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3029 Results

Machine learning for economics research: when, what and how

Staff Analytical Note 2023-16 Ajit Desai
This article reviews selected papers that use machine learning for economics research and policy analysis. Our review highlights when machine learning is used in economics, the commonly preferred models and how those models are used.

House Prices, Consumption and the Role of Non-Mortgage Debt

Staff Working Paper 2013-2 Katya Kartashova, Ben Tomlin
This paper examines the relationship between house prices and consumption, through the use of debt. Using unique Canadian household-level data that reports the uses of debt, we begin by looking at the relationship between house prices and debt.

Fragility of Resale Markets for Securitized Assets and Policy of Asset Purchases

Staff Working Paper 2016-46 Martin Kuncl
Markets for securitized assets were characterized by high liquidity prior to the recent financial crisis and by a sudden market dry-up at the onset of the crisis. A general equilibrium model with heterogeneous investment opportunities and information frictions predicts that, in boom periods or mild recessions, the degree of adverse selection in resale markets for securitized assets is limited because of the reputation-based guarantees by asset originators.

Banking Regulation and Market Making

Staff Working Paper 2017-7 David Cimon, Corey Garriott
We model how securities dealers respond to regulations on leverage, position and liquidity such as those imposed by the Basel III framework. We show that while asset prices exhibit greater price impact, bid-ask spreads do not change and trading volumes may even increase.

Home Equity Extraction and the Boom-Bust Cycle in Consumption and Residential Investment

Staff Working Paper 2018-6 Xiaoqing Zhou
The consumption boom-bust cycle in the 2000s coincided with large fluctuations in the volume of home equity borrowing. Contrary to conventional wisdom, I show that homeowners largely borrowed for residential investment and not consumption.
Content Type(s): Staff research, Staff working papers Research Topic(s): Credit and credit aggregates, Economic models, Housing JEL Code(s): D, D1, E, E2, E3

Managing Adverse Dependence for Portfolios of Collateral in Financial Infrastructures

Staff Working Paper 2007-25 Alejandro García, Ramazan Gençay
We propose a framework that allows a portfolio manager to quantify the probability of simultaneous losses in multiple assets of a collateral portfolio. Using this framework, we propose a methodology to conduct stress tests on the market value of the portfolio of collateral when undesirable extreme dependence occurs.

Can the Business Outlook Survey Help Improve Estimates of the Canadian Output Gap?

Staff Discussion Paper 2020-14 Calista Cheung, Luke Frymire, Lise Pichette
We investigate whether questions in the Bank of Canada’s Business Outlook Survey can provide useful signals for the output gap.
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