation during the COVID-19 pandemic: Insights from consumer prices microdata Staff Analytical Note 2024-6 Olga Bilyk, Mikael Khan, Olena Kostyshyna Using the microdata underlying the Canadian consumer price index, we study how often and by how much firms changed their prices during the COVID-19 pandemic. We find that the surge in inflation was mainly associated with retailers raising prices much more often than before. We also find that more recently, corporate price-setting behaviour appears to be approaching pre-pandemic norms. Content Type(s): Staff research, Staff analytical notes Topic(s): Firm dynamics, Inflation and prices, Recent economic and financial developments JEL Code(s): D, D2, D22, E, E3, E31, L, L1, L11
COVID-19 Hasn’t Killed Merchant Acceptance of Cash: Results from the 2023 Merchant Acceptance Survey Staff Discussion Paper 2024-2 Angelika Welte, Katrina Talavera, Liang Wang, Joy Wu The Bank of Canada’s Merchant Acceptance Survey finds that 96% of small and medium-sized businesses in Canada accepted cash in 2023. Acceptance of debit and credit cards has increased to 89%, and acceptance of digital payments has also increased. However, Canada is far from being a cashless society. Content Type(s): Staff research, Staff discussion papers Topic(s): Bank notes, Digital currencies and fintech, Econometric and statistical methods JEL Code(s): C, C8, D, D2, D22, E, E4, L, L2
Regulation, Emissions and Productivity: Evidence from China’s Eleventh Five-Year Plan Staff Working Paper 2024-7 Brantly Callaway, Tong Li, Joel Rodrigue, Yuya Sasaki, Yong Tan We study the degree to which China’s 11th Five-Year Plan softens trade-offs between emissions and output. Our model suggests efficient regulation could have further increased aggregate productivity by 3.5% and output by 4.7% without any increase in aggregate emissions. Content Type(s): Staff research, Staff working papers Topic(s): Climate change, Productivity JEL Code(s): C, C2, C21, D, D2, D24, Q, Q5, Q53
Digitalization: Prices of Goods and Services Staff Discussion Paper 2023-27 Vivian Chu, Tatjana Dahlhaus, Christopher Hajzler This paper outlines and assesses the various channels through which digitalization can affect prices of goods and services. Content Type(s): Staff research, Staff discussion papers Topic(s): Digitalization, Inflation and prices, Market structure and pricing, Monetary policy JEL Code(s): D, D2, E, E3, E31, E5, E52, L, L1, L11
Predicting Changes in Canadian Housing Markets with Machine Learning Staff Discussion Paper 2023-21 Johan Brannlund, Helen Lao, Maureen MacIsaac, Jing Yang We apply two machine learning algorithms to forecast monthly growth of house prices and existing homes sales in Canada. Although the algorithms can sometimes outperform a linear model, the improvement in forecast accuracy is not always statistically significant. Content Type(s): Staff research, Staff discussion papers Topic(s): Econometric and statistical methods, Financial markets, Housing JEL Code(s): A, C, C4, C45, C5, C53, D, D2, R, R2, R3
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 Topic(s): Firm dynamics, Inflation and prices, Market structure and pricing JEL Code(s): D, D2, D22, D4, E, E3, E31, L, L1, L11
Markups and inflation during the COVID-19 pandemic Staff Analytical Note 2023-8 Olga Bilyk, Timothy Grieder, Mikael Khan We find that prices and costs for consumer-oriented firms moved roughly one-for-one during the COVID-19 pandemic. This means firms fully passed rising costs through to the prices they charged. However, our results are suggestive, given data limitations and the uncertainty associated with estimating markups. Content Type(s): Staff research, Staff analytical notes Topic(s): Firm dynamics, Inflation and prices JEL Code(s): D, D2, D4, E, E2, E3, L, L1
SME Failures Under Large Liquidity Shocks: An Application to the COVID-19 Crisis Staff Working Paper 2023-32 Pierre-Olivier Gourinchas, Şebnem Kalemli-Özcan, Veronika Penciakova, Nicholas Sander We study the effects of financial frictions on firm exit when firms face large liquidity shocks. We develop a simple model of firm cost-minimization that introduces a financial friction that limits firms’ borrowing capacity to smooth temporary shocks to liquidity. Content Type(s): Staff research, Staff working papers Topic(s): Coronavirus disease (COVID-19), Firm dynamics, International topics JEL Code(s): D, D2, D21, D22, E, E6, E65, H, H8, H81
Firms’ inflation expectations and price-setting behaviour in Canada: Evidence from a business survey Staff Analytical Note 2023-3 Ramisha Asghar, James Fudurich, Jane Voll Canadian firms’ expectations for high inflation may be influencing their price setting, supporting strong price growth and delays in the transmission of monetary policy. Using data from the Business Outlook Survey, we investigate the reasons behind widespread price growth seen in Canada in 2021 and early 2022. Content Type(s): Staff research, Staff analytical notes Topic(s): Firm dynamics, Inflation and prices, Monetary policy transmission, Recent economic and financial developments JEL Code(s): D, D2, D22, E, E3, E31
The 2021–22 Merchant Acceptance Survey Pilot Study Staff Discussion Paper 2023-1 Angelika Welte, Joy Wu The rise in digital payment innovations has spurred a discussion about the future of cash at the point of sale. The Bank conducted the 2021–22 Merchant Acceptance Survey Pilot Study to study trends in merchant cash acceptance and monitor conditions for the potential issuance of a central bank digital currency. Content Type(s): Staff research, Staff discussion papers Topic(s): Bank notes, Digital currencies and fintech, Econometric and statistical methods JEL Code(s): C, C8, D, D2, D22, E, E4, L, L2