Documented path
Based in San Francisco Bay Area. UPenn '23 + Cornell Tech MEng '25. Ex-JPMorgan quant. 16-year competitive golfer. Turns 25 in mid-2025. Active on social media (Instagram, X, TikTok, YouTube).
Education: University of Pennsylvania (BS, Economics, '23). Cornell Tech (MEng, Computer Science, '25). Competitive golfer for 16 years.
Founder at Bubble Lab
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 Selina Li 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?
UPenn Economics (minor in Statistics/Data Science) + Cornell Tech MEng CS. Ex-JPMorgan quant researcher. 16-year competitive golfer who represented Hong Kong National Team and co-captained UPenn women's golf. Multi-domain capability but no exceptional early cognitive indicators.
Where it was dropped
+2Tailwind
What money, family standing, network, or permission was already in place before the work began?
Represented Hong Kong National Team in golf for many years — golf is an expensive sport suggesting affluent family background. UPenn + Cornell Tech education. Hong Kong/ international background implies significant family resources.
The shape of the track
+1Tailwind
What place, timing, institution, or peer group made the next step available?
UPenn (Ivy League) for undergrad, Cornell Tech for MEng. JPMorgan quant experience. Cornell Tech Startup Awards winner. NVIDIA Inception Program. YC W26. Met co-founder Zach at Cornell Tech.
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 Selina Li'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 Selina Li'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.
Based in San Francisco Bay Area. UPenn '23 + Cornell Tech MEng '25. Ex-JPMorgan quant. 16-year competitive golfer. Turns 25 in mid-2025. Active on social media (Instagram, X, TikTok, YouTube).
advantage confidence: Low · source count: 5 · audit: not_independently_audited · status: founder_research_beta