Latest published articles

Infrastructure Investing: Boring Assets, Great Returns

Every civilization runs on infrastructure. Roads, power lines, rail tracks, fiber optic cables. Nobody thinks about them until they stop working. Then suddenly everyone has very strong opinions. Infrastructure is the plumbing of the economy. Invisible when it works, catastrophic when it does not.

How to Value Stocks in Volatile Markets

Here is a fun exercise. Open your brokerage app right now and look at any AI stock – pick one, does not matter which. Check the 52-week range. There is a very good chance the high is double the low, maybe triple. Palantir swung from $17 to $80 in 2024. Super Micro Computer went from $230 to $1,200 and then back to $300 in approximately the same time it takes to binge a Netflix series. NVIDIA moved 15% in a single week multiple times this year. These are not penny stocks on some obscure exchange. These are large-cap companies with real revenue, real engineers, and real products. And yet their stock prices behave like the heart rate monitor of someone who just discovered espresso.

Why Strong Companies Get Stronger After Recessions

Here is something most people get backwards about recessions: they are not equal-opportunity destroyers. Recessions do not punish all companies equally, the way a storm soaks everyone on the street. They are selective. They hunt the weak, the leveraged, the companies that were surviving on cheap credit and good vibes. And when those companies stumble or disappear entirely, the strong ones do not just survive. They expand. They take market share. They hire the best people who are suddenly available. They negotiate better supplier deals. They come out the other side bigger and more dominant than when they went in. If you understand this dynamic, you understand one of the most reliable patterns in investing.

How Government Bailouts Actually Affect Markets

When governments start writing enormous checks to rescue failing institutions, every investor needs to pay attention. Not because it is exciting political theater – though it always is – but because these interventions fundamentally reshape who wins and who loses in markets for years afterward. The 2008 bank rescues, the 2020 pandemic stimulus, and the quantitative easing experiments that followed were not just emergency measures. They were wealth redistribution events disguised as policy. Understanding the mechanics is not optional if you want to protect your purchasing power.

The Market Recovery Playbook for Smart Investors

Every bear market in history has ended. Every single one. The ones that felt like civilization was collapsing, the ones that wiped out decades of paper wealth overnight, the ones where serious people on television said “this time is different” – all of them ended, and what followed was a recovery that made patient investors extremely wealthy. The pattern is so reliable it is almost boring. And yet, most investors miss it every time, because recoveries begin when the world still looks terrible.

How to Rebuild Your Portfolio After a Crash

Every portfolio crash feels uniquely terrible while you are sitting in the middle of it. Your screen is red. Your stomach is doing that thing. You start doing mental math on how many more years you will have to work. And then, somewhere between the third glass of cheap wine and the fifth doom-scroll through financial Twitter, you start making decisions. Bad ones. The kind you will regret for decades. I know this because I have been there, and because the math on regret compounds just as reliably as the math on returns.

What Bank Failures Teach Us About Risk

Banks are strange businesses. They take your money, lend most of it to strangers, keep a thin slice as reserve, and then promise you can have it all back whenever you want. This works perfectly – until it does not. And when it does not, the results are spectacular in the worst possible way. In 2023 alone, Silicon Valley Bank, Signature Bank, and First Republic collapsed in a matter of days. Credit Suisse, a 167-year-old institution, was forced into a shotgun merger. These were not small-town banks run by amateurs. They had risk committees, chief risk officers, and thick binders of regulatory compliance. None of it mattered when the fundamental trust broke down. If you invest in bank stocks – or simply keep your money in a bank – understanding why banks fail is not optional. It is basic financial literacy.

PascalFi

PascalFi explores the intersection of quantitative methods and practical investing. Named after Blaise Pascal, the mathematician who laid the groundwork for probability theory, this blog applies data-driven thinking to investment decisions. The art …

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