McLaughlin Capital Investments is the umbrella for the company’s investment ventures and real estate — all of it early-stage, self-funded, and built in the open. One thread runs through it: invest for the long term, prove things before trusting them, and be straight about what works and what doesn’t. The Alpha Edge Test is the first venture built and shared in public.
Real estate is one side of the portfolio: property bought and managed directly — usually held for the long term, with the occasional flip when an opportunity is right. It’s early and deliberately modest for now, with room to grow — bought only when it’s understood, then held or improved with patience. Owner-operated capital, not a fund and not open to outside money.
It runs alongside the ventures — like the Alpha Edge Test — under the same discipline: patient, self-funded, and clear-eyed about where each one stands.
The most durable thing to come out of the company’s market experiment isn’t a bet — it’s a method: an independent, out-of-sample way to ask one plain question of any forecast — does it actually beat a fair, hard-to-beat naive benchmark? — scored with standard, published rules, and reported straight even when the answer is no. That method now has a home of its own.
The first model it ever judged was my own. The market experiment below was its founding case study, an example client of sorts: I put my own forecasts through the test, and it returned a verdict of no edge. I published that plainly rather than bury it. That is exactly the independent read the test exists to deliver — the kind of answer I’d want anyone to expect before trusting a model with something that matters.
An automated experiment on prediction markets, run on zero real money. The real thing here isn't a winning bet — it's an engine that tests whether an edge is actually real, scored out of sample against the naive benchmark, and reports the result even when the answer is no. The losses count as much as the wins, and "no edge" is a finding, not a failure. Live numbers stay on a private dashboard — this page is the story, not the scoreboard.
These prediction markets are thin — and the edge is unproven. Even if one ever proved out, only a limited amount could be deployed before bigger orders move the price and erode it; more money isn’t the lever. It’s a self-funded experiment under the umbrella, never the business — and on the evidence so far, the most likely outcome is no edge at all. Where it could go, if it ever earns the right to, is from a notebook experiment toward carrying a little real-world risk on its own small stake — not a service, and not other people’s money.
McLaughlin Capital Investments is a private investment company — the umbrella for the company’s investment ventures and real estate, all of it early-stage and self-funded. It isn’t a fund and isn’t open to outside money; it’s owner-operated capital, invested for the long term.
The discipline is the point: hold for the long term, reinvest rather than withdraw, put survival first, and move slow and steady. New money — into a property or into a venture — only gets committed once it clears a real bar, and the result is reported either way. The market experiment is a clear example: fair tests haven’t found an edge, so no real money has been risked, and that’s stated plainly.
Along the way the experiment produced something more durable than any single bet: a disciplined way I test whether forecasts actually beat the naive benchmark — using standard, off-the-shelf scoring rules — and admit it plainly when they don’t. In a field full of edges that don’t survive a fair test, telling the truth is the point. That method now has a home of its own — The Alpha Edge Test →
Real estate held long-term; the market experiment is paper/simulated, no real money, and the edge is not proven. Not financial advice.
A static snapshot. No service is offered, no clients are accepted, and the company is not open to outside money. © McLaughlin Capital Investments.