Risk

64 posts in this category

Risk and scientific socialism

Modern financial risk forecasting has much in common with scientific socialism, relying on pseudoscientific models that can create a false sense of se…

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When risk models hallucinate

Risk model hallucination happens when models are forced to forecast the likelihood of extreme events in cases where they have not been trained with su…

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Is risk a fate or a choice?

The prevailing view seems to be that financial risk is a fate not a choice. Even ChatGPT thinks so. As we manage our financial affairs, we are in cont…

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The magic of riskometers

The way financial risk is measured is by a device I have called the riskometer. It is a fantastic thing, plunge it into the bowels of the City of Lond…

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Perceived and actual risk

Perceived risk is risk predicted by models, and actual risk is the fundamental underlying risk. We measure perceived risk and care about the actual ri…

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Climate risk and financial risk

Systemic risk and climate change strongly affect each other. Unfortunately, a lot of research promising to tell how, does no such thing. Because of a …

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Misleading concepts of risk

A common misconception maintains that different notions of risk capture the same concept: VaR, ES and volatility all measure the same "true" risk". I…

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The risk management ritual

Financial risk management has become ritualised. It is more important to follow the correct procedures than to control essential risks. Why and what d…

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Global market risk

There are a million ways to measure financial risk, and if one wants to calculate global risk, it requires a truly heroic set of assumptions. But it's…

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Of Julia and R

I just tried the same code in R's data.tables and Julia's DataFrames, and the results are a bit surprising.

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The problem with Backtesting

Backtesting is the magical technique that tells us how well a forecast model works. Test the model on history, and we have an objective way to evaluat…

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Short and long-term risk

The riskiest year in human history was 1962. The year of the Cuban missile crisis, the closest we ever came to a nuclear war. The mother of all tail e…

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Here be dragons

Medieval mapmakers noted the risk of an unknown kind by “here be dragons”. Attempts at measuring extreme risk should come with a similar warning. Just…

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Of tail risk

Suppose one cares about tail risk, what is the best way to estimate it? There are two, not mutually exclusive, ways; statistical and structural. Whi…

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Why risk is hard to measure

Regulators and financial institutions increasingly depend on statistical risk forecasting. This column argues that most risk modelling approaches are …

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The Danish FX event

Denmark had a small FX event on March 20, in the context of the Swiss FX shock, it is not much a of an event, but it does reinforce stereotypes.

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On the Swiss FX shock

Just looked again at the what I did on the January 2015 Swiss FX shock, looking at how the various risk measures performed in the days after the even…

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Models and risk | Financial Regulation, Systemic Risk, Stability and AI

Blogs and appendices on artificial intelligence, financial crises, systemic risk, financial risk, models, regulations, financial policy, cryptocurrencies and related topics

© Jon Danielsson