A living map of how things go wrong

Every risk fits a quadrant.
Which one is yours?

A century of real disasters, each classified by the two things that actually decide your fate: how the payoff works, and how the tail behaves. Find the quadrant your risk is in.

The map · scatter [payoff × tail] 111 events plotted
Normal ↔ Fat tails
Normal distribution
Fat tails
Simple payoffComplex payoff
Q-F · the fifth quadrant Fraud hides where the numbers look calmest MadoffBarings BankFTX / AlamedaCelsius NetworkWirecardTheranos
├─ 01
111
Events mapped · verified
├─ 02
5
Quadrants
├─ 03
89
Industries
└─ 04
1977–2025
Time span

02 / RISK REGISTER

Classified historical disasters

Showing 12 of 111 events across the five quadrants · most common mechanism: leverage and opacity
IDX Event Quad Sector Region Year Impact
01 Los Angeles wildfires Santa Ana winds drove two fires through Palisades and Altadena. Q2 Wildfire N. America 2025 $76-131B
02 Myanmar earthquake M7.7 on the well-known Sagaing Fault; unreinforced homes collapsed. Q2 Seismic Asia-Pacific 2025 3,600+ lives
03 Iberian Peninsula blackout Cascading generator trips blacked out Spain and Portugal for hours. Q3 Power grid Europe 2025 31 GW lost
04 Heathrow substation fire A single substation fire shut Europe's busiest airport for a day. Q3 Aviation/power Europe 2025 270,000 journeys
05 Tricolor Holdings Prosecutors say a subprime lender double-pledged collateral; banks saw security that wasn't there. Q4 Subprime auto N. America 2025 $800M
06 First Brands Group Off-balance-sheet factoring hid the debt; invoices were allegedly inflated up to 50x. Q4 Private credit Global 2025 $10B+
07 Bybit hack A wallet-UI supply-chain attack redirected the largest crypto theft ever. Q-F Crypto exchange Global 2025 $1.5B
08 Baltimore Key Bridge collapse A ship blackout hit an unprotected pier and dropped the bridge. Q3 Bridge/maritime N. America 2024 $1.7-5.2B
09 Valencia DANA floods A known flash-flood phenomenon; the regional alert went out hours too late. Q2 Flood Europe 2024 223+ lives
10 CrowdStrike outage One faulty security update bricked 8.5M Windows machines worldwide. Q3 Cybersecurity Global 2024 $5.4B
11 Baltic Sea cable cuts Ships dragging anchors severed telecom and power cables between states. Q3 Subsea infrastructure Europe 2024 11+ cables
12 Red Sea cable cuts A sinking ship's dragging anchor cut Asia-Europe internet cables. Q3 Subsea telecom MENA 2024 25% of traffic
13 Change Healthcare ransomware One server without MFA froze billing for half of US healthcare. Q3 Healthcare IT N. America 2024 190M records
14 Yen carry-trade unwind A small BoJ hike unwound the global carry trade; Nikkei's worst since 1987. Q4 Global macro Asia-Pacific 2024 -12%/day
15 Ozy Media A CEO forged contracts and impersonated executives to lure investors. Q-F Media N. America 2024 $60M
16 Arup deepfake fraud A clerk wired funds after a video call where every colleague was an AI deepfake. Q-F Deepfake/AI Asia-Pacific 2024 $25M
17 Air Canada chatbot A tribunal held an airline liable for a refund policy its chatbot invented. Q1 Airlines N. America 2024 C$812
18 Synapse / Evolve 'FDIC-insured' deposits froze when a ledger intermediary failed to reconcile. Q1 Fintech (BaaS) N. America 2024 $265M
19 Turkey-Syria earthquakes Twin M7.8 quakes; building-code amnesties left 13M non-compliant structures. Q2 Seismic MENA 2023 50,000+ lives
20 Derna dam collapses Two neglected dams burst overnight after explicit published warnings. Q2 Dam infrastructure MENA 2023 ~11,300 lives
21 East Palestine derailment One overheated bearing derailed a hazmat train and forced a toxic burn. Q3 Rail hazmat N. America 2023 $2.2B
22 Maui / Lahaina wildfire A downed power line in dry grass consumed historic Lahaina. Q2 Wildfire/utility N. America 2023 102 lives
23 Al Haouz earthquake A moderate quake killed thousands because mudbrick homes had no survival voids. Q2 Seismic MENA 2023 2,900+ lives
24 MOVEit mass-exploit One file-transfer zero-day breached 2,700+ organisations at once. Q3 Data supply chain Global 2023 95M+ people
25 Silicon Valley Bank A duration mismatch met a 94%-uninsured base in a digital-speed run. Q4 Banking N. America 2023 $209B
26 First Republic Bank The same rate trap as SVB, triggered by contagion across 'similar' banks. Q4 Banking N. America 2023 $229B
27 Credit Suisse / UBS A 167-year-old G-SIB failed on confidence; AT1 bonds zeroed before equity. Q4 Global bank Europe 2023 $17.2B AT1
28 Adani-Hindenburg rout A short-seller report erased $150B from an over-levered conglomerate. Q4 Conglomerate Asia-Pacific 2023 $150B
29 Frank / JPMorgan A startup invented 4M fake users to sell itself to JPMorgan. Q-F Fintech N. America 2023 $175M
30 Genesis / Gemini Earn A 'low-risk' yield product concealing a solvency hole. Q-F Crypto lending N. America 2023 $1.1B
31 Vesttoo LOC fraud 'Collateralised' reinsurance where the bank letters of credit were forged. Q-F Reinsurance N. America 2023 $4B
32 Pakistan monsoon floods Record monsoon submerged a third of the country built on floodplains. Q2 Flood Asia-Pacific 2022 $30-40B
33 Southwest holiday meltdown A storm exposed legacy crew software; 16,900 flights cancelled. Q3 Aviation N. America 2022 $1.1B
34 Toyota supplier hack Ransomware on one parts supplier halted all 14 Toyota Japan plants. Q3 Auto supply chain Asia-Pacific 2022 13,000 vehicles
35 LME nickel squeeze Nickel spiked 270% in two days; the exchange cancelled the trades. Q4 Commodities Global 2022 $3.9B voided
36 Terra / Luna collapse An 'algorithmic' stablecoin depegged into a mint-and-burn death spiral. Q4 Stablecoin Global 2022 $40B+
37 Three Arrows Capital One over-levered fund defaulted and cascaded through every crypto lender. Q4 Crypto hedge fund Asia-Pacific 2022 $3.5B
38 UK LDI / gilt crisis 'Safe' pension hedges hid leverage that forced a gilt margin doom-loop. Q4 Pensions Europe 2022 £65B
39 FTX / Alameda A backdoor let customer deposits fund the trading arm until it collapsed. Q-F Crypto exchange Global 2022 $8B
40 Celsius Network A 'safe yield' deposit product was a disguised, leveraged risk book. Q-F Crypto lending N. America 2022 $4.7B
41 Theranos A blood analyser that never worked, sold as validated to investors. Q-F Health tech N. America 2022 $945M
42 Nikola / Trevor Milton A truck filmed rolling downhill was pitched as self-powered. Q-F Cleantech N. America 2022 $168M
43 HyperFund / HyperVerse A crypto Ponzi with an actor hired to play the fake CEO. Q-F Crypto MLM Global 2022 $1.89B
44 Greensill Capital Boring invoice finance that hid concentrated, under-insured, speculative lending. Q1 Supply-chain finance Europe 2021 $10B
45 Suez Canal blockage One ship wedged sideways choked 12% of world trade for six days. Q3 Shipping MENA 2021 $9B/day
46 Champlain Towers collapse The concrete corrosion was documented years earlier, never repaired, and the tower pancaked overnight. Q2 Building N. America 2021 98 lives
47 Ahr Valley floods A known flood-prone valley; warnings came late and hazard maps underestimated it. Q2 Flood Europe 2021 190 lives
48 AWS US-EAST-1 outage A routine scaling action hit a latent bug and took down half the internet. Q3 Cloud Global 2021 5-7 hrs
49 Colonial Pipeline shutdown One leaked password shut the pipeline carrying 45% of East Coast fuel. Q3 Energy logistics N. America 2021 $4.4M
50 Meta global outage One backbone command erased Facebook from the internet worldwide. Q3 Internet Global 2021 6 hrs
51 Archegos collapse Hidden swap leverage detonated; each bank only saw its own slice. Q4 Prime brokerage N. America 2021 $10B
52 Zillow Offers An AI home-pricing model overpaid at scale and forced Zillow to exit. Q1 Proptech N. America 2021 $540M
53 Beirut port explosion 2,750t of ammonium nitrate sat unsecured for six years, then detonated. Q2 Port storage MENA 2020 218 lives
54 Vizag styrene leak A refrigeration failure released a neurotoxin over villages at a rushed restart. Q2 Petrochemical Asia-Pacific 2020 13 lives
55 Wirecard A DAX champion's audited escrow balances were forgeries. Q-F Fintech Europe 2020 €1.9B
56 HeadSpin A unicorn valued on revenue that was faked, inflated to roughly eight times the real figure. Q-F Enterprise SaaS N. America 2020 $117M
57 Abraaj Group An 'impact' healthcare fund was used as a slush fund via fake invoices. Q-F Private equity MENA 2019 $385M
58 WeWork failed IPO Valued at $47 billion as a tech unicorn. It leased buildings for 15 years and rented desks by the month. Q1 Flexible office / coworking N. America 2019 $47B
59 PG&E bankruptcy / Camp Fire A worn hook on a tower unclimbed since 2001 killed 85 people and bankrupted the utility. Q1 Electric utility N. America 2019 85 lives
60 Thomas Cook collapse 178 years old, drowned in £1.7bn of debt. Its collapse left the state to fly 150,000 travellers home. Q1 Travel and tourism Europe 2019 150,000 passengers
61 Boeing 737 MAX MCAS crashes A single sensor could push the nose down. The pilots were never told the system existed. Q3 Aviation Global 2018 346 lives
62 Carillion collapse A construction empire owing £7bn with £29m in the bank. Its big contracts booked profits they were losing. Q1 Construction/outsourcing Europe 2018 £7B liabilities
63 Carlos Ghosn / Nissan compensation case Nissan's celebrated savior was charged with under-reporting $140M in deferred pay. He fled Japan in an audio-gear case before any trial. Q-F Automotive Asia-Pacific 2018 $140M
64 Morandi Bridge collapse (Genoa) The designer warned in 1979 that sea air would corrode the cables. 43 died when the bridge came down. Q1 Highway infrastructure Europe 2018 43 lives
65 Equifax breach One unpatched server exposed half of America. The password was admin. Q3 Credit data Global 2017 147.9M records
66 NotPetya (Maersk) A Ukrainian tax update froze a fifth of world shipping. One server in Ghana had lost power and survived. Q3 Shipping / logistics Global 2017 $300M
67 Grenfell Tower fire The cladding failed its fire tests. The Inquiry found the testing was manipulated, and a tower was wrapped in it anyway. Q1 Social housing Europe 2017 72 lives
68 WannaCry ransomware attack The fix shipped in March. In May the worm took 150 countries, on the machines nobody patched. Q3 Healthcare / IT Global 2017 $4B
69 Wells Fargo fake accounts scandal Eight accounts per household, the industry envy. 3.5 million were opened by no one. Q-F Retail banking N. America 2016 3.5M accounts
70 Samsung Galaxy Note 7 recall They recalled 2.5 million phones and swapped the batteries. The replacements caught fire too. Q3 Consumer electronics Global 2016 $5.3B
71 Panama Papers / Mossack Fonseca 11.5 million files from one law firm. Every shell company had a real owner it was built to hide. Q-F Offshore law firm Global 2016 11.5M documents
72 Volkswagen Dieselgate The software knew when it was being tested, and ran clean only then. 11 million cars. Q-F Automotive Europe 2015 $33.3B
73 Swiss franc unpeg (SNB) The central bank swore it would defend the floor. Three years steady, then 30% in twenty minutes. Q4 Hedge fund / FX brokers Europe 2015 $830M
74 1MDB scandal A sovereign fund to develop Malaysia. $4.5B left, some to bankroll a film about financial fraud. Q-F Sovereign wealth fund Asia-Pacific 2015 $4.5B
75 Tianjin port explosions One overheated container of nitrocellulose. Next door, 800 tonnes of ammonium nitrate on bribed permits. Q1 Chemical logistics Asia-Pacific 2015 173 lives
76 Petrobras / Lava Jato (Operation Car Wash) Petrobras's big contracts were inflated by design; the markup bankrolled the men who awarded them. Q-F State oil / energy LatAm 2014 $2.95B
77 GM ignition-switch recall A key that slipped to off shut down the airbags. GM knew for a decade and fixed nothing. Q1 Automotive N. America 2014 124 lives
78 2014 Sony Pictures hack North Korea wiped a studio's computers to kill a Seth Rogen comedy about killing Kim Jong-un. Q1 Film studio N. America 2014 100TB claimed
79 Rana Plaza collapse Cracks aired on TV the night before. Refuse the shift, lose a month's pay. They went in. Q1 Garment manufacturing Asia-Pacific 2013 1,134 lives
80 Target data breach Phished the air-conditioning vendor into 40 million cards. The alarms fired. Nobody answered. Q1 Retail N. America 2013 40M cards
81 Cyprus bail-in The eurozone's first depositor bail-in. Nearly half of every euro above the insured limit became shares in the bank that lost it. Q4 Banking Europe 2013 47.5%
82 Knight Capital Dead code from 2003 woke on the one server they forgot to update, then traded for 45 minutes. Q3 Market maker / HFT N. America 2012 $440M
83 JPMorgan London Whale A new risk model halved the danger overnight. It divided by a sum instead of an average. Q4 Investment banking N. America 2012 $6.2B
84 LIBOR rigging scandal The world's most important number, submitted by email each morning. The banks made it up. Q-F Banking Global 2012 $9B
85 Kodak Chapter 11 Bankruptcy Invented the digital camera in 1975, then buried it to protect film. Bankrupt by 2012, $6.75B in debt. Q1 Photography/imaging N. America 2012 $6.75B
86 Fukushima Daiichi nuclear disaster Blamed on the wave. The backup generators sat in the basement, below a seawall long known to be too low. Q3 Nuclear power Asia-Pacific 2011 159,128 evacuated
87 MF Global collapse He bet $6.3B on Europe's shakiest bonds. The margin calls got paid with customer money. Q4 Futures brokerage N. America 2011 $1.6B
88 Olympus accounting scandal Twenty years of steady books at a camera giant. The losses had been flying away the whole time. Q-F Optics manufacturer Asia-Pacific 2011 $1.7B
89 BlackBerry / RIM collapse The iPhone shipped in 2007. RIM kept building keyboards. $70B in market value gone by 2012. Q1 Smartphones N. America 2011 $70B
90 BAE Systems Al-Yamamah bribery scandal Decades of Saudi jet contracts, and a guilty plea for false accounting. No bribery charge was ever brought. Q-F Defense / arms Europe 2010 $400M
91 Deepwater Horizon The failsafe was a blowout preventer. It buckled the very pipe it was built to shear. Q3 Offshore oil drilling N. America 2010 $61.6B
92 2010 Flash Crash The models assumed a buyer would always be there. For 36 minutes, there was none. Q4 Equity markets N. America 2010 $1T
93 2010 Haiti Earthquake Scientists forecast a 7.2 on the fault in 2008. Haiti had no building code. The quake came in 2010. Q2 Disaster / infrastructure LatAm 2010 220,000 lives
94 Toyota unintended-acceleration recall Toyota bragged internally about saving $100M by negotiating the recall down. It cost them $1.2 billion. Q1 Automotive Global 2010 $1.2B
95 Satyam Computer Services fraud Years of steady IT-boom profit. The billion in bank cash was forged, one fake invoice at a time. Q-F IT outsourcing Asia-Pacific 2009 $1B
96 Air France Flight 447 Three iced sensors handed the jet back to the crew, who held the nose up all the way down. Q3 Aviation Global 2009 228 lives
97 General Motors bankruptcy America's biggest carmaker spent decades ignoring the math. The bailout cost taxpayers $11.2 billion. Q1 Automotive N. America 2009 $11.2B
98 Sichuan earthquake Known quake zone; tofu-dreg schools turned a tail into a certainty. Q2 Geophysical Asia-Pacific 2008 69,000 lives
99 Global financial crisis Complexity and leverage, and nobody knew who was on the other side. Q4 Banking Global 2008 $10T+
100 Madoff The steadiest returns in history. None of the trades ever happened. Q-F Asset management N. America 1983-2008 $65B
101 Société Générale / Jérôme Kerviel rogue trading loss Forged hedges made a 50 billion euro bet look flat. The 4.9 billion loss was real. Q-F Investment banking Europe 2008 €4.9B
102 Icelandic banking collapse 320,000 people ran banks worth ten times their GDP. All three fell in a single week. Q4 Banking Europe 2008 $85B
103 2008 Chinese melamine milk scandal Melamine faked the protein in baby formula. It passed the nitrogen test. The kidneys knew better. Q-F Dairy / infant formula Asia-Pacific 2008 300,000 children
104 Northern Rock bank run Funded long mortgages with short-term wholesale money. It froze, and Britain queued: first bank run in 150 years. Q4 Mortgage bank Europe 2007 £4.6B
105 Mattel lead-paint toy recall Mattel audited its Chinese factories. Nobody audited the paint supplier four tiers down. Q3 Toy manufacturing Global 2007 ~2M toys
106 Amaranth Advisors A leveraged bet that winter gas would outrun summer. The spread the model ruled out arrived in a week. Q4 Hedge fund N. America 2006 $6.6B
107 LTCM Two Nobel laureates, 25-to-1 leverage, and a model that met reality. Q4 Hedge fund N. America 1998 $4.6B
108 Barings Bank 233 years old, one rogue trader in Singapore, sold for a pound. Q-F Banking Asia-Pacific 1995 £827M
109 Orange County The richest US county levered a dull treasury into the largest municipal bankruptcy. Q4 Public finance N. America 1994 $1.6B
110 Black Monday Portfolio insurance fed on itself until the market fell a fifth in a day. Q4 Markets Global 1987 -22.6%/day
111 Tenerife collision The deadliest crash in aviation history happened on the ground. Q3 Aviation Europe 1977 583 lives

03 / CASE FILE

Every classification follows the same process

Case ref · MADOFF-83
QuadrantQ-F · Fraud
Looked likeQ1 · Predictable
IndustryAsset management
RegionUnited States
Years1983–2008
Impact$65B on paper
MechanismOpacity · trust

The Steadiest Returns in History

Bernard Madoff · the fifth quadrant

Setup

The most respected market maker in America, a former chairman of NASDAQ. Returns of 10 to 12 percent a year, every year, in every market.

The Turn

The steadiness was the tell. Q1-smooth returns cannot exist in a Q4 world. No trades ever happened. The returns were typed.

Lesson

If it looks like the safe quadrant but pays like the wild one, it belongs in the fifth.

Related in Fraud → Wirecard Same mechanism → opacity The one who saw it → Markopolos

04 / THE AUTHORS

The three who mapped it

Author 01Professor
Claudia Zeisberger

Claudia Zeisberger

Senior Affiliate Professor at INSEAD and founder of its Private Equity Institute. A former member of KKR's Sustainable Expert Advisory Committee, she serves on several advisory boards, including Standard Chartered Ventures, Linzor Capital, BG Ventures and KaizenVest, and is the bestselling author of Mastering Private Equity.

Author 02Practitioner
David Munro

David Munro

Chief Risk Officer at VAHOCA and founder of Volatility Research & Trading. Two decades of volatility and systematic-macro investing across Asian markets, including the award-winning Swordfish macro fund. He advises on demographic and market risk.

Author 03Entrepreneur
Joanna Reijgersberg-Siew

Joanna Reijgersberg-Siew

Founder & CEO of Cranberry AI and lectures at INSEAD. A computer scientist by training who has run corporate strategy at Philips, and a former Senior Director of AI & IoT at Avanade-Accenture, she now builds agentic infrastructure and companies.


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