The Prerequisites Were Met

More than a thousand tornadoes touch down in the United States every year. Canada, the second most tornado-prone country on earth, averages about a hundred. No other nation comes close. The United States absorbs roughly three-quarters of the world's recorded tornadoes, and even accounting for the fact that many countries lack detection systems, the concentration is staggering.¹

This is not because American air is more violent or American storms are angrier. It is because tornado formation requires five atmospheric conditions to be present simultaneously: warm moist air at the surface, cold dry air above it, wind shear that rotates with altitude, a trigger mechanism such as a cold front or dryline, and sufficient atmospheric instability. The Great Plains corridor from Texas to Nebraska is the only geography on earth where all five routinely coincide. The Gulf of Mexico supplies the warm air. The Rocky Mountains channel cold air from Canada. The flat terrain allows the air masses to collide without geographic obstruction. The jet stream provides the shear.²

Remove any single condition and the tornado does not form. Not a weaker tornado. No tornado. The conditions are not additive, where having four of five produces 80 percent of the result. They are multiplicative. Each one is necessary. None alone is sufficient. The result requires all five, or the result is zero.

The multiplication

Imagine that each of five independent prerequisites has a 67 percent probability. Two out of three people have each one. That sounds favorable. If the prerequisites were additive, having all five would also run at about 67 percent. But they are not additive. The combined probability is not 67 percent. It is the product of each probability multiplied together.³

Thirteen percent. Not sixty-seven. The gap between having most of the prerequisites and having all of them is not incremental. It is an order of magnitude.

The table says something that most people's intuition does not. It says that skewed outcomes are the natural result of multiplicative prerequisites. You do not need discrimination, conspiracy, or extraordinary talent to produce a world where a small number of people succeed and the vast majority do not. All you need is a system where success requires several things at once. The math does the rest.

This has a practical consequence. When someone says "we're 80 percent of the way there," they are describing what they see: four of five prerequisites in place. What they mean is that the gap is closeable. Twenty percent left. What the arithmetic says is different. If the five are multiplicative, four of five is not 80 percent. Four of five is zero.⁴

The question this belief never asks: are the prerequisites additive, or multiplicative?

The study

Fifty years

In 1921, Lewis Terman, a psychologist working from a second-floor office on the Stanford quad, launched the most comprehensive longitudinal study of intelligence ever conducted. His team fanned out across California's school districts, administered Stanford-Binet tests to more than 168,000 children, and selected 1,470 with IQs of 140 or above. The top one percent. They became known as the "Termites." Terman tracked them for the rest of their lives.⁵

If intelligence were the prerequisite for extraordinary outcomes, this group should have dominated their generation. They were the most rigorously selected sample of cognitive ability ever assembled. The study ran for more than fifty years. The sample was large enough to detect patterns. The results were clear.

The Termites did well. Two-thirds earned bachelor's degrees at a time when that rate was ten times the national average. The group produced ninety-seven PhDs, fifty-seven MDs, and ninety-two lawyers. By 1954 their median salary was $10,556, roughly $123,000 in today's dollars, nearly double the median for comparable white-collar workers.⁶ By every conventional measure, the study confirmed that high intelligence correlates with high achievement.

By one measure, it did not.

Two boys who were tested during the original screening failed to meet the 140 IQ cutoff. They were rejected from the study. One was William Shockley, who scored 129. The other was Luis Alvarez, who was about ten years old when he sat for the test and scored too low to qualify. Shockley went on to co-invent the transistor. Alvarez became, in the words of the Nobel committee, "one of the most brilliant and productive experimental physicists of the twentieth century." He earned his PhD from the University of Chicago at twenty-five. Both men won the Nobel Prize in Physics.⁷

None of the 1,470 people who passed the test did.

In 1968, Melita Oden, a researcher who had worked alongside Terman, published a comparison of the hundred most successful and hundred least successful men in the study. The two groups barely differed in average IQ. The factors that separated them were not cognitive. They were confidence, persistence, and early parental encouragement.⁸ Family background. Stability. Support structures around the intelligence.

Intelligence was one prerequisite. It was necessary. The study proved that. But it was not sufficient. The other prerequisites, the ones that do not show up on an IQ test, were multiplicative with it. A person with an IQ of 140 and the other four prerequisites produced extraordinary outcomes. A person with an IQ of 140 without them produced ordinary ones. The IQ was the same. The prerequisites around it were not.

Nobody told the Termites they were 80 percent of the way there. But that is the arithmetic the study revealed. They had one extraordinary prerequisite. The ones who succeeded had all the others as well. The ones who did not were missing one or two that could not be compensated for by having more intelligence. More of what you already have does not substitute for what you lack. That is the definition of multiplicative.

The fleet

Four hundred feet

In 1405, the Yongle Emperor of China ordered a fleet into the Indian Ocean. It was commanded by a Muslim court eunuch named Zheng He, and it was the largest naval expedition the world had ever seen. More than three hundred ships. Twenty-eight thousand men. The treasure ships, according to Chinese records, stretched four hundred feet long and a hundred and seventy feet wide, nine-masted vessels that dwarfed anything afloat in Europe. Even the most conservative modern estimates place them at two hundred feet or more, three times the length of the ships Columbus would sail ninety years later.⁹

Seven expeditions sailed between 1405 and 1433. They reached Southeast Asia, India, the Persian Gulf, and the coast of East Africa. The fleet carried silk, porcelain, gold, and silver. It returned with giraffes, ostriches, and ambassadors. Nothing in the European world could match it. China had the navigation. The shipbuilding. The military capacity. The trade networks. The technology.

Then the voyages stopped.

The reasons were political. A power struggle between factions at court. The Confucian bureaucracy, which had always resented the expense of the voyages, gained influence. The Haijin, a series of maritime prohibitions that had existed in various forms since 1371, tightened. Private foreign trade had already been punishable by death. Now the state-sponsored voyages ended too. Ships were dismantled. Records were destroyed. China turned its resources inland, toward the Mongol threat on the northern border.¹⁰

Within a generation, the Portuguese rounded the Cape of Good Hope in ships that would have been tenders beside Zheng He's flagships. Within two centuries, European powers were partitioning the world China had explored first. The most technologically advanced civilization on earth did not decline gradually. It removed one prerequisite, openness to the world, and the other four became irrelevant.

The qualities of the Chinese people did not disappear. They endured. As late as 1994, the 57 million Chinese living outside China, scattered across Southeast Asia, North America, and Europe, produced as much wealth as the one billion people living inside it.¹¹ The same population. The same cultural capital. The same work ethic, the same commercial instincts, the same educational emphasis. Different political structures. Different institutional prerequisites. Opposite outcomes.

The intelligence was there, the way it was there for every Termite in Terman's study. The prerequisite that was missing was structural, not human. And the structural prerequisite was multiplicative with everything else. When it was present, in the overseas communities, the other qualities compounded into wealth. When it was absent, inside China, the other qualities were inert. Four of five and zero.

The company

Everything except

Henrik Fisker drew the Aston Martin V8 Vantage. He drew the BMW Z8. Top Gear named the Vantage the coolest car of the year in 2005. It remains the best-selling Aston Martin ever made. Before founding his own company, Fisker also did early design work on the Tesla Model S. He is, by any measure, one of the most accomplished automobile designers alive.¹²

In 2016, he launched Fisker Inc. to build an electric SUV called the Ocean. The manufacturing would be handled by Magna International, the Austrian-Canadian company that builds vehicles for BMW, Mercedes, and Jaguar, one of the largest contract manufacturers on earth. The EV market was expanding. Government incentives were in place. Fisker took the company public through a SPAC merger in October 2020 and was funded.

Count the prerequisites. Design capability: real, world-class. Product: real, the car existed and reviewers drove it. Manufacturing partner: real, Magna is among the most capable contract manufacturers in the industry. Market demand: real, the EV market was growing. Capital: real, public company, funded.

Five prerequisites. Four were genuine.

The fifth was the ability to deliver and service vehicles at scale. The software was unreliable. Bugs could not be fixed remotely. There was no dealer network. There were no service centers. In 2023, Fisker built 10,193 Oceans at Magna's plant in Graz. They delivered fewer than half of them.¹³ The cars existed. The system around the cars did not.

Fisker filed for Chapter 11 in June 2024. Magna filed a $475 million claim. More than four thousand creditors lined up behind them. A man who had drawn the most beautiful cars of his generation could not deliver them to the people who paid for them. The design prerequisite was real. The delivery prerequisite was missing. And four of five times zero is zero.¹⁴

Six hundred and thirteen

Fisker was not alone. It was not even unusual.

In 2021, 613 special purpose acquisition companies raised $162 billion, accounting for 63 percent of all IPOs that year. Each one was a vehicle for taking a private company public, typically at an earlier stage and with weaker financials than a traditional IPO would require. The structure allowed companies to make forward-looking projections that traditional offerings could not. The market was enthusiastic. The money was real.¹⁵

By the end of 2023, at least twenty-one SPAC-backed companies had filed for bankruptcy. The total investor losses from those bankruptcies exceeded $46 billion measured from peak market capitalizations. More than 90 percent of de-SPAC companies were trading below their original $10 share price. Bird Global, once valued at $2.3 billion, entered bankruptcy with $3.25 million in cash. Near Intelligence filed for Chapter 11 less than nine months after its Nasdaq debut.¹⁶

Every one of these companies had capital. That was the point of the SPAC. Many had a product or at least a prototype. Most had a team. Some had a market. Almost none had unit economics that worked at scale. The missing prerequisite was the same one, repeated six hundred and thirteen times. Capital was real. The business underneath it was not.

One company failing is an anecdote. Six hundred companies, same structure, same missing prerequisite, same outcome. That is the multiplication operating at market scale. The SPAC wave did not reveal that these companies were fraudulent. Most were not. It revealed that capital is one prerequisite, and when the other prerequisites are absent, capital is not four-fifths of the way there. Capital is one of five times zero.

The gate

The pattern is structural, not domain-specific. It operates at every scale.

CB Insights analyzed more than four hundred failed startups and found that 42 percent cited no market need as the primary cause of death. Twenty-nine percent ran out of cash. Twenty-three percent did not have the right team. Nineteen percent were outcompeted. Eighteen percent had pricing or cost problems.¹⁷ Read the list carefully. These are not companies that failed at everything. These are companies that succeeded at most things. A startup with a strong product, a talented team, sufficient capital, and good timing that enters a market with no demand has four of five. The arithmetic does not round up.

The same arithmetic governs countries. Nigeria sits on some of the largest oil reserves in the world. Its GDP per capita, depending on who measures it and how the naira's collapse is treated, ranges from $800 to $2,400. Venezuela has the largest proven oil reserves on earth. Its GDP per capita collapsed from roughly $12,500 in 2012 to around $4,200. The Democratic Republic of Congo holds enormous deposits of cobalt, copper, diamonds, and gold, an estimated $24 trillion in mineral wealth. Its GDP per capita is $647.¹⁸

Each of these countries has a resource prerequisite that most nations would consider decisive. What they lack is institutional. Political stability. Functioning courts. Property rights. Transparent governance. The resources are real. The structures around them are not. And resources without institutions produce the same result as intelligence without family background, or technology without openness, or design without delivery. Four of five. Zero.

The pattern does not require a failed state. Canada sits on the third-largest proven oil reserves in the world. It has functioning institutions, an educated population, stable governance, and rule of law. Four of five by any reasonable count. But the political will to build the infrastructure that converts resource deposits into economic output has been contested for decades. Northern Gateway, cancelled. Energy East, cancelled. Trans Mountain required the federal government to buy the pipeline itself and spent years in court before a barrel moved.¹⁹ The resources were never the constraint. The missing prerequisite was the political framework for developing them. A country can have everything and still be missing one.

Now look at the inverse. Singapore has virtually no natural resources. When it became independent in 1965, roughly a third of its population was illiterate. Its GDP per capita now exceeds $88,000. Japan has few natural resources. Its economy is the fourth-largest on earth. Switzerland is landlocked, resource-poor, and among the wealthiest nations per capita in human history.²⁰ In each case, the prerequisites that were present, institutions, human capital, rule of law, geographic access to trade, compounded in the absence of the one prerequisite everyone assumes is indispensable.

The revenue-per-employee ceiling is one of these multiplicative prerequisites applied to careers. Talent, training, network, geography, and industry structure. A person with four of five, in the wrong industry, does not reach 80 percent of the outcome a person with all five achieves. The ceiling is structural. The structure is one of five. And missing the one produces a gap that effort on the other four cannot close.

The reversal

One hundred and three dollars

In 1962, Seoul was a city of unpaved roads and open sewers, still visibly scarred from the war that had ended nine years earlier. South Korea's GDP per capita was $103. Lower than Haiti. Lower than Ethiopia. Lower than Yemen. Lower, by most measures, than North Korea. Poverty was widespread. Domestic savings were negligible. The country survived on foreign aid.²¹

The prerequisites South Korea had were substantial. A literate, disciplined population. A Confucian emphasis on education. Coastal geography with natural port access. A US military alliance that provided security. Human capital, cultural capital, geographic positioning, external protection. Four prerequisites that most development economists would consider genuine advantages.

The one they were missing was institutional. There was no framework for directing investment toward export industries. No mechanism for channeling savings into productive capital. No trade infrastructure. No industrial policy. The human capital existed. The system for converting it into economic output did not.

In 1961, Park Chung-hee took power in a military coup and created the Economic Planning Board. He launched the first Five-Year Plan. The government shifted from import substitution to export-oriented industrialization. Preferential loans went to targeted industries. Tax incentives went to exporters. The strategy was deliberate, directed, and supplied the one prerequisite that had been absent.²²

Between 1962 and 1989, South Korea's real GDP grew at an average of more than 8 percent per year. Annual exports rose from $55 million to $27 billion. GDP per capita went from $103 to $5,438. The country that had been poorer than Haiti became one of the fifteen largest economies on earth.²³

The arithmetic works in both directions. Remove one multiplicative prerequisite and everything collapses. Supply the missing one and everything compounds. The people were the same before and after 1961. The cultural capital was the same. The geography was the same. What changed was the institutional prerequisite. One factor. The other four had been waiting.

China's overseas communities proved the same principle from the other direction. The 57 million Chinese outside China produced as much wealth as the billion inside it. Same people, same qualities, different structures. The structure was the variable. It was always the variable.

Gastonia, 1930

The economist whose arithmetic runs through this piece was born in Gastonia, North Carolina, in 1930. His father died before he was born. His mother, a housemaid with four other children, died a few years later. A great-aunt and her two grown daughters adopted him and moved him to Harlem when he was eight.²⁴

He had intelligence. That was one prerequisite. What his great-aunt supplied was stability, structure, a functioning household. The Marines, after he dropped out of Stuyvesant High School, supplied discipline and GI Bill funding. Harvard, where he graduated magna cum laude in 1958, supplied institutional access. George Stigler, a future Nobel laureate at the University of Chicago, supplied intellectual mentorship. Each prerequisite was added by someone or something outside the boy himself. The intelligence was always there. The other four had to arrive.

Remove any one. No great-aunt, no stable household in Harlem. No Marines, no GI Bill, no path to Harvard. No Stigler, no Chicago, no economics. The man who identified the multiplicative prerequisites model was himself the multiplicative prerequisites model in action. The arithmetic was not abstract to him. It was biographical.

The belief

The sentence is in every boardroom, every pitch deck, every project status meeting. "We're 80 percent of the way there." It is spoken by founders who have the product but not the distribution. By companies that have the team but not the unit economics. By countries that have the resources but not the institutions. Eighty percent sounds close. It sounds like a gap that can be closed by working harder on the four things already in place. More effort. More hours. More of what you already have.

The belief treats the prerequisites as additive. If you have four of five, you are at 80 percent. Push harder and you will close the remaining twenty. But if the prerequisites are multiplicative, 80 percent is the wrong frame entirely. There is no sliding scale. There is no partial credit. There is a gate, and the gate requires all five, and having four produces the same result as having none.²⁵

The Terman study tracked 1,470 people who had one prerequisite in extraordinary measure. The two who won Nobel Prizes were the ones who had that prerequisite and the others. The 1,470 who had the IQ but not the full set produced ninety-seven PhDs, which is impressive, and zero Nobel Prizes, which is the multiplication speaking.

China had the most advanced fleet on earth and removed one structural prerequisite. Within two generations, European rowboats were the ones exploring the world. Fisker had a legendary designer, a world-class manufacturer, a funded public company, and a real product. The missing fifth prerequisite, the one that was not on the slide deck, produced $475 million in claims and a stock that went from $28.50 to five cents. Six hundred and thirteen SPACs raised $162 billion, and more than 90 percent ended up below the price at which they started. The capital was the prerequisite they all had. The business was the prerequisite they did not.

South Korea proved the reversal. A country with four prerequisites and a GDP per capita of $103 supplied the missing fifth and became one of the wealthiest nations on earth. The prerequisites that had been waiting for decades compounded the moment the final one was in place.

The cost of the belief is not that it makes people optimistic. Optimism is fine. The cost is that it directs effort in the wrong direction. If you have four of five multiplicative prerequisites, the rational move is not to do more of the four. It is to identify the fifth and supply it. Every hour spent refining the product when the problem is distribution, every dollar spent on marketing when the problem is unit economics, every year spent developing talent when the problem is institutional structure, is effort applied to a prerequisite that is already present. More of what you have does not compensate for what you lack. The four are not the problem. The missing one is.

The question is never "how close are we?" The question is "what's the one we don't have?"

The prerequisites were met. Not all of them. And the arithmetic does not round up.