Documented path
Stated 'at 23' in a LinkedIn post from January 2025, implying birth year ~2001-2002. Wanted to be a chef at age 12. Based in San Francisco. 7 years 8 months of listed experience (likely includes college activities).
Education: Brown University (graduated, met co-founder Tom Yang freshman year)
Founder at Kestroll
Where the conditions came from
Each is placed on a −1 to 3 scale from documented evidence, and the three are never added together. A combined total would rank Benjamin Skinner against other people. Held apart, they explain why this path ran differently from another one—which is the only comparison this project supports.
The marble itself
+1Tailwind
What capability, drive, or early skill is documented in the person rather than their surroundings?
Built largest student-run startup accelerator in Boston as a Brown sophomore. Co-founded AI language tutor as a senior. Founding engineer at YC-backed Yuma AI. Wanted to be a chef at 12. Capable builder and organizer but no exceptional early cognitive indicators.
Where it was dropped
0Neither way
What money, family standing, network, or permission was already in place before the work began?
Based in San Francisco. Birth year ~2001-2002. No clear family wealth or domain connections identified. 7 years 8 months of listed experience (includes college activities).
The shape of the track
+2Tailwind
What place, timing, institution, or peer group made the next step available?
Brown University (Ivy League) where he met co-founder Tom Yang freshman year. Built largest student-run startup accelerator in Boston. YC-backed Yuma AI (YC W23) as founding engineer. YC S25 with Kestroll.
A −1 is a documented headwind, not a missing value; a 0 means the sources record nothing notable either way. Annotation confidence: Medium. These are analyst readings of what the sources record, not measurements of merit, talent, or effort. The twenty-two scored dimensions remain available inside the deeper research detail.
What moved through the conditions
This records repeated behaviour or recovery described by sources; it is not a grit or merit score.
This is an unchosen opening or condition in the record, not an estimate of how much luck caused the outcome.
Strongest documented signals: Frontier geography, Exceptional peer / cofounder, Direct domain exposure.
Describes the starting position, not what the person later made of it.
Strongest observed levers: Complementary team, Capital safety, Domain proximity.
Measures what was present, not whether it was inherited, earned, self-built, external, or mixed.
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.
Notable and widely recognized within the domain. The tier summarizes documented career recognition through the data cutoff—not Benjamin Skinner's worth or future potential.
Question four · where did the leverage come from?
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.
One or more documented starting advantages plausibly enabled this lever.
No current annotation distinguishes self-built, enabled, or earned origins for this lever.
One or more documented starting advantages plausibly enabled this lever.
No current annotation distinguishes self-built, enabled, or earned origins for this lever.
No current annotation distinguishes self-built, enabled, or earned origins for this lever.
No current annotation distinguishes self-built, enabled, or earned origins for this lever.
One or more documented starting advantages plausibly enabled this lever.
A structural wave is external to the person, even when their position improved access to it.
No current annotation distinguishes self-built, enabled, or earned origins for this lever.
This is a bounded inference from the current annotations—not a claim about private effort, merit, or the percentage of Benjamin Skinner's outcome attributable to any origin.
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.
Multiplying capacity documented later in the path. Measures what was present, not whether it was inherited, earned, self-built, external, or mixed.
Access or conditions documented near the beginning of the path. Zero means "no clear evidence in reviewed sources," not "advantage was absent."
Not documented.
Not documented.
Stated 'at 23' in a LinkedIn post from January 2025, implying birth year ~2001-2002. Wanted to be a chef at age 12. Based in San Francisco. 7 years 8 months of listed experience (likely includes college activities).
advantage confidence: Low · source count: 4 · audit: not_independently_audited · status: founder_research_beta