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A three-source framework for explaining advantage
A structured, evidence-backed framework for explaining early career advantages using 3,578 documented paths. Learn why separating conditions into three sources beats a single score.
Writing
Essays
Read these after the guided journey when you want the argument in full: comparison, privilege, luck, perseverance, and bounded agency.
Edition 01 · 18 published pieces
Reading room
Arguments behind the journey
- Read essay
02
Read essayDesigning a Public Research Exhibit About Life Outcomes
How to design a public research exhibit about life outcomes. Learn why 3,578 paths are presented through condition factors, luck, and evidence instead of comparative scores.
03
Read essayHow Perseverance and Luck Interact in a Life Path
Explore how perseverance and luck interact in real life paths. Learn why comparison fails when we ignore starting conditions, sequence, and unseen advantage.
04
Read essayHow starting conditions shape apparently similar careers
Explore why comparing your career to others is futile without understanding what they brought, what they were handed, and what surrounded them.
05
Read essayHow to compare careers without judging your own worth
Learn how to deconstruct career comparisons by examining what people brought, were handed, and were surrounded by, instead of judging your own worth.
06
Read essaySelection bias in founder and celebrity success stories
An evidence-based look at how selection bias shapes founder and celebrity success narratives, deleting starting conditions, luck, and unobserved paths.
07
Read essaySurvivor bias in career advice and success profiles
Learn how survivor bias distorts career advice by hiding the conditions, unobserved paths, and unscored luck behind 3,578 early-breakthrough paths.
08
Read essayThe problem with turning success into a single score
Why ranking human paths with a single success score fails. Explore evidence from 3,578 early-breakthrough paths that separates conditions, perseverance, and luck.
09
Read essayThe role of surrounding institutions and support in achievement
Explore how institutions, peers, timing, and environments shape early-breakthrough paths. See the evidence behind what surrounds success.
10
Read essayWhat counts as credible evidence in a life-path comparison
Why evaluating another person's trajectory requires separating what they brought, what they were handed, and what surrounded them.
11
Read essayWhen outcome reach should stay qualitative
Discover why human success and outcome reach resist numeric percentile scoring. Learn how evaluating what people brought, were handed, and were surrounded by provides a more accurate, qualitative understanding of trajectory.
12
Read essayWhy counterfactuals matter when studying successful careers
Discover why studying only successful careers is incomplete. We must examine the counterfactuals—the unobserved paths and missing context—to avoid false comparisons.
13
Read essayWhy evidence-led writing uses numbers before adjectives
Examine the mechanics of evidence-led writing. See why placing numbers before adjectives builds trust and prevents deterministic claims.
14
Read essayWhy Outcome Visibility Hides the Paths That Disappeared
An evidence-led explanation of why visible success hides disappeared paths. We examined 3,578 early-breakthrough outcomes to reveal the unobserved openings and starting conditions.
15
Read essayWhy sequence matters when comparing two life paths
An evidence-based look at 3,578 early-breakthrough paths showing why direct comparison fails when we ignore starting conditions, sequence, and luck.
16
Read essayWhy visible success paths are poor personal benchmarks
An evidence-based look into 3,578 early-breakthrough paths to understand why comparing your progress to a visible survivor streak deletes conditions, sequence, and luck.
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Read essayEveryone Has Lost Their Marbles
Trajectories, comparison, and the bounded agency that actually runs a life
Comparison as judgment is logically broken — it removes nearly every cause that produced the result, keeps only the visible score, and then pretends the score explains something. It does not.
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Read essayWho Filled the King's Jug?
Privilege, abstraction, and the invisible work behind accomplishment
Privilege is having more of life prepared for you in advance — a private, high-level interface to the world that lets some people begin near the final step.