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
Intermediary Market Power and Capital Constraints Staff Working Paper 2023-51 Jason Allen, Milena Wittwer We examine how intermediary capitalization affects asset prices in a framework that allows for intermediary market power. We introduce a model in which capital-constrained intermediaries buy or trade an asset in an imperfectly competitive market, and we show that weaker capital constraints lead to both higher prices and intermediary markups. Content Type(s): Staff research, Staff working papers Topic(s): Financial institutions, Market structure and pricing JEL Code(s): D, D4, D40, D44, G, G1, G12, G18, G2, G20, L, L1, L10
Competition for Exclusivity and Customer Lock-in: Evidence from Copyright Enforcement in China Staff Working Paper 2023-43 Youming Liu This paper studies the music streaming industry and argues that having exclusive rights granted by copyright law drives firms to offer exclusive content to lock in customers. I employ theoretical and descriptive empirical analysis, along with a dynamic structural model, to support the argument and explore policies for improving competition. Content Type(s): Staff research, Staff working papers Topic(s): Econometric and statistical methods, Firm dynamics, Market structure and pricing JEL Code(s): L, L1, L13, L4, L42, L5, L51
Digitalization: Productivity Staff Discussion Paper 2023-17 Jeffrey Mollins, Temel Taskin We examine the relationship between digitalization and productivity, the factors that influence this relationship, and how digitalization’s effect on productivity could change firm behaviour. Content Type(s): Staff research, Staff discussion papers Topic(s): Digitalization, Productivity JEL Code(s): E, E2, L, L1, L11, O, O4, O47, O5, O51
Flagship Entry in Online Marketplaces Staff Working Paper 2023-41 Ginger Zhe Jin, Zhentong Lu, Xiaolu Zhou, Lu Fang In this paper, we empirically study how flagship entry in an online marketplace affects consumers, the platform, and various sellers on the platform. We find flagship entry may benefit consumers by expanding the choice set, by intensifying price competition within the entry brand, and by improving consumer perception for parts of the platform. Content Type(s): Staff research, Staff working papers Topic(s): Economic models, Market structure and pricing JEL Code(s): D, D4, L, L1, L8
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
Cost Pass-Through with Capacity Constraints and International Linkages Staff Working Paper 2023-16 Reinhard Ellwanger, Hinnerk Gnutzmann, Piotr Śpiewanowski How are regional cost shocks passed through into global prices? We investigate the role of short-run capacity constraints and show that they can induce stark non-linearities in the pass-through. We highlight this effect for the market for ammonia, a commodity produced largely from natural gas. Content Type(s): Staff research, Staff working papers Topic(s): Climate change, Econometric and statistical methods, Inflation and prices, International topics JEL Code(s): L, L1, L13, L6, L65, Q, Q4, Q40, Q5, Q54
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
Central Bank Digital Currencies and Banking: Literature Review and New Questions Staff Discussion Paper 2023-4 James Chapman, Jonathan Chiu, Mohammad Davoodalhosseini, Janet Hua Jiang, Francisco Rivadeneyra, Yu Zhu We review the nascent but fast-growing literature on central bank digital currencies (CBDCs), focusing on their potential impacts on private banks. We evaluate these impacts in three areas of traditional banking: payments, lending and liquidity and maturity transformation. We also take a broader look at CBDCs and highlight two promising directions for future research. Content Type(s): Staff research, Staff discussion papers Topic(s): Central bank research, Digital currencies and fintech, Financial institutions, Financial stability JEL Code(s): E, E5, E50, E58, G, G0, G00, L, L0, L00