What does this article cover?
- What do you need to run this?
- How do you calculate the three metrics?
- Which of the twelve are you?
- What if your signature is ambiguous?
- What happens if you do nothing?
- What does your type tell you to do?
- Who should this article send away?
- Where does this break down?
- People also ask
- What I sell, and what I don’t
- About the Stagnation Assassin
This is not a personality quiz. There are no questions about how you feel about risk. You pull seven numbers off two years of income statements, run three formulas, and the arithmetic produces a three-letter signature that maps to one of twelve named business types, each with a specific way it fails if nobody intervenes. The whole thing takes about ten minutes, and the result is not flattering to most businesses that run it.
What do you need to run this?
Seven numbers from two years of income statements. Current and prior year revenue, gross profit and operating profit, plus your industry’s organic growth rate. Everything else is arithmetic, and the whole exercise takes about ten minutes once the inputs are on the desk.
Six of the seven are on any profit and loss statement, any ten-K, any divisional report. The seventh is the one that takes work.
The industry organic growth rate rarely exists as a clean published figure for your exact segment. Build it from the three to five closest publicly traded competitors, averaging their organic growth measured the same way you measure your own, over the same window. Strip out acquisitions on both sides.
And bias the comparator toward the broader, faster market definition when you are uncertain, because the error is asymmetric. A comparator that is too narrow flatters your growth reading, and a flattered growth reading is the single most dangerous error in this diagnostic. It is the element that makes a failing business look like a winning one.
How do you calculate the three metrics?
Three formulas, three threshold bands, three letters out. Revenue Velocity is your organic growth minus your industry’s. Profit Velocity is this year’s gross margin minus last year’s. Flow-Through is the change in operating profit divided by the change in revenue.
| Metric | Formula | High | Moderate | Low |
|---|---|---|---|---|
| Revenue Velocity | Your organic growth minus industry organic growth, in points | +2 or more | -1.99 to +1.99 | -2 or lower |
| Profit Velocity | This year’s gross margin minus last year’s, in basis points | +50 or more | -49 to +49 | -50 or lower |
| Flow-Through | Change in operating profit divided by change in revenue | 50% or more | 26% to 49% | 25% or less |
Each metric reads a different layer of the income statement, which is why three are needed. Revenue Velocity reads the top line and tells you whether you are taking share or losing it. Profit Velocity reads the gross profit layer and tells you whether your unit economics are improving or eroding. Flow-Through reads the operating profit layer and tells you whether overhead is leveraging your growth or absorbing it.
One warning about Flow-Through. It is a ratio of two changes, so when revenue barely moved the denominator is tiny and the result jumps on noise. Worse, when revenue and operating profit both decline, the arithmetic divides a negative by a negative and produces a high positive number that looks like overhead leverage and is an artefact. On a flat or declining revenue base, use a three-year average and interpret carefully.
Bias the industry comparator toward the broader, faster market. A comparator that is too narrow flatters your growth reading, and a flattered growth reading is what makes a failing business look like a winning one.
Which of the twelve are you?
Look up your three letters. Twelve signatures have names, each with a characteristic failure mode and a first structural move. The names are not descriptive flourishes; each one identifies a specific way a business breaks if nobody intervenes in time.
| Signature | Type | How it fails | First move |
|---|---|---|---|
| H / H / H | The Sprinter | Complacency. Drifts to Phantom ATM in four to eight quarters as the discipline that built it relaxes | None. The work is making it survive you |
| M / M / M | The Cruiser | Every metric one bad quarter from Low, with no leverage to absorb a shock | Plug the Leaks, then pricing |
| H / L / L | The Growth Trap | Every incremental dollar worth less than the last, while the dashboard says you are winning | All five, in sequence |
| L / M / M | The Margin Fortress | Defending a position somebody else built. First headwind turns it into a Slow Bleed | Charge What You’re Worth |
| M / M / L | The Cash Vampire | Today’s overhead booked as tomorrow’s investment, indefinitely | Build the Machine |
| M / H / H | The Hidden Compounder | Pressure to accelerate a dull top line breaks the discipline underneath it | None. Protect it from its own board |
| H / L / M | The Founder Bottleneck | Growth outruns one person’s calendar, and the margin pays for the queue | Remove the Cap |
| H / L / L | The Acquisition Hangover | An acquired business dragging the combined economics down through integration | Plug the Leaks, on the acquired entity |
| M / L / L | The Busy Pit | You are the slope. Effort converts revenue to profit, and nothing else does | Plug the Leaks, then Build the Machine |
| H / M / L | The Capital Glutton | A coherent growth story that cannot be reconciled with the cash flow | Build the Machine |
| L / L / M | The Slow Bleed | Two layers already failing while the operating margin still looks defensible | Plug the Leaks and pricing, in parallel |
| H / M / M | The Phantom ATM | Nothing visibly broken, and a twelve to eighteen month trajectory to Growth Trap | Pricing and Build the Machine, in parallel |
Three of these are worth flagging as the ones people misread. The Sprinter and the Hidden Compounder need no repair, which sounds like good news and is the reason both decay: there is no obvious problem to work on, so attention goes elsewhere. The Phantom ATM is the most dangerous, because every trailing number is defensible and the operator who sees the trajectory has to sell a structural intervention against a green dashboard.
What if your signature is ambiguous?
Two cases. H/L/L holds two different types with the same reading, separated by whether your growth is organic or acquired. And fifteen of the twenty-seven possible signatures have no name, which is a real gap rather than an oversight I can wave away.
The H/L/L branch. Growth Trap and Acquisition Hangover produce identical readings and require different work. Ask one question: is the high Revenue Velocity coming from organic growth or from a recent deal? Organic means your own unit economics are compressing under your own growth, which is a Growth Trap and needs the full prescription. Acquisition-driven means a purchased business is dragging the combined numbers down, which is an integration failure and needs the work aimed at the acquired entity. Treating one as the other fixes symptoms while the cause keeps bleeding.
The unnamed fifteen. Three bands across three metrics produce twenty-seven combinations and twelve have names, so most of the possibility space is unlabelled. They resolve into three groups. Signatures one band from H/H/H are Sprinters in formation: protect the strong legs, raise the weak one. Signatures with two or three Lows collapse into the nearest failing type and take its prescription with added urgency. And the remainder are usually transitional, a business caught between two named types, which rarely persists past two measurement periods.
If you land outside the twelve, take the closest named match, run its prescription, and re-measure at the next quarter close rather than concluding the framework does not apply to you.
What happens if you do nothing?
The signature decays in one direction only. Types drift downward on their own and never upward, which means every improvement in this framework is the result of deliberate structural work, and every decline is simply the result of leaving things alone for long enough.
That asymmetry is the most useful thing the twelve types tell you, and it is invisible if you read the list as twelve separate conditions rather than as a map with gravity.
The strong types decay into the middle. A Sprinter that stops paying attention becomes a Phantom ATM, because the discipline that produced High readings on all three layers relaxes first on the layer nobody is watching. A Hidden Compounder pushed to accelerate a dull top line becomes a Growth Trap, because the acceleration comes at the expense of the unit economics that defined it.
The middle types decay into failure. A Cruiser hit by any material shock falls to Cash Vampire, Slow Bleed or Busy Pit, because every metric sitting in the Moderate band is one bad quarter from Low and there is no leverage anywhere to absorb the hit.
And the failing types decay into restructuring. A Growth Trap left alone for four quarters typically gives up two to four hundred basis points of operating margin by the time the trailing data reflects what the slope has been doing all along.
The speeds differ and the direction does not. The types with two Lows move fastest, because two layers are failing at once and the third is running out of cushion. The Busy Pit moves slowest, over eight to twelve quarters, precisely because the activity masks the decline and prevents the revenue drop that would otherwise force somebody to notice.
What does your type tell you to do?
Which of five structural upgrades to run, and in what order. Plug the Leaks, Charge What You’re Worth, Remove the Cap, Build the Machine, Point Them at Profit. The type determines the sequence; two types need none of them at all.
Each upgrade targets a specific layer. Plug the Leaks and Charge What You’re Worth both work the unit-economics layer, the first by removing what is destroying value and the second by pricing what remains properly. Remove the Cap addresses the structural constraint limiting throughput. Build the Machine addresses the overhead layer through automation. Point Them at Profit redeploys the capacity the first four release toward higher-margin work.
The sequencing matters more than most operators expect, and the reason is that each upgrade is more effective on ground the previous one prepared. Pricing discipline built on an unexamined portfolio prices combinations that should not exist. Capacity optimised before the portfolio is rationalised optimises for the wrong demand. Automation aimed at a process serving value-destroying customers automates the destruction.
I am not going to teach the five upgrades here. Each is a chapter, the mechanics matter, and a summary would give you the names without the discipline that makes them work. What this article gives you is the diagnosis, which is the part that determines whether you are working on the right thing at all.
Who should this article send away?
Anyone who will not pull the seven inputs. The diagnostic is mechanical and it is not intuitive, and a reader who reads the twelve profiles and picks the one that sounds like their business has learned nothing except which description they find flattering.
That is the failure mode this instrument is most exposed to, because the type names are evocative and several of them are flattering. Nobody self-selects into Busy Pit. Almost everybody recognises themselves in Hidden Compounder, which is the type where an unexciting top line conceals genuine structural quality, and which is therefore the most comfortable available explanation for disappointing growth.
The arithmetic does not care what you recognise. Run it.
Where to go instead, and some of it beats this framework. If your question is whether you are financially distressed rather than structurally drifting, the Altman Z-score is older, tested against real bankruptcies and free to calculate, and I have written about which version a private company needs. If your question is comparative, free published industry financial data will tell you where you sit against real peers rather than against a framework. And if you want one number rather than three, gross profit in dollars, tracked monthly, catches most of what Profit Velocity catches with none of the apparatus.
Where does this break down?
Twelve of twenty-seven signatures are named, the thresholds are judgment rather than calibration, and the public-company readings I have published elsewhere are my interpretation of filings rather than anything those companies have said about themselves. None of the three is fatal and all three are real.
Take the thresholds specifically, because they carry more weight than anything else here. Two points on Revenue Velocity, fifty basis points on Profit Velocity, fifty per cent on Flow-Through: each is a considered judgment about where noise becomes signal, and none is derived from a study establishing that businesses behave differently on either side of the line. A company at forty-nine per cent Flow-Through and one at fifty-one are not meaningfully different, and the band table will call one Moderate and the other High.
Three further limits. Two types sharing a signature means the diagnostic is not a clean partition, and the organic-versus-acquired test is a judgment call at the margin. The framework is built from manufacturing and industrial cases, and a software business with negligible cost of goods will find Profit Velocity doing less work. And it is mine: derived from operating experience and public filings rather than from research anybody has peer reviewed, which is a different standard from the one I hold other people’s frameworks to elsewhere on this site.
The claim I would keep regardless: reading the three layers separately catches failure modes the aggregated bottom line hides, and that is true whether or not my particular thresholds and names survive.
Almost everybody recognizes themselves in Hidden Compounder, the type where a dull top line conceals real structural quality. It is the most comfortable available explanation for disappointing growth. The arithmetic does not care what you recognize.
People also ask
What are the twelve business types? Sprinter, Cruiser, Growth Trap, Margin Fortress, Cash Vampire, Hidden Compounder, Founder Bottleneck, Acquisition Hangover, Busy Pit, Capital Glutton, Slow Bleed and Phantom ATM, each defined by a three-letter velocity signature.
How do I find my type? Pull seven numbers from two years of income statements, calculate Revenue Velocity, Profit Velocity and Flow-Through, band each as High, Moderate or Low, and look up the resulting three-letter signature.
Why do two types share the same signature? Growth Trap and Acquisition Hangover both read H/L/L. The difference is the cause: organic unit-economics compression versus integration drag from a recent deal. The prescriptions differ, so the distinction matters.
What if my signature is not on the list? Fifteen of twenty-seven combinations are unnamed. They resolve as Sprinters in formation, as collapses into the nearest failing type, or as transitional states. Take the closest named match and re-measure next quarter.
Which type is most dangerous? The Phantom ATM, because nothing is visibly broken. Every trailing metric is defensible while the trajectory runs toward Growth Trap over twelve to eighteen months, so the operator has to argue for intervention against a green dashboard.
What I sell, and what I don’t
I don’t sell consulting. My employment contract doesn’t allow it, so there is no engagement waiting at the end of this article and no proposal coming. Two things here are commercial: I speak for a fee, and I sell books. Everything else, including the audit, is free, and it stays free because it has to be. The diagnostic on this page is the opening section of a forthcoming book, published here in full and without an email form, which is the honest way to find out whether the method is worth the price of the rest of it. Run it and send me your signature at my contact page if you want a second read.
About the Stagnation Assassin
Todd Hagopian is a Fortune 500 transformation executive who has generated $3B in shareholder value across Berkshire Hathaway, Illinois Tool Works, Whirlpool, and JBT Marel, where he serves as Global VP of Product Strategy and Marketing. Known as The Stagnation Assassin, he is the author of two published books, The Unfair Advantage: Weaponizing the Hypomanic Toolbox and Stagnation Assassin: The Anti-Consultant Manifesto. His blog is published in 15+ languages and read by operators worldwide. Bring him to your stage via his speaking page or connect with him on LinkedIn.
The talk version has a room calculate its own signature live from figures people already know. The uncomfortable part is not the result. It is how many leaders cannot produce the seven inputs without calling someone. Formats and fee are on my speaking page.

