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444
result(s)
Predicting Changes in Canadian Housing Markets with Machine Learning
Staff Discussion Paper 2023-21
Johan Brannlund,
Helen Lao,
Maureen MacIsaac,
Jing Yang
We apply two machine learning algorithms to forecast monthly growth of house prices and existing homes sales in Canada. Although the algorithms can sometimes outperform a linear model, the improvement in forecast accuracy is not always statistically significant.
Content Type(s):
Staff research,
Staff discussion papers
Topic(s):
Econometric and statistical methods,
Financial markets,
Housing
JEL Code(s):
A,
C,
C4,
C45,
C5,
C53,
D,
D2,
R,
R2,
R3
Tattle-tails: Gauging downside risks using option prices
Staff Analytical Note 2023-13
Greg Adams,
Maksym Tupis
Options markets offer unique insights into the changing risks different assets face, which helps us better understand the broader risks to the Canadian economy. We show how option prices help reveal that investors did not anticipate large downside risks to either major Canadian banks or economic growth during the March 2023 financial sector system stress, a period when policy-makers and investors were unsure of what the future held for Canada’s economy.
Content Type(s):
Staff research,
Staff analytical notes
Topic(s):
Financial markets,
Monetary policy and uncertainty,
Recent economic and financial developments
JEL Code(s):
E,
E4,
E44,
E5,
E52
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: Implications for Monetary Policy
Staff Discussion Paper 2023-18
Vivian Chu,
Tatjana Dahlhaus,
Christopher Hajzler,
Pierre-Yves Yanni
We explore the implications of digitalization for monetary policy, both in terms of how monetary policy affects the economy and in terms of data analysis and communication with the public.
Content Type(s):
Staff research,
Staff discussion papers
Topic(s):
Digitalization,
Inflation and prices,
Market structure and pricing,
Monetary policy,
Monetary policy communications,
Monetary policy transmission
JEL Code(s):
C,
C4,
C8,
E,
E3,
E31,
E32,
E5,
E52
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
Do hedge funds support liquidity in the Government of Canada bond market?
Staff Analytical Note 2023-11
Jabir Sandhu,
Rishi Vala
While Government of Canada bond transactions of hedge funds are typically in the opposite direction to those of other market participants, during the peak period of market turmoil in March 2020, hedge funds sold these bonds, just as other market participants did. This shows that hedge funds can at times contribute to one-sided markets and amplify declines in market liquidity.
Content Type(s):
Staff research,
Staff analytical notes
Topic(s):
Coronavirus disease (COVID-19),
Financial markets,
Financial stability,
Market structure and pricing
JEL Code(s):
D,
D4,
D47,
D5,
D53,
G,
G1,
G12,
G14,
G2,
G23
It takes a panel to predict the future: What the stock market says about future economic growth in Canada
Staff Analytical Note 2023-9
Greg Adams,
Jean-Sébastien Fontaine
Valuation ratios in the Canadian stock market can help reveal investors’ expectations about future economic growth because the impact of economic growth on valuation ratios can vary across industries. We find that this variation helps produce accurate forecasts of future growth of real gross domestic product in Canada. The forecasts from our model declined by just over 3 percentage points between January 2022 and February 2023—a period when the Bank of Canada rapidly increased the overnight rate. As well, we find that interest-rate-sensitive industries had an outsized contribution to this expected slowdown in growth.
Content Type(s):
Staff research,
Staff analytical notes
Topic(s):
Asset pricing,
Financial markets,
Monetary policy transmission
JEL Code(s):
E,
E4,
E44,
E47,
E5,
E52
Crowdfunding and Risk
Staff Working Paper 2023-28
David Cimon
Crowdfunding may enable unique products to reach the consumer market. I model a crowdfunding technology that publicly screens consumer demand early in the production process. In this model, entrepreneurs like crowdfunding for risky projects where demand is uncertain, but not for large, safe projects or for projects where production costs are uncertain.
Content Type(s):
Staff research,
Staff working papers
Topic(s):
Digital currencies and fintech,
Financial markets,
Financial services
JEL Code(s):
G,
G2,
G21,
G24,
G3,
G32