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Sam Bankman-Fried
Founders / operators · Founder/Entrepreneur · milestone at age 25 ·
T2 Field-leadingMilestone (age 25)
Co-founded Alameda Research, a quantitative cryptocurrency trading firm, in November 2017 at age 25; the firm rapidly became a major crypto market maker before FTX (founded 2019 at age 27).
Born March 5, 1992, in Stanford, California, to Stanford Law professors Joseph Bankman and Barbara Fried. Attended Crystal Springs Uplands and Canada/USA Mathcamp; graduated MIT (physics, math minor) in 2014. Worked at Jane Street Capital as a quant trader (2014–2017), then left to co-found Alameda Research with Tara Mac Aulay. Founded FTX in 2019; FTX collapsed in 2022 and he was convicted of fraud in 2023.
Starting point
Born 1992 in Stanford, California, to upper-class academic parents who are both Stanford Law School professors.
Current position (2025)
Serving a 25-year federal prison sentence after 2023 fraud conviction related to FTX/Alameda collapse; incarcerated in federal custody (appeal process ongoing as of research date).
How this path compounded
01 Starting advantages
10/24 starting-position score
Strongest documented signals: Family financial platform, Elite institution pipeline, Parent / family domain.
Describes the starting position, not what the person later made of it.
Cohort percentile: 92
02 Built or converted leverage
14/25 multiplying-capacity score
Strongest observed levers:Capital safety, Prior reps, Scarce skill depth.
Measures what was present, not whether it was inherited, earned, self-built, external, or mixed.
Cohort percentile: 72
03 Compounding trajectory
7 documented steps
The timeline below shows the sequence of work and transitions around the selected early milestone. It is evidence of a path, not proof that every step was necessary.
Milestone at age 25
04 Observed career standing
T2 · Field-leading
Dominant figure at the top of a field. The tier summarizes documented career recognition through the data cutoff—not Sam Bankman-Fried's worth or future potential.
Question four · where did the leverage come from?
Sam Bankman-Fried's leverage provenance
Each non-zero lever gets a best-supported origin, evidence signals, and confidence. Unresolved is the honest default when the biography cannot distinguish self-built, advantage-enabled, earned, external, or mixed.
Capital safety2/2
Advantage-enabledmedium confidence
One or more documented starting advantages plausibly enabled this lever.
Family financial platform (2/2)Elite institution pipeline (2/2)
Prior reps2/3
Advantage-enabledmedium confidence
One or more documented starting advantages plausibly enabled this lever.
Parent / family domain (1/2)Elite institution pipeline (2/2)
Scarce skill depth2/3
Advantage-enabledmedium confidence
One or more documented starting advantages plausibly enabled this lever.
Parent / family domain (1/2)Elite institution pipeline (2/2)
Elite ecosystem network2/3
Advantage-enabledmedium confidence
One or more documented starting advantages plausibly enabled this lever.
Inherited audience / network (1/2)Parent / family domain (1/2)Elite institution pipeline (2/2)Frontier geography (1/2)Exceptional peer / cofounder (1/2)
Structural wave / timing2/3
Externalmedium confidence
A structural wave is external to the person, even when their position improved access to it.
Frontier geography (1/2)
Concentration intensity2/3
Advantage-enabledmedium confidence
One or more documented starting advantages plausibly enabled this lever.
Family financial platform (2/2)
Complementary team1/2
Advantage-enabledmedium confidence
One or more documented starting advantages plausibly enabled this lever.
Exceptional peer / cofounder (1/2)Elite institution pipeline (2/2)
Domain proximity1/2
Advantage-enabledmedium confidence
One or more documented starting advantages plausibly enabled this lever.
Direct domain exposure (1/2)Parent / family domain (1/2)Frontier geography (1/2)Elite institution pipeline (2/2)
This is a bounded inference from the current annotations—not a claim about private effort, merit, or the percentage of Sam Bankman-Fried's outcome attributable to any origin.
Luck is not a leftover score.Structural luck, Encounter luck, Event luck, Outcome variance can change every arrow in the path. This successful-only dataset cannot observe the near-identical paths that did not break through, so luck stays visible and unscored.
Within Founders / operators, Sam Bankman-Fried's starting-advantage total is at the 92th percentile. Separately, their built or converted leverage total is at the 72th percentile. Other T2 profiles average 7.9 / 24 starting advantage and 12.3 / 25 leverage. Similar scores appear in other tiers, so these figures describe positioning—not a cause.
Trajectory
- 2014 · age 22
Graduated MIT (physics, math minor) and joined Jane Street Capital
A quantitative trader.
- 2017 · age 25
Co-founded Alameda Research
A crypto quantitative trading firm, with Tara Mac Aulay.
- 2019 · age 27
Co-founded FTX cryptocurrency exchange with Gary Wang
Exchange later became second-largest globally.
- 2021 · age 29
Named to Forbes 30 Under 30
FTX valued in the tens of billions at peak; major political donor.
- 2022 · age 30
FTX collapsed into bankruptcy in November; arrested in the Bahamas in December on U.S. Fraud charges.
- 2023 · age 31
Convicted on all seven fraud and conspiracy counts
Federal trial in New York.
- 2024 · age 32
Sentenced to 25 years in prison and ordered to
Forfeit about $11 billion.
Primary leverage engine
Scarce technical / intellectual depth
Scarce technical / intellectual depth
Secondary engine
Network / capital
Built/converted leverage
14 / 25
evidence: High
Built or converted leverage
Multiplying capacity documented later in the path. Measures what was present, not whether it was inherited, earned, self-built, external, or mixed.
Started serious reps before 20
0/1
Elite ecosystem network
2/3
Structural wave / timing
2/3
Concentration intensity
2/3
Starting-advantage scores (0–2 each)
Access or conditions documented near the beginning of the path. Zero means "no clear evidence in reviewed sources," not "advantage was absent."
Family financial platform
2/2
Parent / family domain
1/2
Inherited audience / network
1/2
Elite institution pipeline
2/2
Dedicated mentor / coach
0/2
Exceptional peer / cofounder
1/2
Direct domain exposure
1/2
Prodigy / innate ability
1/2
Adversity / constraint catalyst
0/2
Family context
Upper-class Jewish academic family in Stanford, CA; both parents are Stanford Law School professors; aunt Linda P. Fried was dean of Columbia Mailman School of Public Health.
Parent / family domain
Parents are elite legal academics (tax law and law/economics/philosophy), not crypto/finance operators, but provided high-status intellectual environment, safety net, and Stanford-area networks.
Archetype & tags
Inherited distribution/capitalStanford Law parentsMITJane Streeteffective altruism networkcrypto boomfamily financial safety
Evidence summary
Bankman-Fried had unusually strong inherited academic/financial platform (Stanford Law professor parents), elite schooling, MIT, and Jane Street quant training before founding Alameda at 25 amid the crypto boom. EA community supplied cofounders and early capital networks. FTX made him a global crypto icon then collapsed into one of the largest fraud cases in crypto history; convicted and sentenced to 25 years in 2024.
advantage confidence: High · source count: 5 · audit: not_independently_audited · status: subagent_researched_beta
Sources
Related — same primary engine