Kim Huynh
Senior Research Advisor
- Ph.D., Queen's University (2004)
- M.A., University of British Columbia (1999)
- HBA COOP, University of Calgary (1998)
Bio
Kim is a Senior Research Advisor. His research interests include industrial economics and applied econometrics.
Staff analytical notes
2018 Merchant Acceptance Survey
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.Bitcoin Awareness and Usage in Canada: An Update
The results of our 2017 Bitcoin Omnibus Survey (December 12 to 15, 2017) when compared with those from 2016 show that Bitcoin “awareness” increased from 64 to 85 per cent, while ownership increased from 2.9 to 5.0 per cent. Most Bitcoin purchasers are using the cryptocurrency as an investment and not as a means of payment for goods or services.Merchant Acceptance of Cash and Credit Cards at the Point of Sale
Recent data show that the use of credit cards in Canada has been increasing, while the use of cash has been declining. At the same time, only two-thirds of small or medium-sized businesses accept credit cards.Staff discussion papers
Unmet Payment Needs and a Central Bank Digital Currency
We discuss the payment habits of Canadians both in the current payment environment and in a hypothetical cashless environment.Cash, COVID-19 and the Prospects for a Canadian Digital Dollar
We provide an analysis of cash trends in Canada before and during the COVID-19 pandemic. We also consider the potential two scenarios for issuance of a central bank digital currency in Canada: the emergence of a cashless society or the widespread use of an alternative digital currency in Canada. Finally, we discuss the Canadian experience in maintaining cash as an efficient and accessible method of payment and store of value.Identifying Financially Remote First Nations Reserves
Chen et al. (2021) show that almost one-third of First Nations band offices in Canada are within 1 kilometre (km) of an automated banking machine (ABM) or financial institution (FI) branch and more than half are within 5 km.Cash and COVID-19: What happened in 2021
Using data from the Bank Note Distribution System and consumer surveys, we find that bank notes in circulation remained high through 2021. Canadians continued to rely on electronic methods of payment, but a significant share also continued using cash for payments.Cash and COVID-19: The impact of the second wave in Canada
The COVID-19 pandemic significantly increased the demand for cash. Cash in circulation increased sharply from March through December 2020, particularly in the early months of this period. Although use of electronic methods of payment also increased significantly, cash use for payments remains high for low-value transactions and among certain demographic groups.An Exploration of First Nations Reserves and Access to Cash
Adequate cash distribution is one the Bank of Canada’s core interests. Canadians’ ability to access cash influences the Bank’s thinking on issuing a central bank digital currency. We provide a perspective on these issues by exploring access of First Nations reserves to cash.Cash and COVID-19: The Effects of Lifting Containment Measures on Cash Demand and Use
Using Bank Note Distribution System data on the demand for cash up to September 2020, we find that demand was strong. This is true even though cash use for payments declined early in the pandemic. When mobility restrictions and lockdown measures were eased, cash use for payments increased sharply but remained less popular than electronic methods of payment.2019 Cash Alternative Survey Results
The role of cash in Canadians’ lives has been evolving, as innovations in digital payments have become more widely adopted over the past decade. We contribute to the Bank of Canada’s research on central bank digital currency by monitoring Canadians’ use of cash and their adoption of digital payment methods.Cash and COVID-19: The impact of the pandemic on demand for and use of cash
Consumer spending declined significantly during the recent COVID-19 pandemic. This negative shock likely reduced spending across all methods of payment (cash, debit, credit, etc.). The mix of payment methods consumers use could also be affected. We study how the pandemic has influenced the demand for and use of cash. We also offer insights into the use of other payment methods, such as debit and credit cards.2018 Bitcoin Omnibus Survey: Awareness and Usage
The Bank of Canada continues to use the Bitcoin Omnibus Survey (BTCOS) to monitor trends in Canadians’ awareness, ownership and use of Bitcoin. The most recent iteration was conducted in late 2018, following an 85 percent decline in the price of Bitcoin throughout the year.Staff working papers
We Didn’t Start the Fire: Effects of a Natural Disaster on Consumers’ Financial Distress
We use detailed consumer credit data to investigate the impact of the 2016 Fort McMurray wildfire, the costliest wildfire disaster in Canadian history, on consumers’ financial stress. We focus on the arrears of insured mortgages because of their important implications for financial institutions and insurers’ business risk and relevant management practices.Exporting and Investment Under Credit Constraints
We examine the relationship between firms’ performance and credit constraints affecting export market entry. Using administrative Canadian firm-level data, our findings show that new exporters (a) increase their productivity, (b) raise their leverage ratio and (c) increase investment. We estimate that 48 percent of Canadian manufacturers face binding credit constraints when deciding whether to enter export markets.Private Digital Cryptoassets as Investment? Bitcoin Ownership and Use in Canada, 2016-2021
We report on the dynamics of Bitcoin awareness and ownership from 2016 to 2021, using the Bank of Canada's Bitcoin Omnibus Surveys (BTCOS). Our analysis also helps understand Bitcoin owners who adopted during the COVID-19 and how they differ from long-term owners.Cash in the Pocket, Cash in the Cloud: Cash Holdings of Bitcoin Owners
We estimate the effect that owning Bitcoin has on the amount of cash held by Canadian consumers. Our results question the view that adopting certain new technologies, such as Bitcoin, leads to a decline in cash holdings.Equilibrium in Two-Sided Markets for Payments: Consumer Awareness and the Welfare Cost of the Interchange Fee
We construct and estimate a structural two-stage model of equilibrium in a market for payments in order to quantify the network externalities and identify the main determinants of consumer and merchant decisions.Survival Analysis of Bank Note Circulation: Fitness, Network Structure and Machine Learning
Using the Bank of Canada's Currency Information Management Strategy, we analyze the network structure traced by a bank note’s travel in circulation and find that the denomination of the bank note is important in our potential understanding of the demand and use of cash.Demand for Payment Services and Consumer Welfare: The Introduction of a Central Bank Digital Currency
Using a two-stage model, we study the determinants of Canadian consumers’ choices of payment method at the point of sale. We estimate consumer preferences and adoption costs for various combinations of payment methods. We analyze how introducing a central bank digital currency would affect the market equilibrium.Explaining the Interplay Between Merchant Acceptance and Consumer Adoption in Two-Sided Markets for Payment Methods
Recent consumer and merchant surveys show a decrease in the use of cash at the point of sale. Increasingly, consumers and merchants have access to a growing array of payment innovations as substitutes for cash.On the Evolution of the United Kingdom Price Distributions
We propose a functional principal components method that accounts for stratified random sample weighting and time dependence in the observations to understand the evolution of distributions of monthly micro-level consumer prices for the United Kingdom (UK).Bitcoin Awareness and Usage in Canada
There has been tremendous discussion of Bitcoin, digital currencies and FinTech. However, there is limited empirical evidence of Bitcoin’s adoption and usage. We propose a methodology to collect a nationally representative sample using the Bitcoin Omnibus Survey (BTCOS) to track the ubiquity and usage of Bitcoin in Canada.Bank publications
Bank of Canada Review articles
Acceptance and Use of Payments at the Point of Sale in Canada
Merchants universally accept cash. Consumers widely hold cash but also carry debit and credit cards. The cost of using a method of payment has only a small influence on which method consumers use. Large merchants accept all payments, while only two-thirds of small and medium-sized businesses accept credit cards. Merchants report that credit cards are the costliest payment method compared with cash and debit cards. However, costs are not the only consideration. Merchant acceptance of credit accounts for the many con-sumers that want to use credit cards. This interaction between consumers and merchants is known as network externalities.The Use of Cash in Canada
The Bank of Canada’s 2013 Methods-of-Payment Survey indicates that the share of cash in the overall number of retail transactions has continued to decrease, mainly because of increased use of contactless credit cards. The share of cash in the total value of retail transactions was virtually unchanged from 2009 to 2013. In particular, the value share of cash transactions above $50 increased. Automated banking machines (ABMs), still the major source of cash for Canadians, were used less often in 2013 than in 2009. Cash use in Canada is broadly similar to that in Australia and the United States.The Changing Landscape for Retail Payments in Canada and the Implications for the Demand for Cash
Over the past 20 years, there has been a major shift away from the use of paper-based retail payment instruments, such as cash and cheques, toward electronic means of payment, such as debit cards and credit cards. Recent Bank of Canada research on consumers’ choice of payment instruments indicates that cash is frequently used for transactions with low values because of its speed, ease of use and wide acceptance, while debit and credit cards are more commonly used for transactions with higher values because of perceived attributes such as safety and record keeping. While innovations in retail payments currently being introduced into the Canadian marketplace could lead to a further reduction in the use of cash over the longer term, the implications for the use of cash of some of the structural and regulatory developments under way are less clear.
The Economy, Plain and Simple
Financial System Hub articles
Five things we learned about Canadian Bitcoin owners in 2021
We present key findings from the 2021 Bitcoin Omnibus Survey on Canadians’ awareness and ownership of Bitcoin. Most Canadians have heard of Bitcoin, which remains primarily used as an investment. Ownership jumped in 2021, reflecting increased savings during the pandemic and greater availability of user-friendly platforms to buy Bitcoin.Journal publications
Journal articles
- “On the Evolution of UK Price Distributions”
(with Ba M. Chu, David T. Jacho-Chavez, and Oleksiy Kryvtsov), Annals of Applied Statistics, forthcoming. - “Flexible Estimation of Demand Systems: A Copula Approach”
(with Gustavo Canavire-Bacarreza, David Jacho-Chavez, and Mateo Velasquez-Giraldo), Journal of Applied Econometrics, forthcoming. - “Using Nonparametric Copulas to Measure Crude Oil Price Co-movements”
(with Anson Ho and David Jacho-Chavez), Energy Economics, forthcoming. - “Debt Financing in Private and Public Firms”
(with Teodora Paligorova and Robert Petrunia), Annals of Finance, forthcoming. - “Merchant Acceptance of Cash and Credit Cards at the Point of Sale”
(with Ben Fung, Kerry Nield, and Angelika Welte), Journal of Payment Systems and Strategy, vol. 12(2), pages 150-165. - “Bitcoin Awareness and Usage in Canada”
(with Christopher S. Henry and Gradon Nicholls), Journal of Digital Banking, vol. 2(4), Spring 2018, pages 311-337. - “Industry Shutdown Rates and Permanent Layoffs: Evidence from Firm-Worker Matched Data”
(with Yuri Ostrovsky, Robert Petrunia and Marcel Voia), IZA Journal of Labour Economics, vol. 6(1), Pages 1--31, December 2017. - “Income and Democracy: A Smooth Varying Coefficient Redux“,
(with Alex Lundberg and David Jacho-Chavez), Journal of Applied Econometrics, vol. 32(3), Pages 719--724, April/May 2017. - "Mixed Proportional Hazard Models with Continuous Finite Mixture Unobserved Heterogeneity",
(with Marcel Voia), Applied Stochastic Models in Business and Industry, Volume 33(1), Pages 81--94, January/February 2017. - "Retail Payment Innovations and Cash Usage: Accounting for Attrition Using Refreshment Samples",
(with Heng Chen and Marie-Helene Felt) Journal of Royal Statistical Society Series A, vol. 180(2), Pages 503-530, February. - "Consumer Cash Usage: A Cross-Country Comparison with Payment Diary Survey Data,"
(with John Bagnall, David Bounie, Anneke Kosse, Tobias Schmidt, Scott Schuh and Helmut Stix). International Journal of Central Banking, vol. 12(4), pages 1-61, December 2016. - "Measuring Consumer Cash Holdings: Lessons from the 2013 Bank of Canada Methods-of-Payment Survey,"
(with Heng Chen, Christopher S. Henry, Rallye Shen and Kyle Vincent), Survey Practice, Volume 9 (3), 2016. - "Flexible Estimation of Copulas: An Application to the US Housing Crisis,"
(with Anson Ho and David Jacho-Chavez), Journal of Applied Econometrics, Volume 31(1), April/May 2016, pages 603-610. - "The Evolution of Firm-Level Distributions for Ukrainian Manufacturing Firms,"
(with David Jacho-Chavez, Oleksiy Kryvtsov, Oleksandr Shepotylo, and Volodymyr Vakhitov), Journal of Comparative Economics, Volume 44(1), pages 148-162, 2016. - "Post-Entry Struggle for Life and Pre-Exit Shadow of Death from a Financial Perspective,"
(with Robert Petrunia), International Journal of the Economics of Business, Volume 23(1), February 2016, pages 1-18. - "The Distributional Efficacy of Collaborative Learning on Student Outcomes,"
(with David Jacho-Chavez and James K. Self), The American Economist, Volume 60(2), September 2016, pages 98-119. - "Subjective Health Expectations,"
(with Juergun Jung), Journal of Policy Modeling, Volume 37, Issue 4, July–August 2015, Pages 693-–711. - "Consumer Payment Choice: Merchant Card Acceptance versus Pricing Incentives,"
(with Carlos Arango and Leonard Sabetti), Journal of Banking and Finance, Volume 55, June 2015, Pages 130-141. - "A Nonparametric Analysis of Firm Size, Leverage and Labour Productivity Distribution Dynamics,"
(with David Jacho-Chavez, Robert Petrunia and Marcel Voia), Empirical Economics, Volume 48, Issue 1, pages 337-360. February 2015. - "Retail Payments Innovation and the Demand for Cash in Canada,"
(with Ben S.C. Fung and Leonard Sabetti), Journal of Financial Market Infrastructures, Volume 3, Issue 1, pages 1-29, September 2014. - "crs: A Package For Nonparametric Spline Estimation in R,"
(with Anson T.Y. Ho and David T. Jacho-Chavez) Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 29(2), pages 348-352, 2014. - "Adaptive permutation tests for serial independence,"
(with Ba Chu, Chunfeng Huang, and Lanh Tran), Statistica Neerlandica, Vol. 68(3), pages 183-208, 08, 2014. - “Fitness versus Fatness: Productivity, Financial Conditions, and the Survival of New Canadian Manufacturing Firms,”
(with Robert Petrunia and Marcel Voia). Structural Change and Economic Dynamics, 2012 vol. 23(4), pages 354-362. - “Initial Financial Conditions, Unobserved Heterogeneity, and the Duration of New Firms,”
(with Robert Petrunia and Marcel Voia), Managerial Decision Economics, Volume 33 (2), pages 109–25, March 2012. - “Functional Principal Component Analysis of Density Families with Categorical and Continuous Data on Canadian Entrant Manufacturing Firms,”
(with David T. Jacho-Chavez, Robert Petrunia and Marcel Voia) in Journal of the American Statistical Association, Volume 106 (495), pages 858–878, September 2011. - “npRmpi: A package for Parallel Distributed Kernel Estimation in R,”
(with Ho, Anson and David T. Jacho-Chavez) in Journal of Applied Econometrics, Volume 26 (2), pages 344-349, March 2011. - “Firm Size Distributions Through the Lens of Functional Principal Components Analysis,”
(with David T. Jacho-Chavez) in Journal of Applied Econometrics, Volume 25 (7), pages 1211-1214, November/December 2010. - “The Impact of Initial Financial State on Firm Duration Across Entry Cohorts,”
(with Robert Petrunia and Marcel Voia) in Journal of Industrial Economics, Volume 58 (3), pages 661-689, September 2010. - “The Efficacy of Collaborative Learning Recitation Sessions on Student Outcomes,”
(with David T. Jacho-Chavez and James K. Self) in American Economic Review Papers & Proceedings, vol. 100(2), pages 287-291, May 2010. - “Age Effects, Financial Frictions and Firm Growth,”
(with Robert Petrunia) in Journal of Economic Dynamics and Control, Vol. 34 (5) pp. 1003-1013. May 2010. - “Internally-Corrected Conditional Density Estimation: With An Application to Implied-Volatility,”
(with David T. Jacho–Chavez) in Journal of Quantitative Economics, Vol. 7, no. 2, pp. 20-40. 2009. - “Growth and Governance: A Nonparametric Approach,”
(with David T. Jacho–Chavez) in Journal of Comparative Economics, Vol. 37 (1), p. 121–143, March 2009. - “Entry penetration in Canadian Manufacturing,”
(with Robert Petrunia) in Economics Letters, Vol. 100 (1), Pages 87-90, July 2008. - “Conditional density estimation: an application to the Ecuadorian manufacturing sector,”
(with David T. Jacho–Chavez) in Economics Bulletin Vol. 3 (62), pp. 1-6, 2007.
Other
Chapters in books
- “Average derivative estimation with missing responses,”
(with Bravo, Francesco and David T. Jacho- Chavez) in Chapter 5, p. 131–156 of Advances in Econometrics: Missing Data, Volume 27A, 2011, edited by David Drukker. Emerald Group Publishing. - “Nonlinear Difference-in-Difference Treatment Effect Estimation: A Distributional Analysis,”
(with David T. Jacho- Chavez and Marcel Voia) in Chapter 9, p. 251–272 of Advances in Econometrics: Missing Data Volume 27A, 2011, edited by David Drukker. Emerald Group Publishing. - “A Nonparametric Quantile Analysis of Growth and Governance,”
(David T. Jacho- Chavez) in Chapter 6, p. 193–221 of Advances in Econometrics: Nonparametric Econometric Methods, Volume 25, 2009, edited by Jeffrey S. Racine and Qi Li. Emerald Group Publishing. - "Estimating State-Price Densities with Nonparametric Regression"
(with Pierre Kervella and Jun Zheng) in Chapter 8, pages of Applied Quantitative Finance, 2002, edited by Wolfgang Haerdle, Torsten Kleinow, and Gerhard Stahl, Springer-Verlag.