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Screen 50 stocks by ROIC, FCF Yield, and 3 other metrics yfinance cannot provide. Percentile-ranked composite score: Quality (60%) + Value (40%). One script, one API call, no signup.
Meta's Family of Apps earns a 51.5% operating margin. Its ROIC is declining at -6.3 points per quarter. Both facts are true simultaneously. The gap between them reveals everything about the largest AI infrastructure bet in advertising history — and the accounting policies designed to make it look cheaper than it is.
A stock with a low PE looks cheap. But if ROIC is declining, you're buying a deteriorating business at a discount that keeps getting bigger. Stock Pulse compares any stock to its own 2-year baseline and diagnoses VALUE TRAP or OPPORTUNITY. One API call, no signup.
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.
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.
Seven years after ASC 606 became effective, our analysis of 2,100+ SEC filers shows revenue reporting in XBRL remains deeply fragmented. Only 46% of filers use the ASC 606 element exclusively, 25% still use legacy Revenues, and 11% have no standard revenue element at all.
Compare any two stocks across Valuation and Quality panels — ROIC, FCF Margin, EV/EBIT, FCF Yield, and Total Shareholder Yield that yfinance cannot provide. One API call, no signup. Clone the repo and run it in 60 seconds.
Developer tutorials that ship working code. Each lab walks you through building a real financial tool with the MetricDuck API — from stock comparison tools to valuation alerts. Clone the repo, run the code, extend it for your own projects.
Data centers need contractors. But which contractor stocks are worth buying? This practical framework covers the 5 metrics that matter: ROIC, backlog, operating margin, DSO, and cash conversion—with real benchmarks and SEC filing examples.
FIX has 40.8% ROIC. PWR has 9.7%—despite 4x the revenue. The 'data center exposure' explanation is incomplete. The full story: FIX earns 2.5x higher margins AND turns assets 30% faster. Here's the DuPont analysis of six infrastructure contractors building America's data centers.
TMUS has the strongest dividend safety metrics—4.29x coverage, 23% FCF payout, 0.5x leverage—yet our analysis flags it as highest execution risk. AT&T, often dismissed for its 2.2x coverage, has the clearest path to dividend sustainability through 2028.
Which MLP offers the safest distribution for income investors? MPLX generates 20.4% ROIC with 45% operating margins. Energy Transfer's 2.74x interest coverage is declining 0.65 points per quarter. EPD's 27-year streak masks deteriorating capital efficiency. The data tells a clear story.
Intuitive Surgical generates 3x the returns on capital of Medtronic and Stryker. DuPont decomposition reveals ISRG wins on both NOPAT margin (25.6% vs 15%) AND capital turnover (0.84x vs 0.49x) — a rare double advantage. The counter-intuitive finding: high stock compensation actually understates their operating efficiency.
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.
Boston Scientific has 69% gross margins. Abbott has 56%. Yet Abbott's ROIC is 2.6x higher. This paradox reveals something fundamental about capital efficiency in medical devices—and why screening for 'high margin' stocks can lead you astray.
High BDC yields attract income investors, but most analysis stops at yield percentage. This 5-point framework using dividend coverage, cash conversion, and AFFO trajectory reveals the critical difference between ARCC's negative dividend coverage (-2.42) and MAIN's sustainable payout (+1.06).
The conventional wisdom says Visa is the safer, higher-quality payment stock. Our ROIC analysis tells a different story: Mastercard's 78% ROIC dwarfs Visa's 36%, and the reason reveals something important about how to read these metrics.
Dividend investing isn't just about yield—it's about sustainability. Our dividend research library covers payout ratio analysis, hidden liability screening, and sector-specific safety rankings across insurance, utilities, consumer staples, and more.
CL has the highest ROIC (34.4%), yet PG—with the lowest ROIC (23.9%)—shows the strongest improvement trajectory (+21.6% over 8 quarters). Meanwhile, KO's superior cash generation masks a $12 billion tax liability. Here's how to read beyond the headline metrics.
All three companies raised dividends in 2025. All three beat Q3 earnings estimates. But one has a $950 million hidden liability that most investors don't see. Progressive's 26.8% payout looks sustainable until you examine what's buried in the filing footnotes.
Oracle's -$10B Q2 free cash flow triggered alarm bells. Decomposition reveals the collapse is 70% working capital timing, not structural deterioration. The real story: $248B in off-balance sheet lease commitments dwarfs their $100B balance sheet debt. This is the largest infrastructure bet in enterprise software history.
Intel's Q4 2025 reveals three diverging businesses: CCG's 4.7x operating leverage makes it vulnerable, DCAI's 227% incremental margin on new revenue is the hidden turnaround story, and Foundry's loss-per-dollar worsened despite revenue growth.
Netflix's Q4 2025 earnings revealed a 4-6 percentage point growth deceleration for 2026. We analyze the structural factors behind this shift and decode the $83B Warner Bros acquisition strategy.
Adobe's ROIC didn't just beat peers—it doubled in 8 quarters. The story isn't 'Adobe has high ROIC.' It's WHY it improved from 50% to 105% while Salesforce stayed at 12%. DuPont decomposition reveals the answer.
Investors often equate bigger capex plans with growth. But our cash flow analysis reveals the opposite: Entergy's smaller, focused $7.6B program has better OCF coverage than AEP's $72B plan. When all three utilities are burning cash, execution discipline matters more than scale.
Three fuel cell companies target AI data center power, but execution quality varies dramatically. Bloom Energy's +4.5% ROIC vs Plug Power's -104% isn't a small difference—it's a fundamental divide between a functioning business and a value destroyer. Our SEC filing analysis reveals warning signs even for the winner.
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.
At $25B market cap and 41x revenue, Rocket Lab prices in Neutron success. Our 5-pass filing analysis reveals what the narrative misses: Launch Services growth inflated 32% by catch-up accounting, backlog concentration (69% top 5) exceeds revenue concentration, and gross margins compressed from 55% to 37%. Here's what to watch before the rocket flies.
PSX 21% ROIC vs VLO 4.5%? The numbers lie. VLO's Cash ROIC is 23.3%—actually the highest. One-time California impairments distort the picture. Here's the analytical framework that matters.
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.
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.
The market bet on CVX after Maduro's arrest, but the data reveals COP's pure E&P model (29.9% ROIC) plus $8.5B in claims creates asymmetric upside. Chevron books zero proved reserves in Venezuela despite being the only US operator. Which exposure would you rather have?
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.
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.
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.
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.
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.
SanDisk's +569% stock surge looks disconnected from -17% TTM ROIC, but the real story is in the cycle fundamentals: +31% bit shipment growth overwhelming -9% ASP normalization, gross margins inflecting at +7.4pp/quarter, and positive FCF despite transition losses. This is textbook early-cycle recovery, not a bubble.
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.
The average 10-K filing contains over 500,000 characters of text. Most investors don't know what sections exist, let alone where to find specific information. This guide breaks down every section and explains what investors actually find in each.
AI infrastructure spending is approaching $500B annually across hyperscalers alone. Our research library covers capex efficiency metrics, depreciation manipulation detection, concentration risk screening, nuclear power for data centers, and supply chain analysis—everything you need to evaluate AI infrastructure investments.
The conventional wisdom says NuScale (SMR) is safer because it has NRC approval. But filing data reveals SMR paid $495M—$6.9M per reactor—to trigger a non-binding customer agreement. OKLO has regulatory uncertainty but uncommitted cash.
Centrus Energy (LEU) returned 264% in 2025 on the HALEU monopoly thesis. But SEC filings reveal a 69% collapse in core SWU pricing and negative gross profit. Meanwhile, Cameco (CCJ) delivered +88% gross profit growth with 530bps margin expansion.
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.
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.
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.
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.
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.
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.
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.
LYFT has higher gross margin (42.6%) AND better earnings quality (7/10) than UBER. So why is LYFT barely profitable? The answer: OpEx. LYFT spends 42.2% of revenue on operating expenses vs UBER's 30.6%. Our 5-pass filing intelligence reveals how scale economics beat unit economics in rideshare.
AppLovin's ROIC went from 4.5% to 75% in 2.5 years while revenue growth accelerated from +17% to +86%. Meanwhile, Unity's ironSource merger resulted in -9% ROIC and declining revenue. The data reveals one of the most dramatic capital efficiency divergences in tech history.
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.
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.
While Caterpillar is up +60% YTD, most see it as construction/mining. But CAT's Energy & Transportation segment—which powers AI data centers—is the real growth story at +16.8% YoY with stable 20% margins.
Devon Energy generated 48% ROIC in Q3 2025. ExxonMobil generated 11%. Both produce oil and gas. Why the 4.5x difference? The answer lies in capital allocation: XOM returns 73% of FCF as dividends while pure E&P operators reinvest in high-return wells.
Digital Realty has $2.3 billion in construction commitments plus an active SEC investigation. Welltower faces $337 million in put-call acquisition obligations. Standard FFO/AFFO screens miss these entirely. Here's what filing intelligence reveals about 8 major REITs.
Walmart's net margin is actually higher than Costco's (3.96% vs 2.97%). But Costco's ROIC is 2x higher (41.2% vs 20.9%). The difference isn't profit margin—it's asset turnover. Here's the DuPont decomposition of retail capital efficiency.
Honeywell is spinning into THREE companies by 2026. But while management focuses on restructuring, ROIC has quietly declined from 26.3% to 19.4% over 8 quarters. Here's what's dragging down returns and which segments might escape the trap.
Morgan Stanley estimates 99% of software FCF goes to stock-based compensation. But the impact varies dramatically: Snowflake's SBC is 14x higher than Amazon's as a percentage of revenue. Our Filing Intelligence analysis reveals which companies offset dilution - and which leave shareholders holding the bill.
AVGO's top 5 customers account for 40% of revenue. NVDA's largest customer is 22%. ANET depends on Microsoft (20%) and Meta (15%). Standard AI stock screens show none of this. Here's our 2-signal framework for stress-testing AI beneficiaries.
Qualcomm's consolidated margins hide a secret: the QTL licensing segment earns 72% operating margin vs QCT hardware's 30%. When Apple moves fully to in-house modems, what happens to QCOM's profitability? Our semiconductor ROIC comparison reveals the answer.
EQIX's capex intensity jumped +8.7pp in 8 quarters. CCI's ROIC collapsed to -12%. ANET's customer concentration is HIGH (Microsoft + Meta). Standard screeners show none of this. Here's our 4-signal framework for screening AI data center infrastructure stocks.
E&P companies properly account for $35.7B in asset retirement obligations. Pure refiners? Nearly zero—until they're forced to close. Valero's $337M Benicia ARO surprise in April 2025 reveals what investors miss in refinery financials.
Most investors buy stocks based on tips, news, or gut feeling. The edge comes from going to the source: the company's own financial reports. Here's how to research any stock like a professional, starting from zero.
Earnings can be manipulated through accounting choices. Cash flow cannot. Our earnings quality research library covers OCF/NI ratios, FCF consistency, stock-based compensation dilution, depreciation divergence, and buyback effectiveness—everything you need to separate real profits from accounting fiction.
Learn how to monitor $370B in AI infrastructure spending quarterly with a 3-metric framework. Track capex/revenue trends, depreciation manipulation signals, and growth alignment across Google, Microsoft, Amazon & Meta. Updated December 2025 with Meta's $600B commitment and Michael Burry's depreciation thesis.
Return on Invested Capital (ROIC) measures how efficiently a company turns invested capital into profit. Our ROIC research library covers sector benchmarks from 938 companies and detailed peer comparisons across 8 industries—everything you need to identify high-quality stocks.
Michael Burry warns Big Tech will understate depreciation by $176B through 2028. Amazon is taking a contrarian approach—shortening useful lives and accepting a $700M profit hit while peers extend to boost earnings. Learn how to screen for earnings quality using the capex/depreciation ratio.
Earnings quality measures how sustainable and real a company's profits are. High-quality earnings convert to cash; low-quality earnings are accounting tricks. This guide shows you exactly how to evaluate any company using our 3-metric framework with original data.
Headline revenue growth hides segment-level divergence. ServiceNow has BOTH segments growing 20%+, while Salesforce professional services declined -5.7%. Which SaaS company has the healthiest segment mix?
The Magnificent 7 make up 35% of the S&P 500. But comparing them all using P/E ratios is methodologically flawed—they span 5 distinct business models. Our sector-adjusted scorecard reveals GOOGL as best value (17.4x P/E), TSLA as most overvalued (85% optionality premium), and which stocks actually EARN their premiums.
ROIC measures how efficiently a company turns capital into profits. A good ROIC is 15%+ for most sectors, but utilities median is 5.7% while retail is 15.9%. This guide shows you exactly how to calculate, interpret, and screen for ROIC using original data from 938 companies.
Companies spent $2.9 trillion on buybacks since 2019. But are they actually reducing shares? Our analysis reveals the uncomfortable truth that 95% of programs are ineffective.
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.
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.
Wall Street ranks Lockheed Martin's 30% ROIC as best-in-class. But our 8-quarter trajectory analysis reveals LMT's capital efficiency is actually declining (-0.018 trend) while RTX improves (+0.004). The data suggests the market may be mispricing defense contractor quality.
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.
Compare any S&P 500 company against 10 competitors using 20+ metrics with 5-7 temporal dimensions each. MetricDuck's free peer comparison tool automates 3-5 hours of manual Excel work in 2 minutes with 8-quarter trends, YoY analysis, and SEC-backed data.
AMD generates $1.72 in cash per $1 of profit—the best in semiconductors—while NVIDIA manages only $0.84. This signals AMD's earnings are higher quality and more sustainable despite NVIDIA's explosive growth.
Master the 3-metric cash flow quality framework used by institutional investors. Analyze OCF/NI Ratio, FCF Consistency, and Cash Conversion Cycle with validated 2025 data for NVIDIA, AMD, Intel, and Broadcom. Includes specific thresholds and step-by-step methodology.
Reading 10-Q quarterly filings takes 3+ hours per company. For a 20-stock portfolio, that is 240+ hours per year. MetricDuck structures the key insights with QoQ/YoY comparisons so you can analyze any 10-Q in 5 minutes.
Forward guidance is a company official forecast of future revenue, EPS, and margins. Learn where to find it in SEC filings and how to track guidance revisions for 500+ public companies.
Traditional dividend screening misses deterioration. This 4-metric framework with 8-quarter payout trends predicted 3M's 54% cut 6 months early, Intel's 2024 suspension, and Leggett & Platt's 89% reduction. Screen 938 dividend stocks for sustainability in under 30 seconds.
Manual ROIC screening takes 4+ hours per session. Learn our 5-step framework with sector-specific benchmarks from 938 companies showing why retail median ROIC (15.9%) differs from utilities (5.7%). Screen 500+ companies in 30 minutes with sector-adjusted thresholds.
Every guide to Form 20-F is written for companies filing it—not investors reading it. This guide shows you which sections to focus on, what to skip, and how to spot red flags in foreign company annual reports.
If you've searched EDGAR for ASML or Novo Nordisk quarterly earnings and found nothing, here's why: foreign companies use Form 6-K instead of 10-Q. This guide shows you exactly how to find quarterly results for any foreign stock.
Foreign companies file Form 6-K for everything from quarterly earnings to routine governance notices. Understanding this catch-all form is essential for analyzing international stocks—here's what you need to know.
If you've ever searched for a 10-Q from ASML, Novo Nordisk, or Alibaba and come up empty, you're not alone. Foreign companies have completely different SEC filing requirements—and understanding them is essential for investing in international stocks.
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