Episode 542: Forecasting 101 Applied To Personal Liability And Historians And Practical Goals For Accumulation

In this episode we answer emails from Mike, Jack, and Andrew.  We discuss how to do forecasting using the risk of a personal injury lawsuit as an example, why historians are generally bad a forecasting and a better approach than assuming causation, reveal Ferguson's Law to be a slippery slope argument, and explain how the 25x expenses rule fits real human behavior better than a mathematically correct 20x expenses calculation. Along the way we thank our donors to the Top of the T-shirt Campaign for the Father McKenna Center and go over the results.Links:Walk for McKenna:  Walk For McKenna - Father McKenna CenterUbiquity:  Ubiquity: Why Catastrophes Happen: Buchanan, Mark: 9780609809983: Amazon.com: BooksBreathless Unedited AI-Bot Summary:If you’ve ever caught yourself thinking “I know it’s unlikely, but what if it happens to me,” this conversation is for you. We take three listener questions and use them to practice a skill that quietly drives good investing: forecasting risk with base rates and clear thinking instead of letting scary stories run the show.First, we dig into a classic retirement planning dilemma: keep an old 401(k) for ERISA creditor protection or roll it into IRAs for a simpler setup. We talk through the possibility effect, why asking random opinions often makes you more anxious, and how using AI research tools can quickly surface the kinds of statistics that bring a decision back down to earth. We also lay out the most practical line of defense for personal liability risk: a properly sized umbrella insurance policy that not only covers claims, but also pays for attorneys when you need them.Next, we tackle Ferguson’s Law and the broader genre of “threshold” predictions about US decline, the dollar, and reserve currency fears. We explain why historians and famous experts can be compelling storytellers yet unreliable forecasters, why timeframes make or break any real prediction, and why the most useful response is not panic but diversification, including true diversifiers like managed futures and gold.We close with a psychological question about the 4% rule, safe withdrawal rate planning, and why we often point people to 25x annual expenses instead of 20x even if a higher withdrawal rate might pencil out on paper. If you want a calmer, more actionable way to think about risk parity style investing and retirement, subscribe, share the show with a friend, and leave a review.Support the show

In this episode we answer an email from Cameron.  First, we consider the long history of consumer marketing and how the retail financial services industry fits into it, including reviewing developments in financial services business models over the past century.  In that context, we then break down why the current most popular business models are fear-based, which leads to retirement planning firms pushing “paycheck replacement,” annuities and other inefficient solutions involving buckets, ladders and flower pots.   We also discuss how AUM combined with fear-based business models leads to the biggest current problem in retirement planning -- chronic underspending, and why that is unlikely to change in the near future.And THEN we our go through our weekly portfolio reviews of the eight sample portfolios you can find at Portfolios | Risk Parity Radio.Links:Empire of Things:  Empire of Things: How We Became a World of Consumers, from the Fifteenth Century to the Twenty-First – An Epic History of Goods and the Modern Material Life: Trentmann, Frank: 9780062456328: Amazon.com: BooksPropaganda:  Bernays, Edward L. Propaganda [1928] [1936] : E. Bernays : Free Download, Borrow, and Streaming : Internet ArchiveInfluence:  Amazon.com: Influence, New and Expanded: The Psychology of Persuasion (Audible Audio Edition): Robert B. Cialdini, Robert B. Cialdini, Harper Business: Audible Books & OriginalsPsychology of Human Misjudgment:  Charlie Munger - 24 Cognitive Biases - Human Misjudgment full speech (Improved Audio & Captioned)Thinking, Fast and Slow Summary:  Microsoft Word - Thinking Fast and Slow Book Summary.docExtraordinary Popular Delusions and the Madness of Crowds:  The Project Gutenberg eBook of Memoirs of Extraordinary Popular Delusions and the Madness of Crowds, by Charles MackayFifty Years in Wall Street:  Fifty years in Wall Street by Henry Clews | Project GutenbergWhere Are The Customers' Yachts?:  Where Are the Customers' Yachts?: or A Good Hard Look at Wall Street (Wiley Investment Classics): Schwed Jr., Fred, Arno, Peter, Zweig, Jason: 9780471770893: Amazon.com: BooksClassifying Financial Advisors By Their Business Models:  Interacting with the Financial Services Industry with SC GutierrezWhite Coat Investor Podcast Episode -- (start at 57:30 -- "6 out of 7 retirees are underspending"):  Advanced Financial Planning Q&A for Physicians - WCI Podcast #489Source For The 6 Out of 7 Are Underspending Statistics:  How Do Retirees Actually Spend Their Money?Breathless Unedited AI-Bot Summary:A retirement plan that “feels like a paycheck” can be a comforting story, but comfort is not a strategy. We respond to a listener who sat through a pitch from an Atlanta-area retirement planning firm and walked away hearing the same two levers again and again: income and annuities, followed by taxes and crash fears when challenged. That’s the hook for a much bigger conversation about why so much retirement advice is designed to manage anxiety instead of maximizing outcomes.We trace the roots of modern financial marketing through consumer culture and the persuasion playbook, from early propaganda techniques to the behavioral finance insights that explain how fear and incentives shape decisions. Then we map that history onto the financial services industry itself: the commission era, the loaded mutual fund era, the rise of assets under management (AUM), and today’s shift toward selling “sleep well at night” reassurance. Along the way, we talk about why “income-first” retirement planning can be tax-inefficient, why liquidity and total return matter, and why bucket, ladder, and flower pot strategies often solve for feelings before they solve for math.After the big-picture rant, we bring it back to practical portfolio work. We run through the weekly market snapshot and performance across the show’s diversified sample portfolios, spanning stocks, Treasury bonds, gold, commodities, managed futures, and more. We also detail an OPTRA portfolio rebalance after a long stretch without rebalancing, including exactly what we sold and bought and what the rule-based experiment is meant to reveal.Support the show

In this episode we answer emails from Jon, David, and Trevor.  We discuss teaching teens personal finance without boring them and learning by doing, an early retirement checkup for a high-saving household confirming a $3.6M portfolio can support retirement plans, getting granular on expenses and planning for health care costs, asset location basics, and a useful managed futures white paper.Links:If You Can Book:  Microsoft Word - If You Can.docSet For Life:  Set for Life: An All-Out Approach to Early Financial Freedom: Trench, Scott: 9781947200807: Amazon.com: BooksFIRE For Dummies:  Amazon.com : fire for dummiesSo Good They Can't Ignore You:  So Good They Can't Ignore You: Why Skills Trump Passion in the Quest for Work You Love: Newport, Cal: 9781455509126: Amazon.com: BooksMeketa Managed Futures Paper: MEKETA Trend-Following Managed Futures Paper.pdf - Google DriveBreathless Unedited AI-Bot Summary:Most money advice for teenagers boils down to three lines, yet somehow it still doesn’t stick. We dig into why that happens and how to fix it with a simple shift: stop treating personal finance like a reading assignment and start treating it like a hands-on skill. With no-fee trading, fractional shares, and AI tools that can summarize any classic finance book on demand, the real edge is helping young investors build confidence by actually using accounts, placing trades, and watching what happens.We share book recommendations that still earn a spot on the list, including a short starter PDF that delivers the core principles fast, plus a more modern early-career path-to-financial-independence perspective. Then we make the case that the most important “money book” for many teens isn’t about investing at all. It’s about building skills and career capital so earning, saving, and investing become possible in the first place.Next, we answer a detailed listener question from a burned-out attorney with $3.6M saved who wants to know if he’s basically at the finish line. We walk through how to sanity-check retirement readiness, why expense tracking and health care planning matter, and how to think about asset location for tax efficiency. We also tackle the mortgage decision as the personal part of personal finance, and discuss liquidity options like HELOCs and low-rate brokerage margin as tools to keep flexibility.We close with a listener-shared managed futures and trend following white paper and why managed futures can diversify both stocks and bonds in a resilient portfolio. If you find this helpful, subscribe, share the episode with a friend, and leave a rating and review so more DIY investors can find the show.Support the show

In this episode we answer two emails from Stephen and one from Melanie.  We walk through the eight sample portfolios and talk about what each one represents, discuss how different portfolios are appropriate for different goals and the relevant comparison between two withdrawal rates is the relative difference (e.g., 6.0% versus 4.3% is a 40% difference in annual spending, not a 1.7% difference), and talk about what the performance numbers on the website represent.  We also remind the listeners that additional resources in blog form can be found at Risk Parity Chronicles.  And THEN we our go through our weekly portfolio reviews of the eight sample portfolios you can find at Portfolios | Risk Parity Radio.Links:HedgeFundie Portfolio:  HEDGEFUNDIE's Excellent Adventure (UPRO/TMF) - A SummaryTestfolio Backtest of Aggressive 50/50 Portfolio (also on website):  Portfolio Backtester for ETFs and Asset Allocation | testfolioRisk Parity Chronicles Blog Signup (Free):  Risk Parity Chronicles | Justin | SubstackRisk Parity Chronicles YouTube Channel:  Risk Parity Chronicles - YouTubeBreathless Unedited AI-Bot Summary:A portfolio can look “safe” right up until the moment it isn’t, and nowhere is that clearer than with leveraged stock and bond strategies. We start with a deceptively simple listener question about the Aggressive 50-50 sample portfolio: did we backtest it, and what did the results say? That opens the door to a bigger point about risk parity, diversification, and why “sample portfolio” never means “recommendation” on our site. Some models are references, some are practical retirement portfolios, and some are intentionally risky experiments designed to teach us what can break.Next, we tackle a classic retirement investing debate: should you accept a lower long-run return if it buys you a higher safe withdrawal rate? The answer depends on your goal. If you want to spend more in the early years of retirement, drawdowns and sequence-of-returns risk matter more than spreadsheet projections that assume steady annual returns. We talk through why a 4% versus 6% withdrawal rate is a lifestyle-changing gap, and why a 100% stock portfolio can still fail in worst-case starts even when long-run returns look attractive.We also clear up a common confusion about performance reporting: when a portfolio is “up X% since inception,” those numbers reflect withdrawals as tracked in Fidelity, and you can reconcile comparisons by adding withdrawals back for a rough no-withdrawal view. We point you to Testfolio for running your own backtests with tickers, start dates, and withdrawal rates, then finish with a quick weekly snapshot across stocks, Treasuries, gold, commodities, managed futures, and our experimental portfolios. If this helps you think more clearly about portfolio allocation and retirement withdrawal planning, subscribe, share the episode, and leave a rating or review.Support the show

In this episode we answer emails from David, Olavo, and Nick.  We discuss evaluating a sample portfolio and transitioning, helping parents and other relatives with their situations and milk-shake drinkers, being careful with leverage, large cap growth and small cap value funds for U.K. listeners and adding a 5% allocation of managed futures to a mix.Links:Afford Anything Risk Parity Portfolio Blueprint:  Afford Anything frank-vasquez-risk-parity-portfolio-BluePrint.pdf - Google DriveSteve Eisman Podcast:  P&C Stocks Worth Owning: The AI Hedge with Ryan Tunis | The Real Eisman Playbook Episode 74David's Leverage Analysis:  Portfolio Backtester for ETFs and Asset Allocation | testfolioBreathless Unedited AI-Bot Summary:A portfolio can look brilliant on a chart and still fail the moment real life shows up. We tackle that gap with three listener emails that force the question most investors avoid: what does “good investing” look like when the goal is sustainable spending, family responsibility, and staying out of trouble?First, we unpack a detailed risk parity style decumulation portfolio that blends U.S. growth, small cap value, international small cap value, property and casualty insurers, gold, managed futures (DBMF), and long-duration Treasury STRIPS (GOVZ), plus a small Bitcoin slice. We translate “implied leverage” so you can see the true macro allocation to stocks, bonds, and alternatives and judge whether the mix fits the safe withdrawal rate guidelines many retirees aim for. Then we zoom out: for aging parents stuck with a high-fee AUM advisor and a sister-in-law facing a life insurance payout, we explain why planning comes before portfolio construction, touching health and longevity, taxes, RMDs, spending needs, legacy goals, and the very practical issue of who will manage the money over time.We also go deep on leverage. If you are considering 1.5x exposure using margin at Interactive Brokers, we discuss how to model margin interest, why drawdowns matter more than averages, how margin calls happen, and why a small test allocation beats going “whole hog.” Finally, we answer a UK-specific question with UCITS ETF ideas for large cap growth and small cap value, and we give a quick framework for whether 5% DBMF can move the needle alongside 10% to 15% gold.Subscribe, share this with a friend who is redesigning their retirement portfolio, and leave a review with your biggest investing question so we can address it next.Support the show

In this episode we answer emails from Optimus Bill, Sin Nombre, Darren, and George.  We discuss sizing small bitcoin ETF allocations, identify resources to learn more about managed futures, and talk about how underspending or hoarding strategies are often dressed up in various ways that often have surface appeal, but are ultimately unnecessarily restrictive and lack meaningful or useful purpose.  Basic financial tools like selling shares are meant to be used, not avoided.And THEN we our go through our weekly portfolio reviews of the eight sample portfolios you can find at Portfolios | Risk Parity Radio.Links:Father McKenna Center Donation Page:  Donate - Father McKenna CenterCatching Up To FI -- Donor Advised Funds:  A Donor-Advised Fund For You (Daffy): Democratizing Philanthropy for Everyone | Adam Nash | 200Understanding Managed Futures Paper:  Understanding Managed FuturesDemystifying Managed Futures Paper:  Demystifying Managed FuturesA Century of Evidence on Trend-Following Investing Paper:  A Century of Evidence on Trend-Following InvestingList of Books from Top Traders Unplugged:  Top Traders Unplugged Ultimate Guide to Investing Books.pdf - Google Drive"Follow The Trend" Book:  Amazon.com: Following the Trend: Diversified Managed Futures Trading (Wiley Trading): 9781119908982: Clenow, Andreas F.: BooksExcess Returns Managed Futures Presentation:  Why Most Investors Won't Buy the Best Diversifier | Andrew Beer on Managed FuturesIM Global Partners YouTube Channel (DBMF):  iMGP DBi Managed Futures Strategy ETF Update with Andrew Beer | June 2026Overcoming Underspending Habits To Improve Well-Being in Retirement:  RPR Episode 436 Illustrated: The Two Halves of Your Financial LifeBreathless Unedited AI-Bot Summary:Bitcoin in a risk parity portfolio sounds like a harmless side bet, until you ask the only question that matters: will a tiny allocation actually move the needle, or is it just a story you tell yourself? We dig into the practical reality of a 1% Bitcoin ETF position, why volatility can make small weights matter, and why correlation to tech stocks can feel stable one month and chaotic the next. If you’re considering crypto as a “moonshot” inside a diversified portfolio, we talk about what makes it behave like a levered risk asset and how to keep it from dominating your results.Next, we respond to a listener who wants to learn managed futures and trend following the right way. We lay out a no-fluff roadmap: key papers, episodes to revisit, book recommendations, and ongoing video resources from fund providers. If you’ve been looking at managed futures ETFs like DBMF or KMLM and wondering what they really add to a portfolio, this section helps you separate trading curiosity from allocation decisions, and makes the case for managed futures as a serious diversifier alongside stocks, bonds, gold, commodities, and REITs.Then we tackle a retirement hot button: living off dividend ETF income and never selling shares. We argue that “dividend-only” is often just window dressing for an ultra-low spending plan, and we make the case that selling shares is a normal tool, not a moral failure. We close with our September portfolio review and monthly distributions across the sample portfolios, including leveraged and return-stacked designs, so you can see real-world asset allocation decisions play out.Support the show

In this episode we answer emails from Geraldo, Mark, and Zack.  We revel again in their generosity, talk through reinvesting a big cash balance, setting up liquidity backstops with brokerage collateral, and using variable retirement withdrawal rules and a Portfolio Charts calculator to model the Bob Clyatt 95% rule with a Golden Ratio style portfolio.Links:Father McKenna Center Donation Page (please mention Risk Parity Radio in the comment section with your donation):  Donate - Father McKenna CenterPortfolio Charts Retirement Spending Calculator:  Retirement Spending – Portfolio ChartsMorningstar Report with Variable Withdrawal Strategies Analysis:  Morningstar State_of_Retirement_Income_2025.pdf - Google DriveBreathless Unedited AI-Bot Summary:Cash feels comforting until it turns into quicksand. We start with a listener who sold a home, parked the proceeds, and now feels stuck watching markets and wondering if buying Treasuries “right now” is a mistake. We share the simplest antidote we know: stop waiting for perfect and start using a calendar. When your goal is a durable long-term asset allocation, a schedule-based reinvestment plan can beat fear-based timing, even when the news is trying its hardest to make you panic. Next we get tactical about liquidity. We unpack the real-world tradeoffs between a securities-backed line of credit (SBLOC) and a margin loan inside a brokerage account, including the little frictions people only learn after they call their custodian. The bigger idea is creating a backstop so you don’t have to keep oversized emergency cash or “just in case” bond piles. We also compare these tools to a HELOC and why credit secured by a sizable brokerage account may be less likely to disappear when markets get ugly. Then we pivot to two themes that make the whole plan worth doing. First, Dolly Parton as an example of emulable generosity, not just talent or fame, and why what you do with your resources matters as much as how you grow them. Second, retirement withdrawal strategies: we answer a question on the Bob Clyatt 95% rule, variable spending, and how to model a golden ratio style portfolio using the Portfolio Charts retirement spending calculator. If you want clearer next steps for risk parity style diversification, retirement planning, and spending rules that flex without falling apart, hit play, then subscribe, share the episode, and leave a review.Support the show

In this episode we answer emails from Pete, Mark, and Jack.  We thank our generous donors and share the preliminary results of the Top of the T-Shirt campaign for the Father McKenna Center, discuss recent machinations of the US Treasury Department and why its more of the same old story, and discuss some basics of accumulation portfolios and the preeminence of the Macro-Allocation Principle, and using risk-parity style portfolios for intermediate accumulation. And THEN we our go through our weekly portfolio reviews of the eight sample portfolios you can find at Portfolios | Risk Parity Radio.Links:Father McKenna Center Donation Page (please mention Risk Parity Radio in the comment section with your donation):  Donate - Father McKenna CenterMark's Claude Discussion Link:  ClaudeTestfolio Comparison of Sample Accumulation Portfolios:  Portfolio Backtester for ETFs and Asset Allocation | testfolioShannon's Demon Article:  Unexpected Returns: Shannon's Demon & the Rebalancing Bonus – Portfolio ChartsBreathless Unedited AI-Bot Summary:A tiny Treasury headline can spark a full-blown “the system is ending” spiral, and we get why. So we slow it down and look at what actually matters for investors: how policy actions, inflation expectations, and interest-rate narratives ripple through stocks, long-term Treasury bonds, gold, commodities, and managed futures and why trying to predict the next move usually makes portfolios worse, not better.We also share a meaningful community update as our listener donations push the Father McKenna Center’s Top of the T-Shirt campaign back into a leading spot. The money helps keep real services running for people who need it, and it also reinforces a theme we come back to often: investing is a tool, not the point. Time is limited, behavior matters, and a steady plan beats a dramatic one.From there we tackle an accumulation-phase question that a lot of DIY investors wrestle with: how to split large-cap growth (VUG) with small-cap value (VIOV or AVUV), where to place each fund across taxable, Roth, and pre-tax accounts, and why we don’t assume one style will “win” forever. We dig into the logic of rebalancing and “Shannon’s demon,” plus when it makes sense to upgrade fund choices and when switching creates avoidable tax pain. Then we close with our weekly market snapshot and performance across the eight sample portfolios, including the more volatile leveraged experiments.If you found this helpful, subscribe, share it with a friend who’s doom-scrolling financial news, and leave us a rating and review so more investors can find the show.Support the show

In this episode we answer emails from Kelly and Jose (Joe).  We discuss simple spreadsheet applications for organizing portfolios, review a planned risk-parity style portfolio, discuss issues with transitioning and international fund choices and proportions, and why you should not fear "high market valuations" because risk-parity portfolios already solve for that exact problem, unlike simplistic large-cap weighted portfolios.  In fact, that is one of the main reasons risk-parity style portfolios make for better retirement portfolios with higher safe withdrawal rates.Links:Father McKenna Center Donation Page (please mention Risk Parity Radio in the comment section with your donation):  Donate - Father McKenna CenterRisk Parity Chronicles Free Portfolio Tracker and Explanatory Video:  How to use the RPC Capital Efficient Portfolio TrackerAfford Anything Risk Parity Portfolio Blueprint:  Afford Anything frank-vasquez-risk-parity-portfolio-BluePrint.pdf - Google DriveJeremy Grantham on the Long-View Podcast:  Jeremy Grantham ‘Almost Everything Looks More Attractive Than the US Equity Market’ - YouTubeF. Vasquez EconoMe 2025 Slide Presentation:  F. Vasquez EconoMe 2025 Presentation.pdf - Google DriveBreathless Unedited AI-Bot Summary:Retiring soon and staring at market charts that look “too high” can mess with your head, even if your plan is solid. We hear that anxiety loud and clear in today’s mailbag, and we respond with what actually helps: better visibility across accounts, clear asset allocation targets, and a process you can follow when emotions spike.First, we tackle the nuts-and-bolts problem almost every DIY investor hits: holdings scattered across IRAs, 401(k)s, and a taxable brokerage account. We share a simple way to track everything on one page using a Google Sheet that updates prices automatically, and we talk about how AI tools like Gemini NotebookLM can organize raw account statements into a clean spreadsheet, even adding details like unrealized capital gains. The point is not fancy software, it’s seeing your true portfolio mix so you can rebalance with confidence and avoid constant tinkering.Then we get into portfolio construction: equity levels that feel conservative vs aggressive in a risk parity style setup, when Treasury bond exposure may be on the high side, and how to think about diversifiers like gold (GLDM) and managed futures (DBMF). We also answer practical questions about VTI and VXUS, whether adding a dedicated growth fund matters, and how to split small cap value between AVUV and AVDV without over-optimizing.Finally, we address the big fear: what happens if you invest or rebalance near all-time highs right before retirement? We walk through why a diversified risk parity style portfolio can reduce peak-valuation risk, how safe withdrawal rates look when you test retirement start dates near major market peaks, and why a written execution plan often beats trying to time the perfect day. If this helped, subscribe, share the show with a friend who’s nearing retirement, and leave us a review on your podcast app.Support the show

In this episode we answer emails from Optimus Bill, Mark, and Drew.  We discuss a paper about value factor investing from Wes Gray, Section 351 exchanges, how to stick with the horse your rode in on, a long-run correlation analysis of various assets, and a listener's new financial practice.And THEN we our go through our weekly portfolio reviews of the eight sample portfolios you can find at Portfolios | Risk Parity Radio.Links:Father McKenna Center Donation Page (please mention Risk Parity Radio in the comment section with your donation):  Donate - Father McKenna CenterAlpha Architect Value Factor Investing Paper:  AA-JBISFactorInvesting22LongOnlyValueInvesting.pdfInterview of Wes Gray on Section 351 Exchanges and Other Topics:  Episode 70: Dr. Wes Gray discusses the unique tax benefits of ETFs and other topics of interest, host Rick Ferri | Bogleheads On Investing PodcastMark's Long-Term Correlation Matrix:  correlation_matrix (Mark Figley Episode 533).xlsx - Google Sheets"Minimize Your Miss" Article:  Minimize Your Miss – Portfolio ChartsDrew's Money for Makers Book (Not An Endorsement -- Just A Favor For A Long-Time Listener):  Book | Money for Makers by Drew Feldman, APMA® | WideFrame WealthBreathless Unedited AI-Bot Summary:If your portfolio plan only works when stocks are soaring, it’s not a plan, it’s a mood. We take on a set of sharp listener questions that hit the heart of risk parity investing and modern portfolio construction: when does small cap value truly earn its keep, how should you think about equal-weighted value strategies, and why “liquidity” often matters more to institutions than to everyday ETF investors who rebalance a few times a year. Along the way, we share our core view that the growth versus value split can be more important than the large versus small split for long-term asset allocation.We also dig into an advanced but practical topic for the right person: Section 351 exchanges. If you’re sitting on highly appreciated legacy stocks or a concentrated inherited position, the promise of moving toward a diversified ETF structure without an immediate taxable event is compelling, but the real-world constraints are cost, complexity, and scale. We lay out what we know, who it tends to fit, and why most do-it-yourself investors are better served by simpler diversification steps earlier.Then we tackle the uncomfortable truth: diversification can feel like failure during long stretches when the SP 500 leads. We talk behavior, drawdowns, and why educated DIY investors still need a realistic expectation for underperformance in strong stock years. A listener-built 100-year correlation matrix reinforces the point, highlighting how Treasury bonds, gold, and especially managed futures can bring low or even negative correlation when stocks drop. We close with our weekly portfolio review, including performance snapshots and upcoming rebalancing trades in leveraged allocations.Subscribe for more clear, evidence-based investing talk, share this with a friend building a retirement portfolio, and leave a review so more DIY investors can find the show.Support the show