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Modeling and estimating persistent discrete data can be challenging. In this paper, we use an autoregressive panel probit model where the autocorrelation in the discrete variable is driven by the autocorrelation in the latent variable. In such a non-linear model, the autocorrelation in an unobserved variable results in an intractable likelihood containing high-dimensional integrals.

In a recent speech, Deputy Governor Sheryl Kennedy discusses how the efficiency of Canada's capital markets compares in a global context. Taking into account the three inter-related aspects of an efficient market (allocational, operational, and informational efficiency), Kennedy reviews the recent performance of Canadian capital markets under such headings as size, completeness, and access to capital and the instruments needed to hedge, or distribute, risk (allocational efficiency). To assess operational efficiency, she considers Canadian markets' liquidity and whether their transactional costs are competitive. Finally, she reviews transparency and market integrity (and how integrity is maintained) to determine markets' informational efficiency. She also offers several suggestions as to how Canadian markets can continue to be improve and maintain their competitiveness.

In this issue of the Financial System Review, the Bank of Canada’s Governing Council judges that the risks to the stability of Canada’s financial system are high and have increased markedly over the past six months, owing primarily to an escalation of the sovereign debt crisis in the euro area and a weaker global economic outlook.

Erratum: The data for Chart 7 on page 8 were plotted incorrectly. See revised chart.

We examine the role of debt in amplifying and propagating recessions. Firms’ debt adjustment makes recessions deeper but makes expansions gradual. In particular, when the aggregate business leverage is ten percentage points above average, the half-life of the recovery doubles.

We develop a model in which a financial intermediary’s investment in risky assets—risk taking—is excessive due to limited liability and deposit insurance and characterize the policy tools that implement efficient risk taking.

After the financial crisis of 2007–09, many jurisdictions introduced new banking regulations to make banks more resilient and less likely to fail. These regulations included tighter limits for the quality and quantity of bank capital and introduced minimum standards for liquidity. But what was the impact of these changes?

A novel dataset from the Bank of Canada is used to estimate the deposit functions for banknotes in Canada for three denominations: $1,000, $100 and $50. The broad flavour of the empirical findings is that denominations are different monies, and the structural estimates identify the underlying sources of the non-neutrality.

Governor Tiff Macklem talks about how important trade is for the economic recovery. He discusses what policymakers and business leaders can do to encourage growth in trade.

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.

I analyze the relationship between carrying a credit card balance and future financial stress. I find that carrying a balance significantly increases the likelihood that credit card holders miss future debt payments. This likelihood tends to rise as credit card balances grow and are held for long periods.