Original Title: Out Of Distribution
Original Author: @richzou
Translated by: Peggy, BlockBeats
Editor's Note: What kind of person can start a company worth $5 billion in their twenties? In this article, the author summarizes the experiences of 25 founders who established companies valued at $5 billion (such as Robinhood, Shopify, Airbnb, Coinbase, Notion, etc.) and identifies three recurring traits: trauma, neurodiversity, and polymathic range.
Reading the growth experiences of these individuals together reveals an interesting phenomenon: they often do not fit the traditional definition of an "excellent resume." Many lack prestigious educational backgrounds, their career paths are unconventional, and in traditional hiring systems, they might not even pass the first round of screening.
This article attempts to answer the question: what common traits do entrepreneurs who create billion-dollar companies in their twenties possess.
Below is the original text:
Last week, I read a founder profile study that listed 20 founders who started companies valued at over $5 billion when they were 23 years old or younger. Strictly speaking, they were almost still kids at the time. This week, I reviewed a second volume featuring founders of similarly valued companies, but at slightly older ages, between 24 and 29.
The list includes several familiar names: Vlad Tenev of Robinhood, Tobi Lütke of Shopify, Brian Armstrong of Coinbase, Brian Chesky of Airbnb, Pavel Durov of Telegram, Ivan Zhao of Notion, Tony Xu of DoorDash, Ben Silbermann of Pinterest, Apoorva Mehta of Instacart, and Tom Preston-Werner of GitHub, among others.
I have always strongly believed in a concept I call "out-of-distribution individuals." In my view, this is the earliest and most reliable signal of potential—more important than educational background and often more valuable than past company experiences.
Reading the stories of these 25 founders consecutively reveals a very clear pattern. They possess almost no typical "entrepreneurial template" resumes. Many do not have prestigious educational backgrounds, do not have impressive resumes, and are likely to not even pass the first round of screenings in traditional hiring systems. Yet ultimately, they created epoch-making companies.
The question is: what exactly should we be looking for? What does "out-of-distribution" really mean?
If we had to summarize these shared characteristics, they could roughly be categorized into three keywords: trauma, neurodiversity, and polymathic range.
When you read through the experiences of these 25 founders, you will notice a pattern that is almost hard to ignore: nearly everyone possesses at least one of these characteristics, while the most exceptional founders often have all three.
Trauma
Often, the world shatters certain things when you are very young, and those remaining scars later become the pillars of strength.
Robinhood founder Vlad Tenev was born in Bulgaria during the communist era. When he was very young, his father went to the United States, and they were separated for a full two years. Later, the family reunited in the U.S., but life was very difficult; they lived in a student dormitory without a nanny, and little Vlad could only accompany his father to the computer lab at the university because there was nowhere else to go.
Meanwhile, in Bulgaria, his grandparents watched helplessly as their savings were consumed by rampant inflation, so severe that relatives began melting down copper pots as a form of a stable asset.
Later, he founded Robinhood. The core idea of the company is actually very direct: the financial system should not only be open to a few people.
The story of Ara Mahdessian, founder of ServiceTitan, is similar.
He was born in Tehran during the Iran-Iraq war, close enough to the war zone to hear the sound of bombs. While still in diapers, his family fled to California. His father later became a plumber, but running a small contracting business was always fraught with difficulties: language barriers, complicated procedural processes, and a lack of appropriate software tools.
Ara grew up watching these issues unfold. Later, he founded ServiceTitan, a platform that provides management software for local service industries including plumbers and electricians.
He did not discover these problems later; he lived among them from a young age.
Similar experiences repeatedly arise:
Tony Xu, founder of DoorDash (a delivery platform connecting restaurants and delivery riders), immigrated to the U.S. from China at the age of five. His mother worked in a Chinese restaurant. By the age of nine, he was already washing dishes, clearing tables, scrubbing pots, and fiddling with broken cash registers in the kitchen.
Brian Armstrong, founder of Coinbase, lived in Argentina for a year after graduating from college and witnessed the destructive impact of hyperinflation on ordinary people's savings. After returning to the U.S., he founded Coinbase.
Brian Chesky, founder of Airbnb, couldn't even afford rent in San Francisco and had to rent out air mattresses to strangers—that was Airbnb's first night.
Apoorva Mehta, founder of Instacart (an online grocery delivery platform), was born in Jodhpur, India, spent his childhood in Libya, and moved to Hamilton, Canada at the age of 14. His mother often sent him out to buy groceries in the winter, which he hated. Later, he founded Instacart.
Pavel Durov spent his childhood moving between Russia and Italy, always feeling like an "outsider." Later, he founded Telegram.
The business logic behind these companies can often be traced back to the founders' personal experiences. This is not a romanticized narrative about entrepreneurship but a very specific, almost deterministic causal relationship.
Trauma often brings two extremely difficult-to-acquire abilities.
The first is an emotional connection to problems. It’s not abstract business analysis but a bodily, direct sensation: where the world has gone wrong and must be fixed.
The second is a tolerance for suffering. Entrepreneurship is inherently a highly willpower-consuming endeavor. Most people give up along the way, while those who stick it out are often those who have become accustomed to enduring pressure.
Neurodivergence
If we continue looking further, we find another recurring pattern: many great founders do not succeed within traditional educational systems or workplace structures.
I refer to this trait as neurodiversity. Of course, this isn’t necessarily a concept in a medical diagnostic sense. However, their brains clearly operate differently; they view the world from a "slanted" perspective, are easily captivated, often fixated, and find it difficult to conform within established structures.
Tobi Lütke, founder of Shopify, is a typical example. He does not have a university degree. Teachers suspected he had a learning disability. So, he merely completed the minimum academic requirements to pass, devoting the remaining time entirely to coding. He began self-learning programming at the age of 11, welding computer hardware and rewriting game code.
School did not change him; it simply could not accommodate him.
Later, while running an online snowboard store, he found that existing e-commerce software did not satisfy his needs, so he decided to write a system himself. This tool later evolved into Shopify, a platform that provides e-commerce website building and operating infrastructure for merchants.
The growth experience of Jack Dorsey, co-founder of Twitter, is also similar.
As a child, he had a stutter, was very introverted, and was the type of student who could easily be overlooked in class. However, he was curious about urban operational systems. He obsessively listened to his father's police radio scanner and developed a keen interest in dispatch systems. At 15, he wrote taxi dispatch software that was used by companies for years.
Later, he dropped out of NYU. After being fired from Twitter, he even studied massage therapy and took fashion design courses, sewing pencil skirts. Later on, he returned to the entrepreneurial scene and founded Square (later renamed Block), a company that provides mobile payment and merchant financial services.
One of the most extreme cases may be Rob Kalin, founder of Etsy (an e-commerce platform focused on handmade goods).
His high school GPA was only 1.7, his parents divorced, and he was often bullied at school. He once forged an MIT student ID and relied on a professor's recommendation letter that did not belong to him to gain entrance to NYU. Subsequently, he attended five different universities but never had a stable academic path.
He has held various jobs: cashier at Marshalls, warehouse clerk at a camera store, freelance carpenter, demolition worker, and even a personal assistant to an elderly philosopher.
At 16, he ran away from home and lived in an artist commune in Boston. Later, he spent ten weeks in a Brooklyn apartment writing what became Etsy, a platform for trading handmade goods. The reason was simple: at that time, there was no place on the internet to sell his handmade crafts.
Even the name "Etsy" itself was misheard. He heard an actor say "eh, sì" in a Fellini film, thought it sounded beautiful, and used it.
These individuals are not people who "perform well" within the system; they are people who challenge the definitions of the system. And it is precisely this quality that enables them to create new systems.
Polymathic Range
The third commonality is a very special combination of abilities—polymathic range. This refers to a seemingly chaotic and unrelated mix of skills that, when truly combined, create a unique advantage.
Ivan Zhao, founder of Notion, grew up in Urumqi, Xinjiang.
He participated in the International Olympiad in Informatics and studied Chinese ink painting. After immigrating to Canada, he even learned English by watching SpongeBob SquarePants. In college, he chose to study cognitive science instead of computer science because he was more interested in how humans think rather than how machines compute.
Later, he founded Notion. The product is not like traditional enterprise software but resembles a carefully designed tool. It has both the structure and logic of engineering and the aesthetics and sense of order of a designer.
This combination is difficult to originate from a standardized path in Stanford’s computer science program. It stems from Urumqi, ink painting, and seemingly unrelated experiences such as watching SpongeBob SquarePants.
Brian Chesky, founder of Airbnb, is similar. He graduated from the Rhode Island School of Design (RISD), majoring in art and industrial design rather than computer science.
As a child, he would sleep in full hockey gear on Christmas Eve, redesign Nike shoes, and spend hours in museums copying artworks. He does not come from a technical background but from a tradition of industrial design, which holds a very core belief: any experience can be reimagined from a human perspective.
Thus, in Chesky’s view, the core of entrepreneurship is not technology but reimagining experiences. This also explains why Airbnb looks completely different from traditional internet products. It is not a marketplace with a nice UI but a designer’s answer to "what should the travel experience be."
Ben Silbermann, founder of Pinterest (a platform focused on "collection" and "inspiration discovery"), has a similarly typical growth experience. Born into a family of doctors in Des Moines, Iowa, everyone thought he would become a doctor. But at eight years old, his favorite thing to do was pin insects onto cardboard—collecting, classifying, and organizing.
Later, he founded Pinterest. The essence of this product is a digital extension of that childhood habit: gathering things he likes and organizing and arranging them in his own way.
The Final Conclusion
Venture capital often relies on a model of "in-distribution" pattern recognition:
· Educational background from prestigious schools (such as Stanford)
· Renowned incubators like Y Combinator
· Continuous entrepreneurial experience
· A clear and respectable resume
But the stories of these 25 founders illustrate a singular truth: the individuals who truly change industries are often precisely those who lie outside of statistical distribution.
The young man who forged an MIT student ID.
The German programmer without a university degree.
The boy who painted watercolors in Xinjiang and learned English by watching cartoons.
The Iranian child who escaped from a war zone.
These examples reveal an uncomfortable truth: the traits that make a person a great founder—tolerance of pain, obsessive focus, intolerance of broken systems, and the complex perspectives borne from multicultural experiences—are often also the reasons they appear to be "bad investments" on paper.
In other words, the system that produces $5 billion companies is not the same system that produces impressive resumes.
Vlad Tenev, founder of Robinhood, was rejected by 75 investors before securing funding.
Brian Chesky, founder of Airbnb, once survived by selling cereal boxes to keep the company afloat.
Tobi Lütke, founder of Shopify, even had trouble finding a programmer job in Canada.
Rob Kalin, founder of Etsy, had a high school GPA of only 1.7.
The founding team of Klarna was also mocked by university startup incubators and rejected by more than 20 investors until angel investor Jane Walerud wrote the first €60,000 check.
Founders who truly create massive businesses are often not those predicted by models. They are the unseen individuals within the models.
Trauma, neurodiversity, polymathic range. These characteristics that appear to be "flaws" in traditional resumes may actually be the most important signals.
Because those who create new systems are not likely to come from the center of the old system.
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