Research & Insights

Earnings intelligence, guides, and market analysis for serious investors.

Frameworks

May 25, 2026

Reading Form 4 Filings: Which Insider Buys Predict Returns

Not all insider buys are signal. Here's how to separate informed open-market purchases from option exercises, 10b5-1 noise, and reflexive CEO PR buys.

Insider BuyingForm 4SEC Filings
Frameworks

May 25, 2026

Segment Reporting Changes: What Management Is Hiding

When a company restructures its segment reporting, it's rarely cosmetic. Here's a framework for spotting what's being buried — and what to do about it.

FrameworksAccountingDisclosure
Frameworks

May 25, 2026

When to Trim a Winner: A Three-Lens Framework

Trimming a winner is harder than buying one. Here's how to separate thesis decay, valuation stretch, and position-size risk — and act on the right one.

Portfolio ConstructionRisk ManagementFrameworks
Frameworks

May 25, 2026

ISM and PMI as Stock Signals: Which Sectors Lead and Lag

A practical framework for reading ISM Manufacturing PMI as an equity signal — which sectors front-run the cycle, which lag, and how to use the 50 line.

MacroFrameworksSector Rotation
Frameworks

May 25, 2026

Serial Restructurers: When 'One-Time' Charges Become the Business Model

Restructuring charges are supposed to be non-recurring. When they recur year after year, they stop being noise and start telling you something important about the business.

AccountingEarnings QualityFrameworks
Frameworks

May 25, 2026

Reading the Cash Flow Statement: A Line-by-Line Guide

A non-accountant's walkthrough of the cash flow statement — what each line means, which ones lie, and how to spot earnings quality issues fast.

Financial StatementsCash FlowFundamentals
Frameworks

May 25, 2026

Commodity Pass-Through: Spotting Pricing Power and the Margin Lag

A practical framework for figuring out which companies can pass through input costs, where the lag shows up in margins, and how to read it in filings.

Pricing PowerMarginsInflationFrameworks
Frameworks

May 25, 2026

The S&P 500 Inclusion Effect: Smaller Now, Still Tradeable

The classic S&P 500 index-inclusion pop has faded, but a smaller, structural edge remains. Here's how to identify the setups where it still pays.

Index InclusionMarket StructureTrading Setups
Frameworks

May 25, 2026

Reading the FOMC Statement and Dot Plot as a Stock Picker

Most coverage of the Fed treats rates as the story. For stock pickers, the dot plot and statement language are inputs into earnings models. Here's how to use them.

FrameworksFederal ReserveMacroValuation
Frameworks

May 25, 2026

When P/E Lies and EV/EBITDA Tells the Truth (and Vice Versa)

Two ratios, one stock, opposite stories. A practical framework for choosing between P/E and EV/EBITDA — and knowing when each one is quietly misleading you.

ValuationFrameworksFundamentals
Frameworks

May 25, 2026

Pension Obligations as Hidden Debt: A Framework for Industrials

Defined-benefit pensions can rival a company's bonded debt — yet they sit off the balance sheet. Here's how to find the shortfall and which industrials carry it.

FrameworksIndustrialsBalance SheetHidden Debt
Frameworks

May 25, 2026

When Companies Withdraw Guidance: A Recession Playbook

Pulled guidance isn't always a panic signal. Here's how to read withdrawn forecasts, separate prudence from distress, and position before the next print.

GuidanceRecessionRisk Management
Frameworks

May 25, 2026

Free Cash Flow vs EPS: Finding the FCF Number That Matters

EPS is an accountant's number. Free cash flow is what actually compounds. Here's how to find the FCF figure that survives buybacks, leases, and stock-based comp.

Free Cash FlowValuationAccounting
Frameworks

May 25, 2026

The 10% Customer Rule: Reading Concentration Risk in 10-Ks

SEC rules force companies to name customers above 10% of revenue. Here's how to use that disclosure to size cyclical and single-point-of-failure risk in your holdings.

FrameworksRisk Analysis10-K
Frameworks

May 25, 2026

Reading IPO Quiet-Period Initiations: A Skeptic's Framework

When the IPO quiet period ends, analyst ratings flood in on the same day. Here's why they cluster, what they actually mean, and how to read them critically.

IPOSell-Side ResearchFrameworks
Frameworks

May 25, 2026

Sum-of-the-Parts Valuation: When the Conglomerate Discount Is Permanent

A practical framework for sum-of-the-parts analysis: how to size a conglomerate discount, separate real mispricings from structural ones, and avoid value traps.

ValuationFrameworksConglomerates
Frameworks

May 25, 2026

Reading the Auto Cycle: SAAR, Days-on-Lot, and Incentive Spend

Three auto-industry data points — SAAR, days' supply, and incentives per unit — tell you more about Ford and GM pricing power than any earnings call sound bite.

FrameworksAutosPricing Power
Frameworks

May 25, 2026

Reading the Semi Cycle: Book-to-Bill, Lead Times, and Channel Inventory

A practical framework for placing semiconductors in the cycle using three signals — book-to-bill, lead times, and distributor inventory — and what each really tells you.

SemiconductorsFrameworksCycle Analysis
Frameworks

May 25, 2026

Sandbaggers vs. Stretch-Guiders: Reading Guidance Personality

Every management team has a guidance personality. Knowing whether a CFO sandbags or stretches before the print is half the battle on earnings night.

EarningsGuidanceFrameworks
Frameworks

May 25, 2026

Restaurant Unit Economics: Why SSS Misleads on Growth Concepts

Same-store sales tell you about the past. For growth restaurant concepts, AUVs, cash-on-cash returns, and new-unit productivity tell you about the future.

RestaurantsUnit EconomicsFrameworks
Frameworks

May 25, 2026

The Shareholder Letter as a Signal: Who Writes Them Well

Beyond Buffett, a handful of CEOs use the annual letter to reveal how they actually think. Here's a framework for reading them as a forward signal — not PR.

FrameworksManagement QualityAnnual Reports
Frameworks

May 25, 2026

Net Revenue Retention by Software Category: A Reader's Guide

What counts as healthy NRR depends on the software category. Here's a framework for separating durable expansion from re-pricing tricks and outright fantasy.

SoftwareSaaS MetricsNet Revenue Retention
Frameworks

May 25, 2026

Airlines Decoded: RASM, CASM ex-Fuel, and Load Factor Tricks

How to read an airline quarter without getting fooled. A working guide to RASM, CASM ex-fuel, load factors, and the levers carriers use to dress up the tape.

AirlinesFrameworksUnit Economics
Frameworks

May 25, 2026

Pre-Announcements: What Positive, Negative, and Silence Really Signal

A framework for reading pre-announcements before earnings: why positive ones tend to underwhelm, negative ones cluster, and silence is the most useful signal of all.

EarningsGuidanceFrameworks
Frameworks

May 25, 2026

Why Spinoffs Beat the Market: The Parent-Child Outperformance Pattern

Spinoffs have historically beaten the S&P 500 over 1-3 year windows — and so have the parents. Here's the structural reason both sides usually win.

SpinoffsCorporate ActionsSpecial Situations
Frameworks

May 25, 2026

Reading Retail Inventory: From 'Ahead of Demand' to Markdown Risk

A framework for telling the difference between healthy retail inventory builds and the kind that ends in margin-crushing markdowns next quarter.

RetailInventoryMarginsFrameworks
Frameworks

May 25, 2026

Capex Cycles and Free Cash Flow: A 2-3 Year Framework

When a company ramps capex, free cash flow gets squeezed before it gets paid back. Here's how to map the cycle and time the payoff for your portfolio.

Free Cash FlowCapexValuation
Frameworks

May 25, 2026

Dollar Strength and Sector P&L: Reporting Currency vs. Earning Currency

A strong dollar isn't a uniform headwind. Here's how to separate translation noise from real demand destruction across S&P 500 sectors — and where the gap actually bites.

FXFrameworksSectorMacro
Frameworks

May 25, 2026

Reading the MD&A: What Management Explains vs. Skips

The MD&A reveals as much by omission as by content. A framework for spotting what management chose to highlight, downplay, or quietly leave out of their narrative.

FrameworksFinancial StatementsDisclosure Analysis
Frameworks

May 25, 2026

R&D Capitalization: Where Software Accounting Hides the Optics

Capitalized software costs can turn a money-losing business into a GAAP profit. Here's how to spot the accounting choice that quietly flatters earnings.

FrameworksAccountingSoftware
Frameworks

May 25, 2026

The Combined Ratio Explained: Underwriting Profit vs. Float Income

A practical guide to reading an insurer's combined ratio — when the underwriting business actually makes money, and when the profits are really coming from float.

InsuranceFrameworksFinancial Analysis
Frameworks

May 25, 2026

Analyst Days vs. Earnings Calls: Which One Sets the Narrative

Earnings calls move the quarter. Analyst days move the multi-year thesis. Here's a framework for telling them apart — and weighting them correctly.

FrameworksAnalyst DayEarningsValuation
Frameworks

May 25, 2026

The One-Page Thesis Tracker: Pre-Committing to What Changes Your Mind

A repeatable framework for writing down why you own a stock, what would break the thesis, and when to actually sell — before the news hits and emotion takes over.

Portfolio ManagementFrameworksRisk Management
Frameworks

May 25, 2026

Reverse DCF: Solving for the Growth Rate the Market Demands

A reverse DCF flips valuation on its head: instead of guessing growth, you solve for the rate baked into today's price — then ask if it's even plausible.

ValuationDCFFrameworks
Frameworks

May 25, 2026

How to Read a Bank's Earnings: NIM, Provisions, Efficiency, and the Stock

A practical framework for reading bank earnings — net interest margin, credit provisions, efficiency ratio — and which line actually moves the stock on print day.

BanksFrameworksEarnings
Frameworks

May 25, 2026

Goodwill Impairments: Reading the Delayed Admission of a Bad Deal

Goodwill writedowns aren't just accounting noise. They're a delayed confession that an acquisition failed — and they often signal more pain ahead.

M&AAccountingCapital Allocation
Frameworks

May 25, 2026

When a 13D Filing Changes the Thesis: Tracking Activist Campaigns

A framework for reading Schedule 13D filings, mapping the activist playbook from disclosure to outcome, and deciding whether to follow, fade, or ignore the trade.

Activism13DFrameworksCorporate Governance
Frameworks

May 25, 2026

Bookings vs. Billings vs. Revenue: A Software Investor's Framework

Software companies report three different demand numbers — bookings, billings, and revenue. Here's how to read each one and why the gaps between them matter.

FrameworksSaaSAccounting
Frameworks

May 25, 2026

Credit Spreads as an Early Warning System for Equity Drawdowns

How to use single-name CDS and sector credit spreads to anticipate equity drawdowns — a practical framework prosumer investors can apply each week.

FrameworksCredit MarketsRisk Management
Frameworks

May 25, 2026

Reading Lease Accounting After ASC 842: A Balance Sheet Framework

ASC 842 dragged operating leases onto the balance sheet. Here's how to read the line items, normalize cross-year comparisons, and avoid double-counting leverage.

AccountingFrameworksBalance Sheet
Frameworks

May 25, 2026

Reading CEO Tone Shifts: When Cautious-to-Bullish Pivots Matter

A framework for tracking CEO tone quarter over quarter — how to spot real cautious-to-bullish pivots, and what those language shifts have historically signaled for the stock.

FrameworksEarningsManagement
Frameworks

May 25, 2026

The Five-Minute Peer Comp: A Framework for S&P 500 Stocks

A repeatable five-minute framework for building a peer comparison on any S&P 500 stock — how to pick comps, which metrics matter, and where the trap doors are.

ValuationPeer AnalysisFrameworks
Frameworks

May 25, 2026

What 13F Filings Really Tell You — And What They Hide

13F filings reveal what big funds owned 45 days ago — long-only. Here's how to read them without getting fooled by stale data, missing shorts, or copycat traps.

13FResearch MethodsInstitutional Investors
Frameworks

May 25, 2026

Stock Screens That Filter Quality vs. Ones That Curve-Fit

A working framework for prosumer stock screens: which metrics actually surface durable businesses, which ones just backtest well, and how to tell the difference before you act.

Stock ScreeningQuality InvestingFrameworks
Frameworks

May 25, 2026

How to Evaluate a Share Buyback: Cash vs. Debt, Smart vs. Dumb

A practical framework for judging buyback programs: funding source, price discipline, dilution offset, and the signals that separate value-accretive repurchases from financial engineering.

BuybacksCapital AllocationFrameworks
Frameworks

May 25, 2026

Reimbursement Risk: A Framework for CMS Rates and Payer Mix

How to track reimbursement risk in healthcare stocks: CMS rate updates, payer mix shifts, and the disclosures that actually move estimates each quarter.

HealthcareFrameworksRegulation
Frameworks

May 25, 2026

Position Sizing for Stock Pickers: A Conviction Framework

Diversification rules tell you how many stocks to own. They don't tell you how much to own of each. Here's a framework built on conviction, not headcount.

Portfolio ConstructionRisk ManagementFrameworks
Frameworks

May 25, 2026

Whisper Numbers vs. Sell-Side Consensus: Why Beats Get Sold

Stocks fall on earnings beats more often than you'd think. The reason is usually the gap between published consensus and the buy-side whisper number priced in.

EarningsMarket StructureBehavioral
Frameworks

May 25, 2026

Guidance Cuts: Buying Opportunity or Falling Knife?

A framework for separating guidance cuts that mark capitulation lows from those that signal the first cut of many. Five tests, with historical patterns to anchor each.

FrameworksGuidanceEarnings
Frameworks

May 25, 2026

Dividend Coverage Over Yield: Payout Ratios, FCF, and Red Flags

A high dividend yield means nothing if the company can't fund it. Here's how to stress-test payout ratios, free cash flow coverage, and spot dividend cuts before they hit.

DividendsCash FlowRisk Management
Frameworks

May 25, 2026

How to Read 10-K Risk Factors: Spotting New Disclosures vs. Boilerplate

Most 10-K risk factors are recycled legal cover. Here's a repeatable framework for finding the handful of lines that actually signal a change in the business.

10-KSEC FilingsDue Diligence
Frameworks

May 25, 2026

Mid-Quarter Conference Slips: A Framework for Spotting Them

Management often reveals more than they intend at mid-quarter investor conferences. Here's a framework for spotting the slips that actually matter to the thesis.

FrameworksManagement CommentaryEarnings
Frameworks

May 25, 2026

Real Yields and Equity Multiples: The Link, the Lag, the Sensitivities

Real yields move equity multiples, but with a lag and unevenly across sectors. Here's a framework for tracking the linkage and spotting which names get hit first.

MacroValuationRatesSector Rotation
Frameworks

May 25, 2026

Averaging Down Without Buying a Value Trap: A Pre-Trade Checklist

Before you double a losing position, run these checks. A framework to separate temporary mispricings from value traps that quietly compound your loss.

FrameworksRisk ManagementValue Investing
Frameworks

May 25, 2026

Reading Proxy Statements: What Exec Comp Reveals About Strategy

Executive comp structure is the clearest signal of what a board actually wants management to do. Here's a framework for decoding proxies and spotting strategic intent.

FrameworksCorporate GovernanceProxy Statements
Frameworks

May 25, 2026

Narrative Violation vs. Numbers Violation: Which Bad Quarter Actually Breaks a Thesis

Not every ugly print is a sell. A framework for separating quarters that miss numbers from quarters that break the story — and why the second kind matters more.

FrameworksThesisEarnings
Frameworks

May 25, 2026

Working Capital Warning Signs: Reading DSO, DPO, and Inventory Days

DSO, DPO, and inventory days move before earnings do. Here's how to read the working capital statement and spot trouble one or two quarters early.

FrameworksWorking CapitalFinancial Analysis
Frameworks

May 25, 2026

Reading Non-GAAP Earnings: A Checklist to Avoid Getting Fooled

Non-GAAP EPS is where companies put their best foot forward. Here's a practical checklist for retail investors to separate real adjustments from financial cosmetics.

Non-GAAPAccountingEarnings Quality
Frameworks

May 25, 2026

Reading Merger Arb Spreads: A Deal-Probability Signal for Non-Arbs

Merger arb spreads encode the market's odds on whether a deal closes. Here's how non-arbitrageurs can decode them to time exits, hedges, and event-driven positions.

FrameworksM&ARisk Management
Frameworks

May 25, 2026

Sector Rotation Playbook: What Leads in Each Phase of the Cycle

A practical guide to which S&P sectors tend to lead in early, mid, late, and recession phases — and how to use the framework without overfitting to one cycle.

Sector RotationBusiness CycleMacroFramework
Frameworks

May 25, 2026

Reading Energy Earnings: Production, Realized Prices, and Hedges

Energy earnings hinge on three moving parts: barrels produced, prices received, and the hedge book. Here's how to separate the operating story from the print.

EnergyFrameworksHedgingEarnings
Frameworks

May 25, 2026

Reading Freight Like a Macro Tape: Spot vs Contract Rate Spreads

Spot and contract freight rates tell different stories about the real economy. The gap between them is where the actionable signal usually lives.

FrameworksMacroFreightLeading Indicators
Frameworks

May 25, 2026

Margin Expansion vs. Revenue Growth: A Framework for Picking Sides

A practical framework for deciding when a margin-expansion story beats a revenue-growth story — and the conditions under which the opposite holds.

FrameworksValuationMargins
Frameworks

May 25, 2026

Normalized Earnings Power for Cyclicals: A Mid-Cycle Framework

How to estimate through-cycle margins and mid-cycle EPS for cyclical stocks — a repeatable framework that strips out boom-bust distortion and reveals real earnings power.

ValuationCyclicalsFramework
Frameworks

May 25, 2026

Terminal Value in DCFs: Where Retail Investors Go Wrong

Terminal value usually drives 60-80% of a DCF result. Here are the assumptions retail investors botch most often — and the sanity checks that catch them.

ValuationDCFFrameworks
Frameworks

May 25, 2026

How to Spot Revenue Recognition Policy Changes in 10-K Footnotes

Revenue recognition changes rarely show up in headlines — they hide in the footnotes. Here's a framework for finding them and reading what they actually signal.

FrameworksAccountingFootnotes
Frameworks

May 25, 2026

When a CFO Exit Is Routine — and When It's a Warning

A framework for reading CFO and executive departures: the timing, language, and disclosure tells that separate a normal transition from a real red flag.

FrameworksGovernanceRisk Management
Frameworks

May 25, 2026

The Cost-Basis Trap: Why Your Purchase Price Is Irrelevant

Your cost basis feels like information. It isn't. Here's why anchoring to your purchase price corrodes returns — and a framework to make the decision the market actually asks you to make.

Behavioral FinancePortfolio ManagementFrameworks
Frameworks

May 25, 2026

Reading Guidance Verbs: 'Expect' vs 'Anticipate' vs 'See'

Management guidance verbs aren't interchangeable. Here's how to decode 'expect,' 'anticipate,' 'see,' and 'project' to gauge how confident the C-suite really is.

FrameworksEarningsGuidance
Frameworks

May 25, 2026

The Jobs Report for Stock Pickers: Which Prints Matter, Which to Fade

A practical framework for reading the monthly nonfarm payrolls report as an equity investor — which lines move stocks, which are noise, and how to position around it.

MacroFrameworkLabor Market
Frameworks

May 25, 2026

Stock Post-Mortems: Separating Process Error from Outcome Error

A losing stock isn't proof you were wrong — and a winner isn't proof you were right. Here's a framework to audit the decision, not the P&L.

ProcessRisk ManagementDecision Making
Frameworks

May 25, 2026

Gross Margin Up: Operational Win or Just Mix Shift?

A framework for telling real gross margin gains from mix-driven optical wins — with the disclosures, ratios, and red flags that separate the two.

Gross MarginFinancial AnalysisEarnings Quality
Frameworks

May 25, 2026

The Yield Curve as a Small-Cap Signal: Why Steepening Favors the Russell 2000

A bull steepener in the yield curve has historically been a tailwind for small caps over large caps. Here's the mechanical reason why — and how to use it.

Yield CurveSmall CapsRussell 2000Macro
Frameworks

May 25, 2026

Deferred Revenue and RPO: Leading Indicators for SaaS Investors

Income statements lag. For software and subscription businesses, deferred revenue and RPO tell you what's coming — here's how to read them without getting fooled.

FrameworksSoftwareSaaSFundamentals
Frameworks

May 25, 2026

Oil Price Moves: A Framework for Second-Order Winners and Losers

When crude rallies or breaks, the obvious trades are usually wrong. A framework for tracing oil's real winners, losers, and the names that only look exposed.

OilFrameworksMacroSector Analysis
Frameworks

May 25, 2026

When a Lower Tax Rate Fakes an EPS Beat: A Normalization Guide

A lower effective tax rate can add pennies to EPS without the business doing anything new. Here's how to strip it out and find the real run-rate.

Earnings QualityFrameworksEPSTax
Frameworks

May 25, 2026

Reading Options Skew and Volume Before Earnings (Without Trading Options)

How equity investors can use options skew, implied moves, and unusual volume as a sentiment dashboard around earnings — without ever opening an options ticket.

OptionsEarningsSentimentRisk
Frameworks

May 25, 2026

The First Post-Lockup Earnings Call: A Framework for the Setup

The first earnings print after an IPO lockup expires has a predictable pattern of disappointment. Here's the supply-and-expectations framework to read it.

IPOLockup ExpirationEarningsFrameworks
Frameworks

May 25, 2026

Beta Lies in Drawdowns: How to Measure Real Downside Co-Movement

Reported beta is a full-sample average that hides what matters most: how a stock behaves when the market is falling. Here's how to measure real downside correlation.

Risk ManagementPortfolio ConstructionFrameworks
Frameworks

May 25, 2026

Secondary Offerings: Growth Capital or Insider Exit?

A framework for telling whether a secondary offering funds real growth or just lets insiders cash out — with the filings, ratios, and red flags that separate the two.

FrameworksCapital MarketsDilution
Frameworks

May 25, 2026

Comp Sales Decoded: Traffic vs. Ticket and What the Mix Hides

A same-store sales beat can mask real trouble. Here's how to split comps into traffic and ticket — and the mix patterns that signal a business is quietly breaking.

FrameworksRetailRestaurantsFundamentals
Frameworks

May 25, 2026

SG&A as a Leverage Lever: How to Track If Cost Cuts Are Real

Companies love to promise SG&A discipline. Here's a framework to separate real operating leverage from one-time accounting noise — and which line items actually matter.

FrameworksMarginsOperating Leverage
Frameworks

May 25, 2026

S&P 500 Mega-Cap Concentration: What Equal-Weight Reveals

The top 10 names now drive most of the S&P 500's return. Here's how to measure that concentration, what equal-weight tells you, and how to think about diversification.

Market StructureDiversificationIndex Investing
Frameworks

May 25, 2026

Sizing Biotech Binary Events: A Framework for Readout Risk

You can't predict a Phase 3 readout. But you can size the position so the answer doesn't matter — here's the framework prosumer investors actually need.

FrameworksBiotechRisk ManagementPosition Sizing
Frameworks

May 25, 2026

Short Interest, Days-to-Cover, and Borrow Fees: A Practical Read

How to read short interest, days-to-cover, and borrow costs as signal — not as a squeeze setup. A framework for what each metric tells you, and what it doesn't.

Short InterestFrameworksRisk
Frameworks

April 15, 2026

How to Read an Earnings Call Like an Analyst (Without the 60-Page Transcript)

A practical guide to extracting the signal from quarterly earnings results — the same framework institutional analysts use, minus the jargon.

EarningsInvesting 101How-to