Catastrophic risk

All your base are belong to dust

April 30, 2015 — November 9, 2024

adaptive
catastrophe
economics
game theory
how do science
incentive mechanisms
markets
probability
tail risk
statistics
wonk
Figure 1

This is a mere placeholder, although I should have more, since it was the central concern of the Chair of Entrepreneurial Risks where I did my MSc under the supervision of Didier Sornette.

Placeholder for discussing catastrophic risks. Much-discussed examples include some AI risks, some climate change outcomes, nuclear war, sufficiently bad epidemicsNormal accidents at an existential scale.

I have been persuaded to revisit this theme at the Australian AI Safety Forum.

There are many definitions of what constitutes a catastrophic risk. I like to think of them as “risks I cannot even in principle manage via an insurance policy”; If a risk is bad enough, I think there is a good likelihood that the insurance company won’t even exist to pay out my claim when the risk occurs, possibly because the economy collapsed, or the planet was cooked into an uninhabitable cinder. Such risks are catastrophic.

There are other definitions; for example, in ecosystems, a catastrophe is an event that induces a regime change (after the catastrophe, you are in a different ecosystem than you were before).

1 On evaluating risks where we only get to see them once

How do we manage risks of very bad stuff that are beyond precise statistical quantification? Black swans etc.

2 Institutions

3 For policy

See science for policy.

4 In financial markets

See financial stability

5 Prediction via markets

See prediction markets.

6 Incoming

Nassim Taleb has a whole career based on handling heavy-tailed risk and managing out-of-sample downsides (Taleb 2007, 2020).

Figure 2

7 References

Buldyrev, Parshani, Paul, et al. 2010. Catastrophic Cascade of Failures in Interdependent Networks.” Nature.
Charpentier, Barry, and James. 2021. Insurance Against Natural Catastrophes: Balancing Actuarial Fairness and Social Solidarity.” The Geneva Papers on Risk and Insurance - Issues and Practice.
Chernov, and Sornette. 2016. Man-made catastrophes and risk information concealment: case studies of major disasters and human fallibility. Management/Business for professionals.
Cirillo, and Taleb. 2020. Tail Risk of Contagious Diseases.” Nature Physics.
Colander, Goldberg, Haas, et al. 2009. The Financial Crisis and the Systemic Failure of the Economics Profession.” Critical Review: A Journal of Politics and Society.
Dai, Vorselen, Korolev, et al. 2012. Generic Indicators for Loss of Resilience Before a Tipping Point Leading to Population Collapse. Science.
Efferson, Richerson, and Weinberger. 2023. Our Fragile Future Under the Cumulative Cultural Evolution of Two Technologies.” Philosophical Transactions of the Royal Society B: Biological Sciences.
Filimonov, Bicchetti, Maystre, et al. 2014. Quantification of the High Level of Endogeneity and of Structural Regime Shifts in Commodity Markets.” Journal of International Money and Finance, Understanding International Commodity Price Fluctuations,.
Filimonov, and Sornette. 2012. Quantifying Reflexivity in Financial Markets: Toward a Prediction of Flash Crashes.” Physical Review E.
Helmstetter, Sornette, and Grasso. 2003. Mainshocks Are Aftershocks of Conditional Foreshocks: How Do Foreshock Statistical Properties Emerge from Aftershock Laws.” Journal of Geophysical Research.
Holling. 2001. Understanding the Complexity of Economic, Ecological, and Social Systems.” Ecosystems.
Johansen, and Sornette. 2001. Finite-Time Singularity in the Dynamics of the World Population, Economic and Financial Indices.” Physica A: Statistical Mechanics and Its Applications.
Lux, and Sornette. 2002. On Rational Bubbles and Fat Tails.” Journal of Money, Credit and Banking.
Maher, and Baum. 2013. Adaptation to and Recovery from Global Catastrophe.” Sustainability.
Malevergne, Yannick, and Sornette. 2003. Testing the Gaussian Copula Hypothesis for Financial Assets Dependences.” Quantitative Finance.
Malevergne, Y, and Sornette. 2005. Extreme Financial Shocks : From Dependence to Risk Management.
Nathan, and Hyams. 2021. Global Policymakers and Catastrophic Risk.” Policy Sciences.
Palen, and Anderson. 2016. Crisis Informatics—New Data for Extraordinary Times.” Science.
Perrow. 1999. Normal Accidents : Living with High-Risk Technologies.
Scheffer, Carpenter, Foley, et al. 2001. Catastrophic Shifts in Ecosystems.” Nature.
Sornette, Didier. 2003. Critical Market Crashes.” Physics Reports.
———. 2006. Endogenous Versus Exogenous Origins of Crises.” In Extreme Events in Nature and Society. The Frontiers Collection.
———. 2009a. Probability Distributions in Complex Systems.” In Encyclopedia of Complexity and Systems Science.
———. 2009b. Dragon-Kings, Black Swans and the Prediction of Crises.” arXiv:0907.4290 [Physics].
Sornette, Didier, and Cauwels. 2012. The Illusion of the Perpetual Money Machine.” SSRN Scholarly Paper ID 2191509. Notenstein Academy White Paper Series.
———. 2015. Managing Risk in a Creepy World.” Journal of Risk Management in Financial Institutions.
Sornette, Didier, Deschâtres, Gilbert, et al. 2004. Endogenous Versus Exogenous Shocks in Complex Networks: An Empirical Test Using Book Sale Rankings.” Physical Review Letters.
Sornette, D, and Helmstetter. 2003. Endogenous Versus Exogenous Shocks in Systems with Memory.” Physica A: Statistical Mechanics and Its Applications.
Sornette, Didier, Maillart, and Ghezzi. 2014. How Much Is the Whole Really More Than the Sum of Its Parts? 1 ⊞ 1 = 2.5: Superlinear Productivity in Collective Group Actions.” PLoS ONE.
Sornette, D., Malevergne, and Muzy. 2004. Volatility Fingerprints of Large Shocks: Endogenous Versus Exogenous.” In The Application of Econophysics.
Sornette, D., and Utkin. 2009. Limits of Declustering Methods for Disentangling Exogenous from Endogenous Events in Time Series with Foreshocks, Main Shocks, and Aftershocks.” Physical Review E.
Sornette, Didier, Woodard, Yan, et al. 2013. Clarifications to Questions and Criticisms on the Johansen–Ledoit–Sornette Financial Bubble Model.” Physica A: Statistical Mechanics and Its Applications.
Tainter. 1988. The Collapse of Complex Societies.
———. 2006. Archaeology of Overshoot and Collapse.” Annual Review of Anthropology.
Taleb. 2007. Black Swans and the Domains of Statistics.” The American Statistician.
———. 2010. The Black Swan:The Impact of the Highly Improbable: With a new section: “On Robustness and Fragility”.
———. 2018. Election Predictions as Martingales: An Arbitrage Approach.” Quantitative Finance.
———. 2020. On the Statistical Differences Between Binary Forecasts and Real-World Payoffs.” International Journal of Forecasting.
Wheatley, Sovacool, and Sornette. 2017. Of Disasters and Dragon Kings: A Statistical Analysis of Nuclear Power Incidents and Accidents.” Risk Analysis.
Willis, Narayanan, Boudreaux, et al. 2024a. Global Catastrophic Risk Assessment.”
———, et al. 2024b. Understanding and Managing Global Catastrophic Risk.”
Yukalov, Yukalova, and Sornette. 2009. Punctuated Evolution Due to Delayed Carrying Capacity.” Physica D: Nonlinear Phenomena.