Episode 548: The Intersection of Biased Skepticism, Shark Jumping (From Ep. 532), And Personal Finance Hoarding Culture

This is the follow-up episode to the "Jumping the Shark" segment in Episode 532 that we promised to create (but wish we didn't have to).  It discusses the fallacies and misrepresentations in the Early Retirement Now blog and its recent posts about Risk Parity Radio.  Due to their defamatory nature and evidence of malicious intent, and for other legal reasons, we will not be republishing those posts.  We will return to our regularly scheduled programming in the next episode.  Thank you for your patience.Links:October 10, 2022 ERN Toolbox Analysis of Risk Parity-Style Portfolio:  ERN Toolbox Analysis of RP Portfolio 10-10-2022.jpg - Google DriveOctober 10, 2022 ERN Toolbox Analysis of 75/25 Portfolio:  ERN Toolbox Analysis of 75-25 Portfolio 10-10-2022.jpg - Google DriveAccompanying Slides:  2022-10-10 ERN Toolbox Portfolio Comparison Analysis.pdf - Google DriveAccompanying Video on Comparative Analysis:  The Real ERN Toolbox Analysis Comparing A Risk Parity Portfolio With A 75/25 Portfolio EconoMe 2025 Presentation:  F. Vasquez EconoMe 2025 Presentation.pdf - Google DriveVideo re Biased Skepticism Generally on ERN Blog:  Episode 532 Bonus: Biased Skepticism and Patterns of Deception In the FI BlogosphereReport on Fallacies and Misrepresentations:  ERNs 72 Fallacies, Mispresentations and Insults In Blog Posts About Risk Parity Radio.pdf - Google DriveAccompanying Slide Deck 1:  Slide Summary 1 of Blog Post Fallacies and Misrepresentations.pdf - Google DriveAccompanying Slide Deck 2:  Slide Summary 2 of Blog Post Fallacies and Misrepresentations.pdf - Google DriveAccompanying Video on 72 Fallacies and Misrepresentations:   How Early Retirement Now Wields Big Fallacies And Insults To Promote Itself At The Expense Of OthersLarge Cap Growth/Small Cap Value vs. S&P 500 Comparison:  Portfolio Backtester for ETFs and Asset Allocation | testfolio2022 Comparison -- RP Portfolios vs. 75/25:  Portfolio Backtester for ETFs and Asset Allocation | testfolioThe Fundamental Problems with Overly Conservative Planning Assumptions:  The Crushing Cost of Conservative Retirement Planning - The Best InterestBreathless AI-Bot Summary:A retirement portfolio argument gets ugly fast when people stop debating results and start debating labels. We pull the conversation back to the one question that matters for real retirees: what survives the worst historical sequences of returns while supporting a meaningful withdrawal rate?We walk through the history behind the Early Retirement Now “toolbox” and revisit the author’s own 2022 backtest of a risk parity style allocation that blends broad US stocks, small cap value exposure, Treasury bonds, and gold. Using the same rules and the same field of play, that analysis shows a materially higher safe withdrawal rate than a simple 75/25 stock bond portfolio, especially around major market peaks where valuation risk and long drawdowns can break the 4% rule.From there, we unpack how portfolio discussions go off the rails: straw man proxies for managed futures like DBMF, return assumptions that handicap diversifiers, cherry picked time windows that erase modern gold behavior, and goalpost shifting that swaps “safe withdrawal rate” for “bull market returns” midstream. We also explain why systematic factor tilting is not stock picking, and how you can sanity check claims with replicable backtesting across multiple tools, including Testfolio.If you care about retirement planning, safe withdrawal rates, and sequence risk, this is a practical roadmap for spotting bad modeling before it costs you years of underspending and wasted time dealing with Biased Skeptics and dishonest rhetoric.Support the show

In this episode we address a cornucopia of topics in emails from Alex, Superb Diamond Range, and Mark.  We discuss the Risk Parity Radio Reddit forum started by listener Adrian, an OPTRA-inspired portfolio with lower leverage and real-world tax location choices, extending managed futures history for better portfolio testing and expectations, why covered call ETFs usually change payouts more than outcomes, using OpenSocialsecurity.com to model claiming strategies, a simple UK-focused risk parity allocation and how to think about equity weight and value tilt, why fees matter less than people think in many modern ETF choices, withdrawal order and Roth conversions as situation-specific decisions that change every year, why good tax advice can add more value than investment tweaks.And THEN we our go through our weekly portfolio reviews of the eight sample portfolios you can find at Portfolios | Risk Parity Radio.Additional Links: Father McKenna Center Donation Page:  Donate - Father McKenna CenterRisk Parity Radio Reddit Forum (courtesy Adrian):  riskparityradioAlex's Portfolio (paywall):  Portfolio Backtester for ETFs and Asset Allocation | testfolioExtending Managed Futures Data back to 1971:  I reconstructed a trend-following return series back to 1971. Here is the methodology. : r/LETFsOne of a Series of Ben Felix Videos on Covered Call Funds: Covered Calls: What People (Still) Get WrongOpen Social Security:  Open Social Security: Free, Open-Source Social Security CalculatorSuperb Diamond Range YouTube Channel:  Superb Diamond Range Podcast - YouTubeMark's Bigger Pockets Interview:  Tax Efficient Ways to Withdraw Money in Early RetirementMark's Slide Presentation:  Alternatives to Sequential Drawdown - Google SlidesBreathless AI-Bot Summary:  Most investing advice gets fuzzy right when you need it most: the moment you stop accumulating and start living off your portfolio. We dig into real listener questions that force clean thinking about risk parity portfolio design, early retirement withdrawals, and the uncomfortable truth that taxes can matter more than the exact tickers you pick.We start with a detailed listener build based on an OPTRA-style framework, including how they adjust leverage, blend stocks with bonds, gold, managed futures, and alternatives, and even work through tax location choices for brokerage versus IRA and 401(k) assets. That leads into a blunt conversation about covered call ETFs and other structured “income” products: what they can do, what they cannot do, and why so many shiny new ETFs are really just higher-fee packaging. We also share a valuable community resource for extending managed futures data for backtesting, plus a practical nod to OpenSocialsecurity.com for modeling claiming decisions.Then we go deep on decumulation strategy. There is no single correct “withdrawal order” because your best move depends on your tax brackets, deductions, healthcare costs, income mix, and what changes year to year. We explain why rigid rules of thumb break, why fourth-quarter tax planning matters, and why paying for strong tax advice can produce more real “alpha” than endlessly tinkering with portfolio allocations.We wrap with our weekly review of market performance and the eight sample portfolios, highlighting how diversification shows up when different assets lead and lag. Subscribe, share this with a friend who’s planning retirement, and leave a review with the question you want us to tackle next.Support the show

In this episode we answer emails from Multi-family Investor, Nathan, and John.  We discuss dual momentum strategies, equity glide paths and the Bengen, Pfau, and Kitces research, letting equity drift higher to reduce rebalancing and transactions, managed futures proxy limits and why commodities are imperfect stand ins, and SDMF versus DBMF.Links:Dual Momentum Explanation Video:  DUAL MOMENTUM | Momentum Trading Strategy by Gary AntonacciPortfolio Visualizer Dual Momentum Analysis Page:  Test Tactical Allocation ModelsBestFolio YouTube Channel: BestFolio - YouTubeBengen Book:  Bill Bengen’s New Book | A Richer Retirement: Supercharging the 4% Rule to Spend More and Enjoy More.John's Summary of Risk Parity Radio Over The Years:  Episode 445: "Funny How" With Listener Humor, Rebalancing Leveraged Funds, And CTA | Risk Parity RadioBreathless Unedited AI-Bot Summary:Dual momentum and risk parity can look strangely similar in a backtest chart, right up until you try to live with one of them in a real retirement portfolio. We take three listener emails and use them to pressure test what matters most when you are optimizing for sustainable spending, low stress execution, and fewer “gotchas” at tax time.First, we react to a clever tactic: brokerage transfer bonuses and how, for large portfolios, account churn can act like an extra slice of return. Then we dig into the big question behind it all: dual momentum versus risk parity. We explain why we are skeptical of strategies that require frequent full portfolio shifts in taxable accounts, how turnover can trigger short term capital gains, and why the missing piece for many people is a simple dual momentum ETF that could handle the trading inside the fund.Next we shift to equity glide paths and sequence of returns risk. We connect classic retirement research from Bengen, Pfau, and Kitces to the risk parity mindset and talk through what the “equity versus non equity” split is really doing for a safe withdrawal rate. We also share a practical implementation idea: sometimes the best glide path is simply letting equities drift higher over time so you trade less.We wrap with managed futures logistics, including the pre 1986 proxy problem and a practical update on SDMF versus DBMF, from swaps and potential tax efficiency to liquidity and costs that do not always show up in the expense ratio. If this helps, subscribe, share the show with a friend, and leave us a review where you listen.Support the show

In this episode we answer emails from Dave, Bob, and Waldo.  We discuss how Monte Carlo simulations differ depending on their basis and how they differ from historical back-tests, the problem of trusting retirement calculators without understanding the assumptions inside them and choosing the correct assumptions, why the Golden Ratio portfolio is built for bad decades, and why a scary brokerage warning screen is often just strategic butt covering and marketing. And THEN we our go through our weekly portfolio reviews of the eight sample portfolios you can find at Portfolios | Risk Parity Radio.Additional Links:Jesse Cramer Best Interest Podcast Episode 134:  Even Financial Advisors Misunderstand Monte Carlo Retirement Analysis (E134)Yours Truly on Best Interest Podcast:  Are You Hoarding, Hustling, or Harvesting in Retirement? - E144The Four Quadrant Model Exquisitely Explained With Illustrations Inspired By Vermeer:  The Four Quadrant Wealth Atlas.pdf - Google DriveFour Quadrant Model Video:  Understanding Correlations and Diversification Using the Four Quadrant ModelMinimize Your Miss Article About The Golden Ratio Portfolio:  Minimize Your Miss – Portfolio ChartsBreathless Unedited AI-Bot Summary:One retirement tool says you’re fine. Another says you’re headed for disaster. If you’ve ever run a backtest, then hit “Monte Carlo” and watched your plan implode, we get why that feels like whiplash and we also know it’s usually explainable.We walk through a listener’s withdrawal-rate question and break down the real reason these results diverge: the construction of the simulation. We explain parameterized Monte Carlo (assumed returns and standard deviation on a normal distribution) versus historical Monte Carlo (scrambled real return data), why fat tails and skewness matter, and how limited datasets for assets like international stocks or REITs can quietly distort the numbers. We also share a simple rule for better decision-making: stop hunting for a “perfect” portfolio in a calculator and start comparing Portfolio A to Portfolio B across multiple tools until the relative story stays consistent.From there, we connect the math to portfolio design. We talk about why worst-case decades drive safe withdrawal rate research, why a decumulation portfolio has different goals than a stock-heavy accumulation portfolio, and how the Golden Ratio approach fits into a four quadrant model across inflation and growth regimes. Then we tackle a very practical worry: Fidelity’s scary designated investments agreement screen when buying a gold ETF like GLDM and why that warning is often more about liability and business model than unique risk.If you find this helpful, subscribe so you don’t miss the weekly portfolio reviews, share it with a friend who’s modeling retirement, and leave us a rating and review so more DIY investors can find the show.Support the show

In this episode we answer emails from Geraldo, Robin, Roy, and Daniel.  We catch up on where we've been and our Camino and the Walk For McKenna, and then shift into discussions of donor-advised funds for charitable giving, a new-fangled auto-callable “income” ETF (a/k/a another "shiny object" -- also check out Episode 504), and review a retirement portfolio and a proposal to shift from a bond fund to individual long term treasury bonds.Links:Daffy CEO Interview:  A Donor-Advised Fund For You (Daffy): Democratizing Philanthropy for Everyone | Adam Nash | 200CAGE/CAIE Descriptions:  Autocallable ETFs | Calamos InvestmentsTestfolio Analysis of CAGE and CAIE vs. VOO:  Asset Analyzer for ETFs, Stocks, and Funds | testfolioRational Reminder on Leveraged ETFs:  The Truth About Leveraged ETFs | Rational Reminder 430ETF Slop Video:  The Rise of ETF SlopBen Carlson Article on Bond Funds vs. Bondsb:  Owning Individual Bonds vs. Owning a Bond Fund - A Wealth of Common SenseBreathless Unedited AI-Bot Summary:A “guaranteed 14% return” headline is the kind of thing that can hijack a smart investor’s brain in seconds, especially when retirement is getting real. We dig into why these slick new income products spread so fast, how auto-callable and options overlay ETFs are structured, and why a big distribution is not the same thing as a better outcome. Our north star stays simple: build for total return, diversification, and tax flexibility instead of buying something just because it feels like a paycheck.We also answer a practical charitable giving question that comes up constantly for DIY investors: should you use a donor-advised fund to support a spouse’s 501(c)(3) charity, and how should you time contributions? We talk through the “trust but verify” checklist with DAF providers, when donating appreciated shares might be even better, and how donation bunching can help if your income varies year to year. If you’re trying to align a risk parity style allocation with consistent giving, this is the clean planning layer that often gets missed.From there, we tackle retirement portfolio mechanics: whether it ever makes sense to swap a long-term Treasury bond ETF (like VGLT) for an individual 30-year Treasury to lock in a coupon. The key takeaway is that long Treasuries in an all-weather or risk parity portfolio are usually held as recession insurance and rebalancing power, not as an income product. Liquidity and the ability to rebalance matter, and simplicity matters even more when you consider what your future self or your heirs will have to manage.If this helped you think more clearly about charitable giving, retirement income strategy, and avoiding shiny object ETFs, subscribe, share the show with a friend, and leave a review. What investing product have you been pitched lately that sounded amazing on the surface?Support the show

In this episode we answer emails from Michael, Matt, and Ron.  We discuss books for a 30-something family man and practical advicbe for approaching non-fiction more efficiently in the age of AI ChatBots, the world's most famous Easy Chair, and how EDV can work in a risk parity style portfolio.  And THEN we our go through our weekly portfolio reviews of the eight sample portfolios you can find at Portfolios | Risk Parity Radio.Additional Links:The World's Most Famous Easy Chair:  Easy Chair.jpg - Google DriveCatching Up To FI Podcast With Yours Truly in Said Easy Chair:  Are Bonds Dead?: Fixed Income Fundamentals (Part 1) | Frank Vasquez | Episode 229Bigger Pockets Money Podcast feat. Yours Truly:  We Built a 5% SWR Retirement Portfolio Using Fidelity in 48 Minutes (Golden Ratio Portfolio)AI Agent Folllies with Hannah Fry:  Why AI Agents are either the best or worst thing we’ve ever builtbBreathless Unedited AI-Bot Summary:Most personal finance advice fails for one simple reason: it ignores where you actually are. We start by answering a listener’s question about book recommendations, but we do it through a framework that makes the whole money world easier to navigate: four investor levels, from budgeting and cash flow, to early-stage investing, to low-cost index fund competence, to more advanced goal-driven portfolio design. Along the way, we call out the “shiny object” traps where media and marketing keep people stuck buying products instead of building skills.From there we get practical about learning efficiently in 2026: use AI to summarize popular personal finance books, compare what overlaps, and only read the ones that truly fit your family. We talk through standout titles like The Psychology of Money, The Simple Path to Wealth, Die With Zero, and Just Keep Buying, then pivot to what matters most for couples in their 30s with kids: getting on the same page. We share resources built for real relationships, including Ramit Sethi’s Money for Couples and a surprisingly useful marriage-centered option from John Gottman that includes guided money conversations.Next, we tackle a classic risk parity investing question: should you use EDV instead of TLT for long-term Treasury bond exposure? We break down bond duration in plain English, why total bond funds like BND can be weak diversifiers against equities, and how Treasury STRIPS funds can change portfolio volatility and sizing. Finally, we run through our weekly portfolio reviews and the current market backdrop, including why managed futures can behave differently when stocks and bonds struggle.If you like data-driven investing with a human filter, subscribe, share the show with a friend, and leave us a rating and review so more DIY investors can find it.Support the show

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