← Haseeb Chaudhry

How capital works

TLDR. The biggest financial institutions all share the same strategy: identify the unpriceable thing. Build the mechanism that prices it. Capture the position of being the channel through which capital can now flow to a destination it could not previously reach. Profit.

Capital cannot flow to what it cannot price.

This is the deepest principle in financial history. It explains, I think, almost everything about why some financial institutions have dominated in their eras and others have not. Across nine centuries, the institutions that have occupied the commanding positions in finance have done so by building the mechanism that put a number on something previously unpriceable. Because of this, they both captured the rents during the conversion and their invention became the channel through which capital that had been frozen could now flow to destinations that had previously been starved. In every case, the substrate kept changing - gold, bills of exchange, equity shares, syndicates, telegraph wires, computers, models - but the structure of the move was the exact same.

This essay is about that move. What it is, how it has appeared across nine centuries, and what it tells us about where capital is frozen right now.


The most interesting case I know is the Knights Templar in the twelfth century, and it's worth starting there because it shows the move in a very pure form.

Imagine you're a wool merchant in London in 1180 and you need to settle a debt with a supplier in Damascus. You have the gold. The supplier wants the gold. The distance is roughly three thousand miles across some of the most dangerous territory in the medieval world. You have, essentially, three options. You can travel with the gold yourself, accepting that you will probably die or be robbed before you arrive. You can hire armed couriers, accepting that they may also die or be robbed, and that even if they survive, you are paying for security against a risk you cannot quantify. Or you can simply not settle the debt, accepting that you will never trade in Damascus again.

There is no fourth option. The reason there is no fourth option is that no one has yet built a way to put a price on the question "what is the cost of getting gold from London to Damascus." The risks involved - banditry, shipwreck, war, disease, currency conversion, counterparty default at the other end - are too tangled and too varied for any individual to compute. The transit is genuinely unpriceable. Because it is unpriceable, capital cannot flow across it. Trade between northern Europe and the Levant exists, but it operates at a fraction of what it would otherwise be, because most merchants on either end cannot afford the variance.

Enter The Knights Templar. The Templars built the mechanism that priced the transit. They had fortified houses across Christendom and into the Levant. The houses were staffed by warrior-monks who were sworn to the order and backed by the institutional credibility of the Pope. You could deposit gold in London, receive a coded letter of credit, present the letter in Jerusalem or Acre, and walk out with equivalent gold. The Templars charged a fee for this service, and the fee was the price of monetary transit - the first time in European history that this particular form of uncertainty had a number attached to it.

Two things follow from this, and they're the things you should hold in your mind for the rest of the essay because they recur in every case.

First, the fee was not the rent the Templars captured. The fee was small. What the Templars captured was the position of being the only institution that could perform the conversion. Because they were the only ones, every merchant who needed to move money across long distances had to come to them. Because every merchant came to them, the Templars accumulated working capital on a scale no other institution in Europe could match. Within a few decades, they were lending to kings.

Second - and this is the thing that matters more - once the Templars built the mechanism, capital that had previously been frozen began to flow. Trade between Europe and the Levant expanded. Pilgrim travel expanded. Sovereign borrowing expanded. The Templars did not just enrich themselves. They unlocked an enormous pool of economic activity that had previously been locked out of existence by the absence of a pricing mechanism. This is the deeper point here. The institutions that build pricing mechanisms do not just capture rents. They expand the surface area of what the capital itself can do.

These two points will appear again in every case study in this essay.


Fast forward a few centuries, and The Medici show the move applied to a different unpriceable thing.

By the 1400s, Europe was politically fragmented into dozens of principalities, each with its own currency, each currency fluctuating against the others, each fluctuation governed by political events nobody could predict. A merchant in Florence who needed to pay a supplier in Bruges faced a problem with no good solution. He could send Florentine gold across the Alps, accepting the transit risk the Templars had once solved but which by now was a routine service for which the rents had collapsed. Or he could try to find a Flemish merchant in Florence willing to take his florins in exchange for paying his supplier in Flemish currency on the other end, accepting that he had no way to verify the exchange rate was fair, no way to enforce the agreement if the other side reneged, and no recourse if the political situation changed between the agreement and the payment.

There was no way to put a price on cross-currency commercial settlement in fragmented Europe. The variables - exchange rates, transit times, counterparty risk, sovereign risk, theological constraints on interest - were too tangled. So capital flowed across borders at a fraction of what was possible.

The Medici looked at this problem, decided it needed a solution, and built the bill of exchange. The instrument worked like this. The Florentine merchant walked into the Medici's Florence branch and bought a bill denominated in Flemish currency, payable at the Medici's Bruges branch ninety days later. He paid for the bill in florins, at an exchange rate set by the Medici. The bill traveled to Bruges by courier. The Bruges supplier presented it at the Medici branch and walked out with Flemish currency.

What this did, mechanically, was put a single number - the exchange rate the Medici quoted in Florence - on a bundle of things that had previously been unpriceable. The rate included the spot currency exchange, the ninety-day transit risk, the counterparty risk at both ends, the political risk during the transit period, and an interest component disguised inside the exchange rate. All of these had been individually unpriceable to any merchant working alone. The Medici, who had branches in every major European commercial city, could price them as a single integrated quote because they could see the whole picture.

As a side note, the bill of exchange has one additional feature that makes it the most elegant financial instrument of the medieval period. The Church at that time prohibited usury. Lending at interest was a mortal sin. But the bill of exchange contained an interest component invisibly, embedded in the exchange rate. The Medici were lending at interest while technically only exchanging currency. The Church could not credibly object, because on the face of it nothing forbidden was happening - only a foreign exchange transaction at the market rate, with the rate set by the Medici themselves.

The result was that an enormous amount of European capital that had been locked out of cross-border commerce began to flow. The Renaissance itself was funded by this mechanism. Florence became the financial capital of Europe not because the Medici had more gold than competitors but because they had built the mechanism that put a single price on a bundle of uncertainties no one else could price.

Notice how the structure of the move is identical to the Templars. There was something economically important - cross-border commercial settlement - that capital could not flow to because no one had built the pricing mechanism. The Medici built it. They captured the position of being the only institution that could quote the price. The capital that had been frozen by the absence of the mechanism began to flow through them. The Medici got fantastically rich and European commerce expanded by an order of magnitude.


The Dutch in 1602 show the move applied to a new kind of unpriceable thing: the variance of a single voyage.

By the late sixteenth century, the prize for ambitious European capital was the spice trade with Asia. A successful voyage to the East Indies returned multiples on the investment. An unsuccessful voyage returned nothing - ships went down, were captured by competitors, lost their crews to scurvy, or simply never came back. The variance was enormous and individual.

If you were a merchant in Amsterdam in 1600 with money to invest, you faced a problem. You could fund a single voyage and accept that you might double your money or lose all of it on the basis of factors you could not predict. You could participate in a temporary syndicate that pooled capital across one voyage and dissolved after the voyage returned. Or you could not invest at all. In any case, there was no way to put a price on the underlying business of trading with Asia, because the underlying business was a series of individually high-variance events with no continuous structure linking them.

The Dutch chartered the Verenigde Oostindische Compagnie - the VOC AKA the Dutch East India Company - as a permanent joint-stock company with freely tradeable shares. The innovations were structural and legal. First, the capital was permanent rather than dissolved after each voyage, which meant the company could operate as a continuous enterprise rather than a series of one-off ventures. Second, the shares were tradeable on an open market, which meant any investor could enter or exit at a market-determined price at any time. Third, the liability was limited to the share price, which meant an investor's downside was bounded.

What this did, mechanically, was convert the variance of a single voyage into the price of a share. The share was a claim not on one ship but on the company's entire ongoing operation - a portfolio of voyages, infrastructure, and trading relationships. The price of the share was set continuously by a market of buyers and sellers, who collectively had more information about the company's prospects than any individual investor could. The variance had not gone away; it had been spread across a pool, and the pool had been given a continuous price.

The Amsterdam Stock Exchange, established to trade these shares, was the venue where this pricing happened. Within fifty years, Amsterdam was the financial capital of the world.

The same structural move. The dominant unpriceable thing - voyage variance - could not be priced by any individual. Capital was therefore locked out of overseas trade at scale. The Dutch built the mechanism - the joint-stock company with tradeable shares - that put a price on the underlying business. The capital that had been frozen began to flow. The Dutch captured the position of being the institutional channel through which it flowed. The Dutch Republic, with a population smaller than London, became the dominant commercial power of the seventeenth century.

The Dutch case also illustrates something interesting. The mechanism here was not a technical innovation in the modern sense. It was a legal and organizational innovation. The conversion of voyage variance into share price required a new kind of corporate entity, supported by new kinds of contracts, supported by new kinds of courts willing to enforce the contracts. The "pricing mechanism" was a system of institutions, not a piece of technology. Many of the great pricing mechanisms in financial history have been legal-institutional innovations as much as or more than technical ones.


I could keep going through the centuries and the cases would keep coming. Lloyd's of London in the 1690s built the room in which distributed shipping knowledge could be aggregated into a single insurance price, which made the British maritime empire possible. The Rothschilds in the early 1800s built the multi-capital information network that priced sovereign debt across post-Napoleonic Europe, which made them the de facto central bankers of the continent for two generations. The American investment banks of the late nineteenth century - Morgan, Kuhn Loeb, the rest - built the relationship and disclosure mechanisms that priced corporate debt at the scale required to finance American industrialization. The Federal Reserve in 1913 institutionalized the lender-of-last-resort function that JP Morgan had been performing personally, converting panic-driven liquidity uncertainty into a discount rate. Each of these is the same move, pricing that which was unpriced, in a new substrate.

But I want to land on two modern cases because they show the structure operating in a form that is closest to the present, and because they illustrate two different versions of the same move.


The first is Larry Fink and Aladdin.

In 1986, Larry Fink was running the mortgage-backed securities desk at First Boston. The desk was one of the most profitable in the bank, and Fink was being talked about as a future CEO. Then, in a single quarter, the desk lost a hundred million dollars on an interest-rate bet that went wrong. Fink was fired.

The lesson Fink took from the loss was that he had been pricing complex assets using human intuition, and that human intuition was inadequate to the task. Mortgage-backed securities, by 1986, had become complicated enough that the calculation of what they were actually worth under different interest-rate scenarios was beyond what a trader could hold in his head. The pricing was being done by feel, by analogy to previous trades, by gut, and when the underlying conditions shifted, the gut was wrong.

Fink concluded that the future of fixed income investing belonged to whoever could compute the price of a complex security deterministically - by encoding the contractual terms of the security and running them against the full set of relevant variables - rather than relying on traders to estimate it. In 1988, he co-founded BlackRock with the explicit intention of building this computational apparatus. The apparatus became Aladdin.

Aladdin is, mechanically, a system that takes the contractual terms of a security or portfolio of securities - every coupon, every call provision, every prepayment trigger, every covenant - and computes what the security would be worth under any specified scenario. It does not predict. It calculates. The underlying logic is deterministic. Given the contract terms and the scenario inputs, the price is a calculation, not a guess.

What this did for BlackRock is the same thing the Templar letter of credit did for the Templars and the Medici bill of exchange did for the Medici. It put a single number on a bundle of complexity that human judgment could not price. Asset managers who had previously been unable to see what their portfolios were actually worth under stress scenarios could now see it. Pension funds that had been afraid to hold mortgage-backed securities because they could not compute the risk could now hold them with their eyes open. Capital that had been frozen by the impossibility of pricing complex fixed income began to flow.

BlackRock's rise from a small firm in 1988 to the manager of over ten trillion dollars of assets today is, in structural terms, the same story as the Medici's rise from a small bank in 1400 to the dominant financial institution of Renaissance Europe. The substrate is different - silicon instead of vellum, mortgage-backed securities instead of bills of exchange - but the move is identical. BlackRock built the mechanism that priced what no one else could price. They captured the position of being the institutional channel through which capital could now flow to a previously frozen destination. The capital that then flowed through them was vastly larger than the rents they extracted, because the mechanism unlocked an entire new layer of capital, fixed income investing, that had been impossible at scale.

Aladdin now prices something on the order of twenty trillion dollars of assets, including the assets of many of BlackRock's nominal competitors who pay to use the system. The system has become indispensable. This is what indispensability looks like. This is what every one of these institutions, in its respective era, became.


The second modern case is Renaissance Technologies and the rise of the quantitative funds.

When Jim Simons founded Renaissance in 1982, the dominant assumption in academic finance was that price series in liquid markets contained essentially no extractable signal beyond a few well-known factors. Markets were close enough to efficient that whatever inefficiencies remained were too small, too noisy, or too fast-decaying to be worth pursuing systematically. Most professional investors operated on this assumption, even if they didn't articulate it. Stock-picking was fundamental analysis; trading was discretionary; the residual structure inside price series was treated as noise.

Simons and the mathematicians and physicists he hired treated it as a research problem. Their bet was that the apparent randomness of price series concealed deterministic structure that the right mathematical apparatus could extract. Not predictive structure in the sense of forecasting where the market was going, but statistical regularities - patterns in the relationships between securities, between time intervals, between volume and price, between thousands of variables most market participants did not even measure. If the patterns existed, they could be found. If they could be found, they could be traded.

The Medallion Fund, restricted to insiders, has reportedly earned an average gross return of over sixty percent per year for several decades. It is, by an absolutely insane margin, the most successful trading operation in recorded history. And the structure of what Renaissance built is the move in its purest modern form. They took something that the existing system treated as unpriceable - the residual structure inside apparent noise - and they built the mathematical mechanism that priced it. Capital that had been sitting in inferior strategies because no one had figured out how to extract the residual signal began to flow into systematic trading. Renaissance captured the position of being the firm that could price what no one else could price, and the position generated returns that have compounded at a rate that defies the usual statistical interpretation of trading performance.

What is interesting about Rentech, and about the broader rise of quantitative funds it foreshadowed, is that the substrate is now purely informational. The Templars built physical infrastructure. The Medici built an instrument. The Dutch built a corporate form. Lloyd's built a room. BlackRock built a computational engine. Renaissance built a research apparatus whose only output is the mathematical model itself. The progression across nine centuries is from physical to legal to organizational to computational to purely mathematical. Each substrate is more abstract than the last, which is an interesting note. But the structural move is the same in every case. Identify the unpriceable thing. Build the mechanism that prices it. Capture the position of being the channel through which capital can now flow to a destination it could not previously reach.


If you accept this much, then the question for any era - including ours - is the same one question. Where is capital frozen right now because the pricing mechanism does not yet exist?

There are several answers. The financial exposure of buildings and supply chains to physical climate risk is unpriced in most asset classes; capital is locked out of climate-aware allocation because no one has built the mechanism that prices it credibly at scale. The aggregate value of private companies, which is now somewhere between fifteen and twenty trillion dollars globally, is priced only episodically at funding rounds set by participants with conflicting incentives; capital is locked into a structure where price discovery happens occasionally rather than continuously. The most interesting of these opportunities to me, however, is private credit. Private credit, now a market of well over a trillion dollars, with some firms estimating it has a $30-40 trillion TAM, is priced almost entirely through bilateral negotiation with no public mechanism for continuous price discovery; an entire asset class of immense scale is operating on something closer to medieval commercial settlement than to modern fixed income. I think there are lot of opportunities right now, but the first institution to build the mechanism that puts a credible price on private credit will be a very influential one in the next era of finance.

Now that list could be a lot longer. The point is that in every era, including ours, there are pools of economic value that capital cannot reach because the pricing mechanism has not been built. The institutions that build the mechanisms will occupy positions structurally identical to the ones the Templars, the Medici, the Dutch, BlackRock, and Renaissance built before them.


Capital flows to certainty, but stated more precisely, capital cannot flow to what it cannot price. The mechanism that puts a number on an unpriceable thing, which seems simple at face-value, is the most consequential artifact in financial history, because it is the artifact that allows capital to reach destinations it could not previously reach. Every era has these destinations. Every era has institutions that build the mechanism. The substrate keeps changing. The structure is the same.

This is what capital has been doing for nine hundred years. There is no obvious reason to think it stops now.