D22 - Firm Behavior: Empirical Analysis

• Examining the Links Between Firm Performance and Insolvency

  Staff Discussion Paper 2025-10 Dylan Hogg, Hossein Hosseini Jebeli

  Assessing insolvency dynamics is essential for evaluating the financial health of non-financial corporations and mitigating macroeconomic and financial stability risks. This study leverages a newly created Statistics Canada dataset linking insolvency records with firm-level financial data to develop a robust framework for monitoring insolvency risk

  Content Type(s): Staff research, Staff discussion papers Research Topic(s): Credit and credit aggregates, Econometric and statistical methods, Financial stability, Firm dynamics JEL Code(s): D, D2, D22, G, G3, G33, L, L2, L20

• Bouncing Back: How Mothballing Curbs Prices

  Staff Working Paper 2024-51 Thibaut Duprey, Artur Kotlicki, Daniel E. Rigobon, Philip Schnattinger

  We investigate the macroeconomic impacts of mothballed businesses—those that closed temporarily—on sectoral equilibrium prices after a negative demand shock. Our results suggest that pandemic fiscal support for temporary closures may have eased inflationary pressures.

  Content Type(s): Staff research, Staff working papers Research Topic(s): Central bank research, Firm dynamics, Fiscal policy, Inflation and prices JEL Code(s): C, C5, C55, C8, C81, D, D2, D22, E, E3, E32

• The (Mis)Allocation of Corporate News

  Staff Working Paper 2024-47 Xing Guo, Alistair Macaulay, Wenting Song

  We study how the distribution of information supply by the news media affects the macroeconomy. We find that media coverage focuses particularly on the largest firms, and that firms’ equity financing and investment increase after media coverage. But these equity and investment responses are largest among small, rarely covered firms. Our quantitative studies highlight that the aggregate effects of media coverage depend crucially on how that coverage is allocated.

  Content Type(s): Staff research, Staff working papers Research Topic(s): Financial markets, Firm dynamics JEL Code(s): D, D2, D22, D6, D61, L, L1, L11, L2, L20

• An Anatomy of Firms’ Political Speech

  Staff Working Paper 2024-37 Pablo Ottonello, Wenting Song, Sebastian Sotelo

  We study the distribution of political speech across U.S. firms. We develop a measure of political engagement based on firms’ communications (earning calls, regulatory filings, and social media) by training a large language model to identify statements that contain political opinions. Using these data, we document five facts about firms’ political engagement.

  Content Type(s): Staff research, Staff working papers Research Topic(s): Firm dynamics, Market structure and pricing, Recent economic and financial developments JEL Code(s): D, D2, D22, D6, D63, G, G4, G41, L, L1, L11, L2, L20

• 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 Research 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 Research Topic(s): Bank notes, Digital currencies and fintech, Econometric and statistical methods JEL Code(s): C, C8, D, D2, D22, E, E4, L, L2

• 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 Research Topic(s): Firm dynamics, Inflation and prices, Market structure and pricing JEL Code(s): D, D2, D22, D4, E, E3, E31, L, L1, L11

• 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 Research 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 Research 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 Research Topic(s): Bank notes, Digital currencies and fintech, Econometric and statistical methods JEL Code(s): C, C8, D, D2, D22, E, E4, L, L2