Econometric and statistical methods

• The Term Structures of Loss and Gain Uncertainty

  Staff Working Paper 2020-19 Bruno Feunou, Ricardo Lopez Aliouchkin, Roméo Tedongap, Lai Xu

  We investigate the uncertainty around stock returns at different investment horizons. Since a return is either a loss or a gain, we categorize return uncertainty into these two components. Loss uncertainty is the uncertainty surrounding negative returns, and gain uncertainty is the uncertainty surrounding any future gain. Investment opportunities can be evaluated by looking at these components.

  Content Type(s): Staff Research, Staff Working Papers Topic(s): Asset pricing, Econometric and statistical methods JEL Code(s): G, G1, G12

• Household indebtedness risks in the wake of COVID‑19

  Staff Analytical Note 2020-8 Olga Bilyk, Anson T. Y. Ho, Mikael Khan, Geneviève Vallée

  COVID-19 presents challenges for indebted households. We assess these by drawing parallels between pandemics and natural disasters. Taking into account the financial health of the household sector when the pandemic began, we run model simulations to illustrate how payment deferrals and the labour market recovery will affect mortgage defaults.

  Content Type(s): Staff Research, Staff Analytical Notes Topic(s): Climate change, Credit and credit aggregates, Econometric and statistical methods, Financial stability, Fiscal policy, Housing, Recent economic and financial developments, Sectoral balance sheet JEL Code(s): C, C2, C21, D, D1, D12, D14, E, E2, E24, E27, E6, E62, G, G2, G21, G28, R, R2

• Endogenous Time Variation in Vector Autoregressions

  Staff Working Paper 2020-16 Danilo Leiva-Leon, Luis Uzeda

  We introduce a new class of time-varying parameter vector autoregressions (TVP-VARs) where the identified structural innovations are allowed to influence — contemporaneously and with a lag — the dynamics of the intercept and autoregressive coefficients in these models.

  Content Type(s): Staff Research, Staff Working Papers Topic(s): Econometric and statistical methods, Inflation and prices, Transmission of monetary policy JEL Code(s): C, C1, C11, C3, C32, E, E3, E31, E5, E52

• Welfare Analysis of Equilibria With and Without Early Termination Fees in the US Wireless Industry

  Staff Working Paper 2020-9 Joseph Cullen, Nicolas Schutz, Oleksandr Shcherbakov

  The elimination of long-term contracts and early termination fees (ETFs) in the US wireless industry at the end of 2015 increased monthly service fees by 2 to 5 percent. Nevertheless, consumers are clearly better off without ETFs. While firms’ revenues from ETFs vanish, their profits from monthly fees increase. As a result, the overall effect on producer profits is less clear.

  Content Type(s): Staff Research, Staff Working Papers Topic(s): Econometric and statistical methods, Firm dynamics, Market structure and pricing JEL Code(s): D, D2, D22, L, L1, L15, L9, L96

• IMPACT: The Bank of Canada’s International Model for Projecting Activity

  Technical Report No. 116 Patrick Blagrave, Claudia Godbout, Justin-Damien Guénette, René Lalonde, Nikita Perevalov

  We present the structure and features of the International Model for Projecting Activity (IMPACT), a global semi-structural model used to conduct projections and policy analysis at the Bank of Canada. Major blocks of the model are developed based on the rational error correction framework of Kozicki and Tinsley (1999), which allows the model to strike a balance between theoretical structure and empirical performance.

  Content Type(s): Staff Research, Technical Reports Topic(s): Business fluctuations and cycles, Econometric and statistical methods, Economic models, International topics JEL Code(s): C, C6, C68, E, E2, E27, E3, E37, F, F0, F01, F3, F32, F4, F47

• Identifying Consumer-Welfare Changes when Online Search Platforms Change Their List of Search Results

  Staff Working Paper 2020-5 Ryan Martin

  Online shopping is often guided by search platforms. Consumers type keywords into query boxes, and search platforms deliver a list of products. Consumers' attention is limited, and exhaustive searches are often impractical.

  Content Type(s): Staff Research, Staff Working Papers Topic(s): Econometric and statistical methods, Market structure and pricing JEL Code(s): C, C1, C14, D, D1, D11, D12, D6, D8, D83, L, L4, L40

• Monetary Payoff and Utility Function in Adaptive Learning Models

  Staff Working Paper 2019-50 Erhao Xie

  When players repeatedly face an identical or similar game (e.g., coordination game, technology adoption game, or product choice game), they may learn through experience to perform better in the future. This learning behaviour has important economic implications.

  Content Type(s): Staff Research, Staff Working Papers Topic(s): Econometric and statistical methods, Economic models JEL Code(s): C, C5, C57, C7, C72, C9, C92

• On the Evolution of Multiple Jobholding in Canada

  Staff Working Paper 2019-49 Olena Kostyshyna, Etienne Lalé

  The number of workers who hold more than one job (a.k.a. multiple jobholders) has increased recently in Canada. While this seems to echo the view that non-standard work arrangements are becoming pervasive, the increase has in fact been trivial compared with the long-run rise of multiple jobholding that has occurred since the mid-1970s.

  Content Type(s): Staff Research, Staff Working Papers Topic(s): Econometric and statistical methods, Labour markets JEL Code(s): E, E2, E24, J, J2, J21, J22, J6, J60

• 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

• Extreme Downside Risk in Asset Returns

  Staff Working Paper 2019-46 Lerby Ergun

  Financial markets can experience sudden and extreme downward movements. Investors are highly concerned about the performance of their assets in such scenarios. Some assets perform badly in a downturn in the market; others have milder reactions.

  Content Type(s): Staff Research, Staff Working Papers Topic(s): Asset pricing, Econometric and statistical methods JEL Code(s): C, C1, C14, G, G1, G11, G12