Investing & Portfolio

The portfolio may be passive. The investor never is. Every square of the meme, annotated: what each debate really asks, and which ones actually matter.

A 20bp optimization that costs $2,000 a year in effort needs $1M of assets just to break even. A framework for when the next optimization is not worth it.

28% of finance-trained subjects went bust betting on a 60% coin. The Merton share sizes risk with a formula. Does the dynamic version beat 100% stocks?

A $4,800 whiskey bottle has to sell for $11,109 in 10 years just to match a 7% portfolio. What the research says about cards, wine, and art as investments.

Skip each decade's 10 best days since 1930 and 19,975% becomes 45%. Skip the 10 worst too and you beat buy-and-hold. Why that chart proves less than it seems.

At 20% a year, $1 million compounds into over $9 billion in 50 years. So why do reliable 20-30% return claims collapse under scrutiny, and what should DIY investors expect?

Four Nobel laureates built the theory of lifetime saving and spending. Why does retirement planning still run on rules of thumb like the 4% rule?

Ben Carlson says the best inflation hedges are a good job, a fixed-rate mortgage, and stocks. Two of the three aren't technically hedges. Here's what the research says.

VBR is cheaper, but AVUV targets deeper small-cap value with profitability screens. What the research says, how VIOV and VTWV compare, and whether switching is worth the fee and tax.

High risk tolerance gives you a bigger risk budget. Spend it on risks you get paid to bear, like the broad market, and keep speculation small enough that a total loss can't break your plan.

Does GPIQ beat the S&P 500? On Goldman's own numbers it trailed since inception. Why the 'cash kicker' and '99% tax-deferred' pitch don't add wealth.

A stock growing earnings 20% a year can still return only the market average once its multiple normalizes. Why growth describes a company, and the price you pay drives what you actually earn.

A value ETF returned 82% in a year while holding 25% in Micron and ~40% tech. Why strong returns can hide concentration, what the index methodology did, and how to check if your value fund actually diversifies you.

QQQ holds great companies chosen by an arbitrary rule: where they list. Why I skip the Nasdaq-100, what I own instead, and how to unwind big QQQ gains tax-aware.

SCHD is a good fund I do not own. What its dividend screen buys, what a 3.2% forced yield costs in taxes, and why I tilt with AVUV, AVDV, and AVGV instead.

Ben Felix holds his public equities in one fund. When is one fund enough, when do taxes justify more, and where does diversification turn into clutter?

SGOV and USFR are both Treasury cash ETFs, but not the same fund. SGOV holds 0-3 month T-bills; USFR holds floating rate notes. How they differ, how each is taxed, and which to pick, with an after-tax yield calculator.

A 100x stock taught me that being right is worthless unless the bet is sized to matter. What the evidence, poker, and the Kelly criterion say about sizing speculative bets.

Factors are not dead, but the durable premium is smaller than the backtests and much of it is eaten by costs. What the research says and how to size a tilt you can hold.

AVUV is the cheaper, more liquid default; DFSV is the closest substitute and tax-loss partner; BSVO is the deeper-value specialist. Factor exposure, fees, capacity, and tax.

AI can lower inflation, but a productivity boom can raise the real neutral rate by about a point. Why experts split, and how to build a plan that survives either way.

Index funds are the better default for most DIY investors; a rental is a leveraged local business that must clear a hurdle. How demographics, leverage, and taxes decide it.

For most DIY investors, 0% crypto is reasonable; 1-2% is the evidence-based range for those who want exposure. Why sizing, not the yes/no debate, is the real question.

An opinionated, tiered, evidence-based reading list: the durable core, the gateways you graduate from, deeper portfolio books, history for humility, and what to skip.

There are more US fund products (12,843) than companies. Indexing is the right default, but which index, how much risk, and for which goals is the real work. With a calculator.

Accredited investor status changes which private deals you can be offered. It does not make them better, more suitable, or higher returning. Plus accredited vs. qualified purchaser, the evidence, and a suitability calculator.

Yale returned 11.1% in 2025 with private equity and hedge funds. Should you copy it? Why the endowment model works for Yale, why Swensen told individuals to index, and a hurdle-rate calculator.

Reliable lifetime income changes how much risk your portfolio can take. When guaranteed income means more stocks, when a fixed nominal pension does not, and how RMDs fit. With a floor-coverage calculator.

Many investors hear that 75% of S&P 500 returns come from dividends. The real attribution is about 31% to 33%. What actually drives long-run stock wealth, with a calculator.

Savings rate or investment returns: which matters more? It depends on your contribution-to-portfolio ratio. The math, the five-stage lifecycle, and a calculator that names your current bottleneck.

A volatile, low-correlation diversifier can raise a portfolio's compound return when you rebalance, even when it looks bad on its own. The math, the evidence, and the limits.

AVUV and AVDV are both Avantis small-cap value ETFs, but not the same fund. AVUV covers U.S. stocks; AVDV covers developed international. How they differ and why own both.

Are we in an AI bubble? You can't know in real time. Bernstein's four signs are a behavioral checklist for spotting a mania. A skeptic's guide with an exposure stress test.

AQR funds cost 50x a Vanguard index fund. When is that justified? An evidence-based look at QMHIX, QSPIX, Fusion, and tax-aware long/short for the cost-conscious DIY investor.

You already own REITs at market weight inside VTI and VT. A dedicated sleeve is an optional tilt, not a required asset class. When it makes sense, and where to hold it.

Emerging markets are 12% of the global market, trade at a forward P/E of 12 vs 19 for developed markets, and just returned 51% in a year. How much should you own?

Global stocks rose 1,400% while Japan's gained 49% from 1987 to 2018. What Japan's lost decades teach about single-country risk, value, vintage risk, and global diversification.

Positive stock-bond correlations did not kill diversification. Bonds hedge growth shocks, struggle in inflation shocks, and higher yields now help. An interactive stress test.

Damodaran's SpaceX valuation, the DCF method, and an interactive 'what has to be true?' explorer. Why valuation is worth learning but stock-picking rarely beats indexing.

A bedtime-story joke portfolio that eats small-cap value, bonds, gold, T-bills, and trend. Over 10 years it earned less than 60/40, with half the drawdown.

A 60/40 looks diversified, but equities can drive 90% of its risk. What risk parity really is, whether to lever it, and when it beats a simple Bogleheads portfolio.

The S&P 500 is not the 500 biggest stocks or the whole market. It is a committee-governed large-cap index. Why it became the baseline, and how VOO, IVV, SPY, VTI, and VT differ.

36% VTI, 24% VXUS, 40% AVGV: a Boglehead core with a global value tilt. The X-Ray, the equity style box, the evidence, and an interactive tilt explorer. Who it fits and who it does not.

Your broker's default cost-basis method silently picks your taxable gain. Learn SpecID, FIFO vs HIFO vs average cost vs MinTax, and how lot selection cuts the tax when you sell or rebalance.

A rumored DFA sale is no reason to panic-sell, but it exposes a risk DIY investors miss: fund-sponsor and strategy-drift risk, plus the tax lock-in of bespoke factor ETFs in taxable accounts.

The most heavily marketed financial products are often the most profitable for the seller. Learn the five marketing tactics, six risk lenses, and a hurdle calculator to evaluate any product.

Robinhood now lets an AI agent trade a dedicated account. The investing evidence on agentic trading, the conflict of interest, and who it actually fits.

A cash-secured put is a conditional buy commitment, not free yield. The Micron case, the index put-writing evidence, the tax math, and who it actually fits.

Volatility describes how returns vary. Pain describes how it feels to live through them. Learn when each risk metric matters: standard deviation, max drawdown, time underwater, Pain Index, and Ulcer Index, with a side-by-side calculator using 98 years of Damodaran return data.

Bengen's 1994 paper warned against pulling back from stocks after a bad early market. His 2026 recommendation moves toward doing exactly that, via third-party perceived-risk services. What the evidence supports, and what it doesn't.

Stop-loss orders feel like portfolio insurance. The evidence says they usually aren't. What stops do, what they don't, and when they actually help.

Buying is the easy half. Selling a lucky winner means navigating taxes, anchoring, regret, and concentration. What the evidence supports.

Donating appreciated stock is tax-efficient. A DAF can be a useful wrapper. Neither makes charity free. The mechanics, the 2026 OBBB changes (0.5% AGI floor, 35% deduction cap, $1k/$2k non-itemizer cash), and an after-tax cost calculator.

A viral tweet imagines putting your entire net worth into Treasury bonds and living off the coupons. The math is seductive and the implementation is mostly wrong. After-tax-real income, TIPS, I-bonds, and an interactive calculator that shows what the coupon actually buys.

AVGV bundles a global value, profitability, and smaller-cap tilt into one ETF that rebalances itself. A deep-dive review and a calculator comparing AVGV to a DIY basket of Avantis ETFs.

A trillion-dollar IPO with a 5% public float is not the same as a trillion-dollar IPO with 90%. Free-float adjustment, seasoning rules, and the methodology differences between CRSP, S&P 500, and Nasdaq-100 decide how much exposure your index fund actually takes. Includes a Mega-IPO Index Impact Calculator.

Direct indexing is heavily marketed to high earners, but ETF tax-loss harvesting already captures most of the value for many. A skeptical primer comparing ETF TLH, long-only DI, and long/short TALS, with an interactive decay visualizer.

At 5.03% nominal and 2.74% real on May 12 2026, Treasury and TIPS yields set the hurdle every risky asset has to clear. The framework, the common mistakes, and a Hurdle Rate Check calculator.

HML is the academic version of value investing: a transparent, rules-based long-short factor that asks whether cheap stocks outperform expensive ones. What the evidence says, how it differs from AQR and Avantis, and a Value Tilt Pain Test calculator.

Elroy Dimson's Rational Reminder interview, distilled. Easy data bias, U.S. exceptionalism, the GDP-vs-returns gap, and a stress tester that shows how much your plan depends on the equity risk premium.

Most people expect investing to be about having an opinion. Systematic investing is about having a process. The evidence, the levels ladder, and the friction calculator that quantifies how small mistakes compound.

Vanguard's 1926-2009 data shows monthly, quarterly, and annual rebalancing produce near-identical risk-adjusted returns. The real questions are bands, cash flow, and taxes. With an interactive checker.

RSSY is not a high-yield ETF. It stacks U.S. equity exposure with a systematic futures carry strategy. Here is what futures yield actually is, what the prospectus discloses, and how the live track record compares to the S&P 500.

Farmland and timber are real asset classes, but the wrapper is the catch. See what platform fees, lockups, and taxes do to your net return vs. public REITs.

Dividend yield misses most of how US companies actually return cash. Boudoukh-Michaely-Richardson-Roberts (2007) showed net payout yield (dividends + buybacks - issuance) has stronger predictive power. With a Net Payout Yield Decomposer.

The US is 26% of global GDP and 63% of MSCI ACWI. Ritter (2005) found cross-country GDP-equity correlation is negative. Five links separate GDP from per-share return, and a GDP-to-Stock-Return Bridge calculator walks every one.

The Fed sets one rate (FFR target). Everything else is markets. The yield curve = expected short rates + term premium, r-star is unobservable, mortgage rates aren't Fed funds + spread. With a Bond Duration Shock + Reinvestment Risk calculator.

Why the viral R² = 0.73 forward P/E vs. 10-year return chart looks more certain than it is. Rolling-window overlap, persistent regressors, and a Monte Carlo demo of spurious R²-with the BRW (2008), Stambaugh, and Goyal-Welch evidence behind it.

Account labels are wrappers; risk and return live at the household level. Reichenstein after-tax, Viceira human capital, the asset-location 80/20, and a Household X-Ray calculator with location flags.

Markowitz's portfolio choice for individual investors. Two-asset variance with correlation, the 'correlations go to one' supplement, the marginal-fund test, and a portfolio impact calculator.

How leverage relates to MPT and Sharpe, what Ayres-Nalebuff actually argued, FINRA Reg T and 25% maintenance, the margin-call drawdown formula, daily-reset path dependency, tax wrinkles, and a Margin Stress Test calculator.

The Fama-French RMW factor, Novy-Marx's gross profitability, out-of-sample evidence (Wahal, Linnainmaa-Roberts, Harvey-Liu-Zhu, McLean-Pontiff), the Avantis-vs-Dimensional cash-vs-operating disagreement, and a tilt + tracking-error calculator.

Nick Maggiulli's six wealth levels, the 0.01% rule, UBS distribution data, and the liquidity / age / geography corrections peer book reviews skip. With total-vs-liquid calculator.

TALS for HNW taxable investors: AQR's loss-capacity research, the gain-deferral surprise, Section 1259 caveat, SMA pass-through, and a hurdle calculator that refuses to estimate alpha.

The popular 7% real figure is U.S.-only and often quoted as an arithmetic mean. The globally diversified geometric historical mean is closer to 5% real. Here is where each number comes from, why the gap matters for your planning, and what to do about it.

AQR tested 196 buy-the-dip rules; most lost. Vanguard, Dimensional, PWL, and Morningstar agree. The empirical case for investing today, with a cost-of-waiting calculator.

Nick Maggiulli's accumulation rule, what it gets right, the savings-vs-returns crossover most peer posts miss, and which dollars it doesn't apply to. With calculator.

CAPE near 40 doesn't mean sell. It means lower your forward return assumptions. The academic evidence on valuation ratios as long-horizon return forecasts, the valid criticisms of CAPE, and an interactive calculator for your own assumptions.

Long-run stock history is relevant because it shows returns are regime-dependent, not because it produces a clean 6-7% real constant. McQuarrie's data corrections, the international evidence, the railroad case, and a calculator that compares terminal wealth across five historical regimes.

Stocks lost to bonds for 20, 41, and even 68 years in a row. Your retirement plan needs to survive that scenario. Here's what 220 years of data show.

Trend-following managed futures can diversify across regimes, but they're not magic. Here's the evidence, the tradeoffs, and who should and shouldn't use them.

Covered-call ETFs distribute 8-12% per year while the underlying strategy earns far less. Here's the academic evidence, the tax drag, and who they actually fit.

Return-stacked ETFs (NTSX, RSSB, RSST, SPLS) promise diversification without sacrificing equity. Here's the hurdle-rate framework for evaluating any of them.

Mega-IPOs from SpaceX to OpenAI are coming. Here's the academic evidence on IPO returns, the first-day-pop trap, and what indexers actually own.

58% of U.S. stocks since 1926 lost to Treasury bills lifetime. Just 4% account for all stock-market wealth. Here's why broad diversification wins mathematically.

Long horizons do not repeal risk. Russia 1917, China 1949, and Japan's 51-year climb to guaranteed non-negative real returns show that time alone does not make stocks safe. Bernstein's four deep risks, DMS global evidence, and why global diversification still matters.

VTI and VOO are 99% correlated with 87% overlap. VTI is the more principled choice. VOO is perfectly fine. The bigger mistake is obsessing over this decision instead of the ones that actually matter.

RSU-heavy tech workers are already concentrated in U.S. mega-cap growth before buying a single ETF. Here is why the standard index fund portfolio has gaps, and what to do about it.

The 60/40 portfolio, Vanguard's target-date glide path, and Cederburg's all-equity research are not competing answers to the same question. Here is what each approach actually solves, who it is for, and who it is not for.

Volatility is not the real enemy. Inflation, deflation, confiscation, and devastation are. Here is Bernstein's framework for understanding what can permanently impair your purchasing power, and what you can actually do about each.

VTSAX is an excellent U.S. stock fund. But treating it as a complete global equity portfolio confuses simplicity with concentration and mistakes foreign revenue for true international diversification.

A portfolio split across VOO, QQQ, VGT, and a few tech stocks can still put 26% of your money in three companies. Ticker count is not diversification. Here is the evidence.

Equal thirds in VOO, QQQ, and SCHD looks like three different bets. It is actually one: U.S. large-cap stocks with a growth/dividend barbell and zero international exposure. Here is what the data shows.

Index investing is better understood as delegated management. Someone chose the rules, the screens, and the reconstitution schedule. Here is where the discretion actually lives, and why broad indexing is still a good idea.

Fidelity's ZERO funds are fine investments. But '0.00% expense ratio' draws attention to the least important basis points while hiding proprietary benchmark risk and narrower market coverage.

Lump sum investing beats DCA 67% of the time. But the real question is when it doesn't. Explore 98 years of S&P 500 data with an interactive calculator and see which strategy won in every starting year since 1928.

Growth investing buys expensive companies with strong fundamentals. Momentum investing buys whatever is going up. They hold the same stocks for completely different reasons, and the academic evidence favors one over the other.

When a company pays a dividend, its stock price drops by the dividend amount. You are not richer. This guide walks through the mechanics, the tax trap, why dividend capture fails, and why dividends still exist if they are not free money.

Apple earns 60% of revenue outside the U.S., but its stock still moves with the S&P 500. Domicile matters more than revenue. See the correlation data, the CAPE valuation gap, and what the lost decade taught us.

U.S. market dominance over the past 15 years is the exception, not the rule. Global markets trade at significantly lower valuations. Here is the evidence for owning the world, not just America.

Your first 90 days as an investor. Prioritize spending, open the right account, pick two index funds, and let compounding work. Evidence-based, no jargon, with an interactive compound interest calculator.

Small-cap value has outperformed the S&P 500 by 3% annually since 1927. The catch: you have to survive decade-long droughts. Here is the academic evidence, the risk, and why the premium probably persists.

AVUV, AVDV, and AVGV turn decades of academic research on size, value, and profitability into investable portfolios. Here is what each fund does, how they compare to Dimensional alternatives, and who they are not for.

Learn how to match your bond portfolio duration to your liability timeline, reducing interest rate risk and ensuring your assets are there when you need them.

Single-stock concentration increases volatility without increasing expected returns. Learn how to measure concentration with HHI, run the sell-vs-hold math, and use multi-year projections to build a diversification plan.

Learn how tax-loss harvesting works, from wash sale rules and capital loss netting to replacement fund strategies. See a worked example of the tax benefit calculation and understand when TLH is worth the effort.

Your biggest asset in your 20s is future earnings, not your portfolio. Learn why "100 minus your age" is too conservative and how lifecycle theory, human capital, and glide paths shape smarter asset allocation by age.

Go beyond simple returns. Factor models decompose your portfolio performance into systematic risk exposures like market, size, value, and momentum.