Research & Commentary
AI, Technology & Investment Research
Time-weighted returns strip out deposits and withdrawals to judge a manager's decisions. Money-weighted returns include them, which is what an owner's capital actually did. Neither figure is the whole truth.
Stock buybacks are good for the shareholders who stay only when a company pays less for its shares than the business is worth. A buyback is a purchase, and a purchase is only as good as its price.
When an earnings call and a 10-K disagree, believe the filing. The call is what management chose to say; the 10-K is what it was required to disclose, and the deciding fact usually sits in the notes.
An earnout is deferred purchase price, not a bonus: the later payment depends on targets the buyer usually controls. Sellers should value the certain part of a deal as if the deferred part were zero.
Ortega assembled his property collection with cash, held in a family company. For owners deploying sale proceeds, paying outright buys control of the timetable: no lender decides when a building is sold.
The same inflation headline runs every few weeks. For a trader, it's a threat to a price. For a long-term owner, it's something quieter and far more useful — a repeated test of which businesses can keep raising prices and keep producing cash. Here's the distinction most coverage misses.
Gold produces no cash, so its entire return depends on what a later buyer will pay. After an exit it is best understood as insurance against a loss of trust in money — and judged as insurance, not by what it earns.
Farmland as an investment means owning the ground and leasing it to farmers who already know the crop. Bill Gates bought land and a lease, not a farm to run.
A sale paid in the buyer's shares does not end the founder's bet; it moves it to a company they did not build. What was received, what still has to vest, and whether the stock would be owned on its merits decide what remains.
The most useful questions to ask a wealth manager test three things: how the advisor is paid, what access and terms this household actually gets, and what evidence would prove the advice wrong.
Family wealth stays together only while every adult in it freely chooses to. The Pritzkers pooled a fortune with no way out, and the split arrived anyway — in court, on the worst available terms.
The engine is sold near cost, and the money arrives over the following twenty-five years in mandated overhauls, spare parts and service contracts. A thin front end is often what a long, durable cash stream looks like.
What the buyer paid for was not the assets but a recurring stream of cash that arrives whether markets rise or fall. Prefer earnings that keep showing up over earnings that need everything to go right.
The question under every allocation decision is whether a business controls its spending or the spending controls it. Capital that only restores a baseline competitors already set does not compound — it circles.
When a shared resource becomes the constraint, the durable cash accrues to whoever controls or relieves it rather than to the demand story. Those businesses still collect the toll long after the headlines move on.
Revenue that never converts into repeatable, owner-controlled cash is a story rather than growth. Three plain questions separate the businesses whose cash actually compounds from the ones with a good chart.
The seasonal pattern is real, but it describes how shares change hands rather than the cash a business will generate over the next decade. Price is a vote; cash flow is a weight.
A competitive advantage is only real once it shows up in the cash a business keeps after paying to stay alive and grow. Treat the word as a question to be tested over years, not as an answer.
Telecom and social media rode the same wave of optimism to opposite outcomes, and the difference was how quickly spending turned into recurring cash. Being right about the technology has never been enough.
More than a century of evidence rewards holding over trading, but the record turns on what is held. The businesses whose cash flow grew most reliably rewarded the owners who left them alone longest.
The durable protection against inflation is not a hedge but ownership of businesses whose pricing power turns higher prices into growing cash. Inflation is a stress test best passed by owning the right things beforehand.
Reported profit is an accountant's considered opinion; cash is closer to a fact. An earnings collapse can be almost entirely an accounting artifact while the cash the business generates barely moves.
Index funds won on relentless cost discipline and a design that made owners harder to spook. Their size-weighted structure is also a precise map of where that design stops helping.
Researching a business through direct conversation with its customers, suppliers and former employees is not a new skill for someone who has built a company. It is the same habit, pointed outward.