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Atlas

Risk

What can be lost, how it is measured, and the difference between uncertainty and danger.

  • Case studyCreditBook

    A capital structure is a set of rights people will litigate over

    In distress, a claim is worth what its documents let it argue for, not where it sits on the slide.

    Restructuring and distressed interviews, credit modelling, and any discussion of covenant-lite lending.

    From The Caesars Palace Coup · Max Frumes and Sujeet Indap

  • ArgumentArtificial intelligenceBook

    A model trained on a biased outcome will reproduce it at scale

    A model predicts the past decisions in its training data; if those were biased, the model is a bias machine with a straight face.

    Any model used on people, credit underwriting, hiring tools, and AI governance questions in a bank.

    From Weapons of Math Destruction · Cathy O’Neil

  • FrameworkRiskFilm

    A risk limit is a decision about who has to be woken up

    A limit is an escalation rule: it decides when a problem must move up the firm, not just how big it may be.

    Markets and risk interviews, especially the question of what a risk function actually does.

    From Margin Call · 2011

  • Case studyMarketsSeries

    A short squeeze is a funding problem before it is a price problem

    Settlement takes days, and the collateral call arrives before the trade clears. That gap is where a squeeze does its damage.

    Any long/short, prime brokerage or market structure conversation that touches GameStop.

    From Eat the Rich: The GameStop Saga · 2022

  • FrameworkArtificial intelligenceBook

    A system optimises the objective you wrote, not the one you meant

    Whatever you can measure and reward will be maximised literally, including the gaps between the measure and the goal.

    AI product and risk discussions, designing any metric or bonus scheme, and evaluating a model's objective.

    From The Alignment Problem · Brian Christian

  • FrameworkBankingFilm

    Illiquid and insolvent are different problems with different rescues

    Lending cures illiquidity; only capital cures insolvency. Decide which problem you have before choosing the remedy.

    Questions about why Lehman was allowed to fail and AIG was not, about central bank lending, or about any distressed situation.

    From Too Big to Fail · 2011

  • FrameworkInvestingBook

    Low risk and high uncertainty are not the same thing

    Look for situations where the range of outcomes is wide but the chance of permanent loss is small, because the market prices both as risk.

    Idea generation, special situations, and any pitch where the obvious objection is that the outcome is unknowable.

    From The Dhandho Investor · Mohnish Pabrai

  • LessonFraud and forensicsSeries

    Returns too smooth to be real are themselves the evidence

    A track record with no bad months is a question, not a credential.

    Due diligence on any manager, strategy or product that reports steady positive returns.

    From Madoff: The Monster of Wall Street · 2023

  • FrameworkRiskLetter located

    Risk is the probability of losing purchasing power, not the volatility of the price

    Measure risk as the chance of ending the holding period with less buying power, which makes volatile productive assets safer than stable unproductive ones.

    Any debate about what risk means, portfolio construction over long horizons, and questions about gold or cash as safe assets.

    From Berkshire Hathaway's 2011 letter to shareholders · Warren Buffett

  • Post-mortemRiskLetter located

    The cost of protection, itemised: what a seven-year hedge actually cost

    A hedge is a premium paid every year; over a long bull market the premium is the whole story, so account for it as a cost from the start.

    Portfolio hedging decisions, insurance company analysis, and any discussion of tail protection.

    From Fairfax Financial's 2016 letter to shareholders · Prem Watsa

  • LessonMarketsBook

    Traders who agree on nothing else all agree about risk control

    The common factor among people who last is not how they pick trades but how they limit what a wrong one costs.

    Sales and trading, hedge fund and any markets interview that asks how you would manage a position.

    From Market Wizards · Jack D. Schwager