L2 - Firm Objectives, Organization, and Behavior

• 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 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

• Digital Payments in Firm Networks: Theory of Adoption and Quantum Algorithm

  Staff Working Paper 2024-17 Sofia Priazhkina, Samuel Palmer, Pablo Martín-Ramiro, Román Orús, Samuel Mugel, Vladimir Skavysh

  We build a network formation game of firms with trade flows to study the adoption and usage of a new digital currency as an alternative to correspondent banking.

  Content Type(s): Staff research, Staff working papers Topic(s): Central bank research, Digital currencies and fintech, Digitalization, Economic models, Financial institutions, Payment clearing and settlement systems, Sectoral balance sheet JEL Code(s): C, C6, C7, C71, D, D4, D8, D85, G, L, L2, L22

• 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

• The Role of Long-Term Contracting in Business Lending

  Staff Working Paper 2024-2 Phoebe Tian

  This paper examines inefficiencies arising from a lack of long-term contracting in small business lending in China.

  Content Type(s): Staff research, Staff working papers Topic(s): Financial institutions JEL Code(s): D, D8, D83, D86, G, G2, G21, L, L1, L14, L2, L26

• Identifying Nascent High-Growth Firms Using Machine Learning

  Staff Working Paper 2023-53 Stephanie Houle, Ryan Macdonald

  Firms that grow rapidly have the potential to usher in new innovations, products or processes (Kogan et al. 2017), become superstar firms (Haltiwanger et al. 2013) and impact the aggregate labour share (Autor et al. 2020; De Loecker et al. 2020). We explore the use of supervised machine learning techniques to identify a population of nascent high-growth firms using Canadian administrative firm-level data.

  Content Type(s): Staff research, Staff working papers Topic(s): Econometric and statistical methods, Firm dynamics JEL Code(s): C, C5, C55, C8, C81, L, L2, L25

• The Role of Intermediaries in Selection Markets: Evidence from Mortgage Lending

  Staff Working Paper 2023-12 Jason Allen, Robert Clark, Jean-François Houde, Shaoteng Li, Anna Trubnikova

  This paper looks at the role mortgage brokers play in helping borrowers generate quotes and qualify for credit. We find that, on average, borrowers that engage with a mortgage broker pay lower interest rates. However, in about 15% of cases, borrowers are steered towards longer amortizing mortgages than they would have chosen absent a broker. Since mortgages with longer amortization have higher total interest costs over the entire life of the mortgage, this steering is expensive.

  Content Type(s): Staff research, Staff working papers Topic(s): Financial institutions, Financial services, Market structure and pricing JEL Code(s): D, D4, G, G2, G21, L, L2

• 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

• Dynamic Competition in Negotiated Price Markets

  Staff Working Paper 2020-22 Jason Allen, Shaoteng Li

  Repeated interactions between borrowers and lenders create the possibility of dynamic pricing: lenders compete aggressively with low prices to attract new borrowers and then raise their prices once borrowers have made a commitment. We find such pricing patterns in the Canadian mortgage market.

  Content Type(s): Staff research, Staff working papers Topic(s): Financial institutions, Financial services, Market structure and pricing JEL Code(s): D, D4, G, G2, G21, L, L2

• Technology Adoption in Input-Output Networks

  Staff Working Paper 2019-51 Xintong Han, Lei Xu

  We study how input-output networks affect the speed of technology adoption. In particular, we model the decision to adopt the programming language Python 3 by software packages. Python 3 provides advanced features but is not backward compatible with Python 2, which implies it comes with adoption costs.

  Content Type(s): Staff research, Staff working papers Topic(s): Economic models, Firm dynamics, Productivity JEL Code(s): C, C6, C61, L, L2, L23, L8, L86, O, O1, O14, O3, O33

• 2018 Merchant Acceptance Survey

  Staff Analytical Note 2019-31 Kim Huynh, Gradon Nicholls, Mitchell Nicholson

  In 2015, the Bank of Canada surveyed merchants and found that cash was nearly universally accepted (Fung, Huynh and Kosse 2017). Since 2015, retail payments in Canada have become increasingly digitalized, as many Canadians have adopted digital payment innovations like contactless cards and Interac e-Transfer.

  Content Type(s): Staff research, Staff analytical notes Topic(s): Bank notes, Digital currencies and fintech, Econometric and statistical methods JEL Code(s): C, C8, D, D2, D22, E, E4, L, L2