MetricDuck Research

CFA charterholders and former institutional equity analysts. We apply fundamental analysis frameworks to SEC filings, focusing on capital allocation, earnings quality, and operational resilience.

Credentials: CFA charterholders and former institutional equity analysts

Areas of expertise:

ROIC & Capital Efficiency AnalysisSEC Filing Analysis (10-K, 10-Q, 20-F)Earnings Quality & Cash Flow ForensicsDividend Safety AssessmentAI Infrastructure Investment Analysis

Methodology: Every metric is calculated directly from SEC XBRL filings — no estimates, no consensus data, no third-party adjustments. We process filings for thousands of public companies and apply institutional-grade analytical frameworks to the raw data.

94 articles published

Published Articles

Vertiv 10-K Analysis: $15B Backlog, Zero GAAP Verification

Vertiv Holdings generated $10.2 billion in FY2025 revenue with 21.2% ROIC and doubled its backlog to $15 billion. But the 10-K contains no remaining performance obligation disclosure — the word 'backlog' appears only in narrative sections. Meanwhile, Q4 organic growth was Americas +46.2% against EMEA -14.1% and APAC -9.3%, and a $1.14 billion acquisition allocating 91% to intangibles accelerates amortization by $74 million per year. At ~73x trailing P/E — double the ~35x for Schneider Electric and Eaton — the valuation prices a global compounder. The filing shows a US pure-play with an unverifiable backlog.

15 min read
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NVDA's $165 Billion Question: What NVIDIA's 10-K Reveals

NVIDIA generated $216 billion in revenue with 75% gross margins — the most dominant operating performance in tech history. But the FY2026 10-K reveals $165 billion in total obligations growing 2-5x faster than revenue, a $17 billion Groq license that created $14.4 billion in goodwill on zero revenue, and a $40 billion equity portfolio entangling NVIDIA with its own customer ecosystem. These aren't reasons to sell — they're the specific conditions investors should monitor at 25x forward earnings.

15 min read
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Roblox 10-K Analysis: $6.8 Billion in Bookings, $1.1 Billion in Losses

Roblox — the gaming platform with 85 million daily active users — reported $6.8 billion in bookings and $4.9 billion in revenue for FY2025, with $1.36 billion in free cash flow. But the 10-K reveals a $1.07 billion GAAP loss bridged almost entirely by $1.13 billion in stock-based compensation. Meanwhile, 63% of that revenue came from prior-year bookings, recognized through a $6.5 billion deferred revenue liability controlled by a single 27-month accounting estimate. The structural cost floor consumes 66.6% of revenue before any personnel costs, $1.6 billion in new lease commitments will double infrastructure expenses, and FY2026 GAAP losses are guided to widen even as revenue grows 25%.

15 min read
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Ferrari 20-F Analysis: Fortress Balance Sheet, Fragile Capital Returns

Ferrari returned €1.3 billion to shareholders in FY2025 while carrying just €72 million of industrial net debt — a 0.03x leverage ratio on 38.8% EBITDA margins. But the 20-F reveals that widely-cited free cash flow of €1.9 billion excludes €458 million in capitalized BEV development costs. True FCF is €1.4 billion, and capital returns consume 93.5% of it. Meanwhile, a €89 million Patent Box tax reversal explains why net income grew only 4.8% despite EBIT growing 11.8%. The fortress is real. The margin of safety is thinner than it appears.

14 min read
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Spotify 20-F Analysis: Why Net Income May Drop as the Business Improves

Spotify nearly doubled net income to €2.2 billion in FY2025 — the best year in the company's history — and Wall Street responded with 33 Buy ratings. But the 20-F reveals that €510 million of the profitability improvement came from a one-time deferred tax asset recognition that will never recur. With unrecognized DTAs exhausted from €818 million to €41 million, FY2026 net income may be flat or decline even as operating income grows 20%. The trailing P/E of 46.6x is tax-inflated; the tax-normalized P/E is 50-57x. Meanwhile, €1.5 billion in exchangeable notes mature in March 2026, the first-ever buyback program is accelerating, and a €358 million royalty lawsuit threatens the audiobook bundling strategy.

15 min read
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Bloom Energy 10-K Analysis: $20B Backlog, $419M in Binding Revenue

Bloom Energy's stock surged 527% in eight months on a $20 billion backlog and 37% revenue growth. But the FY2025 10-K reveals that only $419 million — or 2.1% — of that backlog qualifies as a GAAP Remaining Performance Obligation. The other 97.9% includes $14 billion in service contracts terminable annually for convenience, product backlog inflated by anticipated tax credits, and 43% concentration on a single related party. Meanwhile, the company issued $2.5 billion in 0% convertible notes and posted a GAAP net loss of $88.4 million in its record year.

15 min read
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Booking Holdings 10-K Analysis: What GAAP Earnings Hide About the AI Bet

Booking Holdings generated $9.1 billion in free cash flow in FY2025 — a record — while GAAP earnings fell 8%. The $26.9 billion online travel agency's 10-K reveals why: $2.7 billion in accounting artifacts (FX losses on EUR debt, a KAYAK impairment, and convertible note charges) consumed the entire $1.67 billion operating improvement. Underneath the GAAP noise, adjusted EBITDA grew 20.5%, the merchant moat deepened to 70% of bookings, and the self-funding cash flow flywheel returned 84% of FCF to shareholders. The complication: the AI disruption that triggered a $457M write-down of KAYAK is the same force BKNG is betting $700M to harness.

15 min read
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Shopify Analysis: Why Gross Margin Decline Is Actually Good News

Shopify's gross margins have declined from 50% to 46% over six quarters. Most investors see this as a red flag. But Shopify's FY2025 10-K reveals a counter-intuitive dynamic: as lower-margin Merchant Solutions grows to dominate the revenue mix, operating margins are actually expanding — because it needs dramatically less incremental S&M and R&D. The question is whether fintech risk changes this equation.

14 min read
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Palantir's 1.37% Tax Rate: What the 10-K Reveals About Earnings Quality

Palantir paid $23 million in taxes on $1.66 billion in pretax income — a 1.37% effective rate. The FY2025 10-K reveals exactly why: a single line item in the tax footnote worth $720 million that rises and falls with the stock price. That mechanism boosted reported net income by 19.4%, putting the real P/E closer to 247x than the reported 199x. The filing also shows that only 37% of the $11.2 billion remaining deal value is contractually binding, and that international commercial revenue grew just 2.4% in a year the company grew 56%. The business transformation is real — but so is the amplification.

14 min read
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ANET at NVDA's P/E: What Arista's Filing Reveals About the AI Networking Premium

Arista Networks reported $9 billion in revenue growing 29% with 43% operating margins, zero debt, and a $10.7 billion cash fortress. But the FY2025 10-K reveals something the earnings call doesn't say: 42% of that revenue comes from two customers (Microsoft surging to 26%), $6.8 billion in non-cancellable purchase commitments just jumped 42% in a single quarter, and the headline cash flow quality flatters the income statement. ANET trades at nearly the same P/E as NVIDIA. The filing shows why that comparison deserves scrutiny.

15 min read
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SoFi's 3.6x Book Value Has a $36 Billion Blind Spot

SoFi reported $481 million in net income for FY2025 — but 73% came from unrealized fair value gains on loans valued using management's models. The same 10-K reveals a $576 million fee business growing 234% that generates cash without touching the balance sheet. SoFi is transforming from a lender that risks its own capital to a platform that earns fees on other people's. The 3.62x book value — 2.5x LendingClub's — is a bet on which story wins.

18 min read
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Philip Morris ROIC Has a $35.6 Billion Blind Spot

Philip Morris trades at 22x earnings — double Altria's multiple — on the promise that ZYN and IQOS justify a consumer tech premium. But MetricDuck's ROIC data shows Altria earns 44.8% on invested capital versus PM's 34.5%. The FY2025 10-K reveals why: $28 billion in goodwill and intangibles from the Swedish Match acquisition, $11.7 billion in trade receivable factoring inflating operating cash flow, and an Americas segment earning just 10.4% margins while East Asia delivers 47%. The transformation is real. The valuation premium may not be.

22 min read
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Recession-Resistant Stocks 2026: 15 Companies Ranked by SEC Filing Data

We screened 1,752 SEC filings for recession-resistance metrics — ROIC, FCF margin, interest coverage, leverage, and consistency. The results were counterintuitive: nearly 80% of the strongest companies are in sectors most investors consider cyclical. Defensive sectors scored lower on every single metric. Here are the 15 most recession-resistant operations in the S&P 500, ranked by the numbers.

14 min read
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Howmet Aerospace Earns 34% Gross Margins. The 10-K Reveals Why ROIC Is Only Half That.

Howmet Aerospace earns 34% gross margins with sole-source pricing power in jet engine castings — yet GAAP ROIC is only 18.6%. The FY2025 10-K reveals why: $4.5 billion in legacy goodwill from the Alcoa-Arconic spinoff chain sits on the balance sheet generating zero revenue. Tangible ROIC is 35%. Cash ROIC hit 28% in Q4. The market prices HWM at 59x earnings anyway — and a $1.8B acquisition is about to add more goodwill.

22 min read
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NEM, AEM, Barrick: The Company That's Shrinking Earns the Highest ROIC

At $2,800+ gold, all three major gold miners are profitable. The question is what each does with the windfall. Newmont (NEM) is shrinking — divesting six non-core mines for $3.4 billion, retiring $3.9 billion in debt — and its quarterly ROIC peaked at 19.1% in Q2 2025 before declining to 16.9% in Q3. But NEM's 20-quarter median ROIC is 5.6%, and $1.1 billion in divestiture gains inflate current earnings. Agnico Eagle (AEM) produces gold at the industry's lowest all-in sustaining cost — $1,339/oz in FY2025, up $100/oz from FY2024 due to higher royalties — from mines concentrated in Canada, Australia, and Finland. AEM generated record free cash flow of $4.4 billion and grew reserves to a record 55.4 million ounces. Barrick (B) holds 85 million ounces in reserves but its AISC rose to $1,637/oz in FY2025 — making it unprofitable below $1,637 gold while AEM breaks even at $1,339. Barrick's Mali crisis was resolved in December 2025 after costing an estimated $1.25 billion. This analysis compares per-ounce economics, capital allocation strategies, and jurisdiction risk using SEC filing data.

22 min read
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DE vs AGCO: Why 30% Equipment Returns Produce 6% ROIC

We computed ROIC from XBRL financial data for four agricultural equipment companies. Deere reports 5.9% consolidated ROIC — nearly identical to AGCO's 5.3%. But Deere's three equipment segments earn 23.8% return on $20.6 billion in segment assets. Financial Services earns 1.6% on $70 billion. The same ROIC number simultaneously hides world-class equipment economics and a $70 billion finance arm with deteriorating credit quality, interest coverage below 2x, and $47.5 billion in commitments. AGCO's FY2025 10-K resolved key uncertainties: the $350M revolver drawdown was fully repaid ($0 at year-end), the PTx Trimble goodwill impairment was a FY2024 charge (FY2025 assessment: clean), and interest coverage recovered to ~4.9x. Replacement parts revenue grew 3.2% to $1,873M while tractor sales fell 23% — the balance sheet signature of an aging fleet. Tariff exposure is wildly asymmetric: Deere faces $1.2B in costs, AGCO just $65M. Titan Machinery has three of four segments at a loss.

24 min read
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Rare Earth Stocks: What the 10-Q Actually Says About USAR, MP, UUUU, NB, and PPTA

Five US-listed rare earth and critical minerals companies hold a combined ~$16 billion market cap. We computed cash runway, dilution velocity, and project funding gaps from their latest 10-Q XBRL data — then cross-referenced every government funding headline against what the SEC filings actually disclose. Key findings: NioCorp is 27% funded for the $1.14B Elk Creek Project with an EXIM timeline they 'cannot estimate.' Perpetua is 32% funded for a $2.2B project facing two federal lawsuits. NB shareholders have been diluted 210% from baseline. MP Materials is the only company with binding customer contracts and government price protection — but it's still burning $230M per year in free cash flow.

20 min read
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FCX vs SCCO: Why the Largest Copper Miner Earns the Lowest ROIC

We computed ROIC from XBRL financial data for every NYSE-listed copper miner with processed filings. Freeport-McMoRan (FCX) — the world's largest publicly traded copper producer — earns the lowest return on invested capital at 9.2%, while Southern Copper (SCCO) generates 24.2% on half the revenue. The 10-K filings reveal why: FCX's Indonesia operations depend on $2.82/lb gold credits to achieve negative cash costs, while SCCO's $0.89/lb cost structure is built on vertical integration and 60-year mine lives.

16 min read
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How SEC Filers Actually Report Cost of Revenue in XBRL — And Why Standard Extraction Misses $229 Billion

Our analysis of 2,100+ SEC filers reveals that cost of revenue reporting in XBRL is even more fragmented than revenue. Only 38% of filers use the most common element (CostOfGoodsAndServicesSold), 36% have no standard COGS element at all, and ExxonMobil's $199.5 billion in crude oil purchases is invisible to standard extraction — producing a misleading 100% gross margin.

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Jabil vs Celestica 2026: Two Paths to ROIC Excellence in AI Infrastructure

Both Jabil (29% ROIC) and Celestica (39% ROIC) rank among the best capital allocators in EMS. But DuPont decomposition reveals they get there through opposite mechanisms — JBL wins on turnover (13x), CLS wins on margin (10.2%). The counter-intuitive finding: CLS has better metrics AND faster growth, yet trades at an apparent discount. Here's what the data reveals.

16 min read
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Why ETN Beats GEV: The Smarter AI Power Play (2026)

GE Vernova's Electrification segment grew +32% YoY, but the company trades at 98.9x earnings with a 3.57% ROIC. Eaton's Electrical Americas grew +15% with 30.3% operating margins—twice GEV's margin at half the P/E. MetricDuck data shows why quality beats hype in AI infrastructure.

14 min read
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YUM's 51% ROIC with -$7.5B Equity: Franchise Model Paradox

Yum Brands' shareholder equity is -$7.5 billion. Yet its ROIC is 50.8% - 2.2x McDonald's 22.8%. This isn't financial engineering. It's the byproduct of franchise economics: when a business doesn't need capital, it returns excess to shareholders. We break down the mechanism behind negative equity in asset-light models.

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Bank Reserve Quality: JPM's 5.43x vs BAC's 2.48x Coverage

All three mega-banks maintain similar capital adequacy (TCE ratios 6.7-6.9%), but reserve quality tells a divergent story: JPM 5.43x vs BAC 2.48x coverage, BAC's flat ALLL despite highest NPLs, JPM's hidden deterioration (NPAs up 23%), WFC turnaround validated (lowest NCOs). The 4-metric framework reveals which banks are prepared for credit stress.

18 min read
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Hospital ROIC Varies 14x: Why Risk Velocity Matters More

Four hospital operators, four business models, 14x ROIC spread. HCA's scale generates 19.2% returns. THC's ambulatory surgery centers deliver 16.8% margins. UHS's behavioral health focus shows improving trends—but deteriorating litigation risk. CYH's rural model is structurally broken. Static ROIC analysis misses the risk velocity layer that determines which returns are sustainable.

16 min read
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PLTR vs APP: Why 6x SBC Spread Reveals AI Scaling Economics

Palantir (14.6% SBC) and AppLovin (2.4% SBC) both grew revenue ~65% in Q3 2025. So why does one require 6x more equity compensation? Our SEC filing analysis reveals diverging trajectories that matter more than static spreads: APP's SBC is declining 38% YoY while PLTR's is accelerating 42% YoY. The difference: human-intensive vs AI-engine scaling economics.

18 min read
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CrowdStrike's Risk Factors Are No Longer Theoretical

CrowdStrike's 10-Q tells a rare story: risk factors that are actively materializing. Two risks escalated, one is new, and zero have been resolved. The July 19 incident created $101M+ in expenses, litigation with no disclosed maximum exposure, and management admissions that read like warnings, not disclaimers. This is a test case for reading risk factors seriously.

14 min read
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The Homebuilder ROIC Paradox: Why NVR's 35% Returns Beat LEN's 9%

Wall Street treats homebuilders as a monolithic 'housing play.' But our analysis reveals a 4x ROIC spread (NVR 35% vs LEN 9%) that cannot be explained by margins alone. The divergence stems from three structural factors: NVR's asset-light lot model vs LEN's Millrose spin-off creating structural margin compression, DHI's $26B in specific performance land contracts creating downside asymmetry, and NVR's paradoxically 'cautious' guidance signaling genuine competitive strength.

18 min read
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Semiconductor Equipment: What ROIC Doesn't Tell You About AMAT's Risk

The semiconductor equipment ROIC spread (LRCX 54% vs AMAT 27%) is observable in any screener. But SEC filings reveal four hidden signals: AMAT faces TWO government investigations plus $181M restructuring, KLAC's AI packaging segment grew 37% with 401bps margin expansion (proving AI demand is real), LRCX's cash conversion is declining -23.7% (hidden stress beneath high ROIC), and ASML's 4-customer concentration creates feast-or-famine cycles.

14 min read
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AEP Dividend Accelerating to 7.1%: Payout Safety Analysis

American Electric Power's dividend growth is accelerating to 7.10% YOY while maintaining the safest payout ratio (57%) among major utilities. Our 8-quarter payout trend analysis reveals AEP's payout improving at -70pp/quarter while NextEra Energy deteriorates at +7.5pp/quarter—an early warning invisible to traditional analysis.

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Nuclear Utility Risk Screen: 3 Filing Red Flags in VST, CEG, and TLN

VST's +321% appreciation prices in nuclear optionality, but ignores a $510M battery fire disaster and antitrust lawsuit. CEG's 'capacity price boom' masks 970bps margin spread between regions. TLN's 0.9x interest coverage means debt service consumes nearly ALL operating income. We analyzed 9 filings to surface what the market overlooks.

18 min read
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Semiconductor Equipment ROIC: Why KLA's 43% Returns Have a Catch

KLA Corporation delivers 43% ROIC—highest in semiconductor equipment. But SEC filings reveal 33% China revenue concentration, DOJ export investigations, and rare earth supply risks. Our DuPont analysis shows KLAC's zero-debt, asset-light model drives returns, while ASML's 75% invested capital growth explains its ROIC decline. Lam Research emerges as the 'boring winner' with stable returns and minimal risk.

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CVNA vs KMX ROIC: Auto Retail Turnaround Analysis

Wall Street loves CVNA's +30% ROIC turnaround story. But our 8-quarter trajectory analysis reveals CarMax is in crisis mode: CEO fired December 2025, forced margin cuts, -8% volume decline. The data shows this isn't online vs traditional—it's about execution quality.

15 min read
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Novo Nordisk vs Eli Lilly: Why NVO Converts More Revenue to Profit

Novo Nordisk outearns Eli Lilly on every margin metric: 84.7% gross margin vs 82.9%, 44.2% operating margin vs 44.4%, and 41.7% FCF margin vs ~27%. Yet LLY's 52% ROIC far exceeds NVO's—which appears as an anomalous -3.6%. This isn't a data error: NVO's negative invested capital reveals an extraordinarily asset-light business model where the standard ROIC formula breaks down. For margin-focused investors, NVO wins. For capital efficiency purists, LLY dominates.

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Reddit's AI Data Licensing: Hidden Revenue and Legal Risk

Reddit is playing both sides of the AI data war: licensing to Google and OpenAI for $130M/year while suing Anthropic and Perplexity. SEC filings reveal 'content licensing agreements' driving 'Other revenue' growth. We analyze the dual strategy, quantify the revenue, and assess the legal risk.

15 min read
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Enterprise AI Earnings Quality: Palantir (6/10) vs Snowflake (4/10)

Two enterprise AI giants, two very different earnings quality profiles. Palantir (6/10) wins on cash conversion, accounting practices, and litigation risk. Snowflake (4/10) struggles with negative cash conversion (-0.47x) and aggressive software capitalization ($228M). Our 5-pass SEC filing analysis reveals what standard screeners miss.

20 min read
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Eli Lilly's 52% ROIC: GLP-1 Growth Engine vs AbbVie's Humira Cliff

Eli Lilly's ROIC doubled from 23% to 52% in 2.5 years as Mounjaro and Zepbound drove 54% revenue growth. Meanwhile, AbbVie's Humira declined 56% to biosimilar competition, testing whether Skyrizi and Rinvoq can fill a $20B revenue gap. This pharma divergence reveals how drug pipelines translate to capital efficiency.

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Cloud Security Earnings Quality: DDOG vs CRWD vs NET vs ZS vs ESTC

Five cloud security platforms, five different approaches to shareholder value. Elastic (7/10) stands out with neutral accounting and sustainable SBC. CrowdStrike (4/10) raises red flags with 22.9% SBC/revenue and multi-front July 19 litigation. Our 5-pass filing intelligence reveals what standard screeners miss.

22 min read
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Semiconductor FCF Conversion: Why TSM Beats ARM Despite Lower Margins

ARM Holdings generates 97% gross margin—the highest in semiconductors. Yet only 4% reaches free cash flow. Taiwan Semiconductor earns 56% gross margin but converts 63% to FCF. Intel, despite $5.7 billion in CHIPS Act disbursements, still burns cash. We analyzed 20-F and 10-Q filings to explain these capital efficiency gaps.

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Fintech Earnings Quality: PayPal vs Block vs Coinbase

Three major fintechs, three very different approaches to earnings quality. PayPal (8/10) represents conservative accounting, Block (6/10) shows aggressive tendencies with regulatory exposure, and Coinbase (4/10) raises red flags with 0.10x cash conversion. Our 5-pass filing intelligence reveals what standard screeners miss.

18 min read
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FCF vs Earnings: Cash Conversion Framework

Earnings can be manipulated through accounting choices. Cash flow cannot. Learn the cash conversion framework—synthesizing Damodaran's multi-period analysis, Greenwald's earnings power value, and Sloan's accruals anomaly—to separate real profits from accounting fiction.

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How to Calculate Free Cash Flow: SaaS FCF Formula Guide

Learn to calculate free cash flow (FCF = OCF - CapEx) with real 2025 SEC filing data from Adobe, Zoom, Snowflake, and Intuit. Discover why ZM's 41.7% FCF margin beats Adobe, how Snowflake generates positive FCF despite $1.35B net loss, and why Intuit's quarterly FCF swings 7x between tax seasons.

18 min read
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