Hero Background

The AlgorithmicFIRE Curriculum Review

Our data-driven posts provide comprehensive resources to the math, the risks, and the strategies of Financial Independence/Retire Early (FIRE). In our Curriculum Review, we provide a summary of key posts to quick-start your journey. (Not all topics about which we have written are covered in this review.)

Financial Tools

Model Portfolios

HOT

Explore curated trend-following portfolios or build your own custom allocations using the AI Portfolio Architect.

View Portfolios

Dashboards

Live indicators, macro-level asset exposure, and full-market performance analytics.

Financial Calculators

Access our research-grade Portfolio Simulator, Safe Withdrawal Rate (SWR), and Roth/Traditional IRA/401k maximization tools.

Launch Tools

Recent Posts

View by Topic →

Could the Upcoming Mega IPOs Cause Substantive Price Drops Across the Public Markets?

Index funds will soon have to sell substantial holdings in order to raise the cash required to purchase shares in the upcoming IPOs of SpaceX, OpenAI, Anthropic, and others. This could cause a substantive price drop across the public markets. In this post we investigate the relative sizes of the various funds and the required cashflows to meet the demand.

Read Article Video Included

The Rise Above: Visualizing the Efficiency of Trend-Following

Is your portfolio achieving genuine alpha, or simply increasing volatility for marginal returns? We analyze the Selection Matrix and why vertical scaling (Efficiency) carries more weight than linear growth (CAGR).

Read Article Video Included

Roth vs. Traditional IRA: A Full Lifecycle Analysis

The single most common Roth vs. Traditional question is "which is better?" We modeled the entire wealth lifecycle—from your first dollar saved to your last dollar spent—across thousands of scenarios to find out.

Read Article Video Included

Considering retiring early, but worried about healthcare (ACA) costs?

With some financial engineering, you can reduce (and possibly eliminate) the cost of ACA coverage.

Read Article Video Included

Buying Insurance for Your Portfolio: Put Options vs. Trend Following

Trend following isn't the only way to protect against downturns. We compare trend following to the "guaranteed" protection of put options, and calculate the true cost of that certainty using.

Read Article Video Included

Simplified Roth Versus Traditional IRA Conversations May Be Costly

The discussion is frequently reduced to comparing your current tax bracket to your expected tax bracket in retirement. While simple, this comparison is incomplete.

Read Article Video Included

Can You Afford an Investment Advisor?

The question isn't whether you can afford an advisor, but whether the long term costs of an advisor are worth the money; which will be measured in hundreds of thousands of dollars.

Read Article Video Included

Hope Is Not a Strategy; Retirement Takes Planning

You must have a savings plan, and a withdrawal plan; either can come first. We will show you how to make both plans so you have a clear path to retirement.

Read Article Video Included

Capital Gains Tax Impacts on Trend Following Strategies

Retirement accounts are generally tax deferred, but if you have taxable accounts you should be aware of the tax implications of increased trading frequency.

Read Article Video Included

Defending Your Savings Against Significant Downturns

What happens if the market doesn’t just "dip," but stays down for a decade or more? We explore strategies to safeguard your savings from prolonged stagnation.

Read Article Video Included

U.S.-Based Investors Think the Worst-Case Scenario is the Great Depression or GFC. Other Countries Disagree.

When investment planning for retirement, it is important to consider all possible outcomes. We take a look at Japan in the 1990s to redefine "worst case".

Read Article Video Included

The 4% Rule Is Dead, Here's What's Replaced It

The 4% rule, which we wrote about in our post regarding Safe Withdrawal Rate, was established back in 1994. Since then, many alternatives have been suggested. We review the major alternatives.

Read Article Video Included

Variable Withdrawal Rates Enable Increased Retirement Income

But why do they work? Why not just start with a higher withdrawal rate?

Read Article Video Included

It's OK to Put Off Retirement Savings Until You're Older - It's Easier Then...

Except it's not. It is actually harder, unless you get lucky.

Read Article Video Included

Does Using a Safe Withdrawal Rate Mean I Likely Die With No Money?

No, in fact, you are likely to leave behind substantial assets. Plan for it.

Read Article Video Included

Your Index Investments Likely aren't as Diversified as You Think

Large cap indices are dominated by a few large stocks. What to know and how to get more diversified.

Read Article Video Included

Safe Withdrawal Rate For Shorter Retirements

Not everyone needs a 30 year retirement. How does Safe Withdrawal Rate change for shorter retirements?

Read Article Video Included

Safe Withdrawal Rate Failure & Success Rate Dashboards

What happens if your Safe Withdrawal Rate (SWR) is too high? A look at history and some tips for recovery.

Read Article Video Included

What is SWR in Finance? Safe Withdrawal Rate Meaning & Guide

Safe Withdrawal rate (SWR) is the key to answering “Am I (financially) ready to retire?”

Read Article Video Included

Understanding Sequence of Returns Risk

A critical risk factor that can make or break your retirement portfolio, regardless of average returns

Read Article Video Included

Average Return - It’s Not What You Think

Compound Annual Growth Rate (CAGR) is the proper way to express investment returns over a period, not (arithmetic) average

Read Article Video Included