Investment & Risk
Portfolio construction, risk management, Monte Carlo analysis, and sequence-of-returns risk in retirement.
Sequence-of-Returns Risk: Why the Order of Returns Matters More Than the Average
Two retirees with identical average returns can end up worlds apart, just because of when the bad years arrived. Here's how sequence-of-returns risk works, why it's the most dangerous force in retirement, and the proven strategies advisors use to defuse it.
The 4% Rule and Safe Withdrawal Rates: What It Really Means for Your Retirement
The 4% rule says you can withdraw 4% of your portfolio in year one and adjust for inflation each year after, with a high chance the money lasts 30 years. Here's where the rule came from, what it actually guarantees, the assumptions that quietly break it, and how modern planners use dynamic withdrawal rates to spend more safely than a rigid 4% ever allowed.
Monte Carlo Simulation in Retirement: What a 90% Success Rate Actually Means
Almost every retirement plan is now graded with a probability of success. Almost nobody explains what the number counts, how precise it is, or why a 100% score is usually a warning. Here's how Monte Carlo simulation really works — and how to read the output without being misled by it.
The Bucket Strategy for Retirement: How Time Segmentation Works, What It Costs, and When It Actually Helps
The bucket strategy is the most popular retirement income framework and one of the least tested. Here's how the three buckets work, why the refill rule is the entire strategy, a decade-long replay through two bear markets showing what a cash bucket actually bought and what it cost, and the behavioral case that makes it worth using anyway.
Inflation Risk in Retirement: How Purchasing Power Erodes, Why Retirees Feel It More, and Where the COLA Gap Comes From
Inflation is the one retirement risk that never shows up as a bad year on a statement, which is why it does more damage than the ones that do. Here's what 3% inflation does to a $6,000 monthly budget over thirty years, why a retiree's basket runs hotter than the headline CPI, how a fixed pension and a COLA-adjusted Social Security check age differently, and what actually hedges it.