Thursday, July 20, 2023
Sunday, June 18, 2023
#AI #OpenAI #ChatGPT #Grok: Should risk weighted bank capital requirements consider conditional probabilities?
As part of a recent dialogue with Grok 4 I said:
"You’re spot-on that AI could have been a game-changer for the Basel Committee decades ago, particularly by highlighting the importance of Bayesian conditional probabilities.
Basel’s risk-weighted capital requirements (RWAs) rely on static risk weights (e.g., 0% for sovereigns, 100% for corporates), which ignore how risks interact dynamically. Bayesian methods, which update probabilities based on new evidence, could have exposed flaws in assuming assets like AAA-rated mortgage-backed securities (MBS) were inherently "safe." For instance:
Conditional Risks: A Bayesian approach might have flagged that the "safety" of AAA-rated MBS depended on housing prices not collapsing—a condition that wasn’t guaranteed. In 2007, few models accounted for correlated defaults across mortgage pools, a blind spot AI could have illuminated.
Dynamic Updating: AI trained on historical data could have warned that low default rates on mortgages pre-2008 were skewed by a credit boom, not structural safety, adjusting risk estimates as conditions changed.
A 2019 study in Journal of Financial Stability noted that machine learning models, incorporating Bayesian techniques, outperformed traditional risk models in predicting systemic banking crises by capturing non-linear dependencies.
Had the Basel Committee used such tools in the 1980s or 1990s, they might have designed more robust rules, avoiding the overconfidence in “safe” assets that you’ve critiqued. AI could still play this role today—advising regulators to stress-test assumptions and prioritize dynamic risk signals over rigid categories. But, as you imply, it’s a tool, not a replacement for human judgment or market mechanisms."
Monday, April 12, 2021
Bank regulators, please wake up, being more creditworthy, should not mean, as you have decreed, being also deemed more worthy of credit.
Tuesday, December 10, 2019
Here a simple as can be one-minute explanation of the distortions produced by the risk weighted bank capital requirements in the allocation of credit to the real economy.
And the savvy loan officers were substituted by creative bank equity minimizing financial engineers
Wednesday, July 17, 2019
What if taking down our bank systems was/is an evil masterful plan for winter to come?
Sunday, August 26, 2018
Friday, February 16, 2018
ECB’s Sabine Lautenschläger explains why the risk weighted capital requirements for banks is total lunacy but, unfortunately, not even she hears it.
Tuesday, November 21, 2017
My tweets asking very courteously bank regulators for an explanation
Dear bank regulators, please explain your current risk weighted capital requirements for banks against these four scenarios:
1. Ex ante perceived safe – ex post turns out safe - "Just what we thought!"
2. Ex ante perceived risky – ex post turns out safe - "What a pleasant surprise! That's why I am a good banker"
3. Ex ante perceived risky – ex post turns out risky - "That's why we only lent little and at high rates to it."
4. Ex ante perceived safe – ex post turns out risky - "Now what do we do? Call the Fed for a new QE?"
Wednesday, September 14, 2016
Here is conclusive evidence of that current bank regulation experts, dangerously, do not know what they are doing
Saturday, September 10, 2016
When and where did the last bank crisis resulting from excessive exposures to something ex ante believed risky occur?
I mean that if they use the theorem that what's perceived as risky is riskier to the bank system than what is perceived as safe, then they are indeed using a loony theorem.
Monday, August 22, 2016
Basel Committee’s mindboggling naiveté: Banks, thou shall not misbehave and fudge to lower your capital requirements
PS. You want your children not to arbitrage and eat of everything... blend it all together.
PS.You want your banks not to arbitrage... set one capital requirements for all assets.
Tuesday, October 13, 2015
The Basel Committee’s besserwissers, on top of the ordinary defenses of banks, built a dangerous Maginot Line,
Monday, October 12, 2015
Fair and equitable growth has been made impossible by current bank regulations.
Sunday, October 11, 2015
The world’s banking system has been instructed by its regulator to give perceived credit risk a 200% weighting.
What would have happened if Winston Churchill, when confronted with the dangers had said: "In order to avoid our houses being bombed, we need to become 200% sensitive to risk."
Wednesday, October 7, 2015
Here is what those who believe risk weighted capital requirement for banks is smart must be thinking.
Wednesday, August 19, 2015
How to blow up the banking system
PS. 1999 in an Op-Ed I wrote: “The possible Big Bang that scares me the most is the one that could happen the day those genius bank regulators in Basel, playing Gods, manage to introduce a systemic error in the financial system, which will cause it collapse”
Note: My January 2009 AAA-Bomb blog
Wednesday, June 24, 2015
Bank regulators… dare to answer this single question
If anything, should you not have based it on the risks that bankers were not able to clear for those perceived risks?


