I read it again the other day in a job posting, stated as if it were a settled fact of nature: the marketing qualified lead. There is no such animal. It is a phrase that describes a hope, or a metric, or an org chart, but not a real thing in the world, and the longer I sell the more certain I am that whoever coined it had never actually qualified anyone. Qualification is real, and it is one of the hardest and most valuable skills in the trade. But it does not come from marketing, and it does not come from a score, and understanding why is the difference between a company that grows expert sellers and one that keeps buying software to replace the sellers it never trained.
What the score claims to be
Here is what a marketing qualified lead actually is, mechanically. A piece of software watches a prospect and adds points for behaviors. A whitepaper download is worth some points. Opening a few emails is worth a few more. Visiting the pricing page is worth more still. A job title with the right word in it earns a bonus. When the running total crosses some line, a hundred points, say, the prospect is stamped qualified and handed to a rep. That is the entire mechanism, and every single input to it is cheap. A click costs the prospect nothing. A download costs nothing. A page view costs nothing. The score is built entirely out of free signals, which means it measures browsing, dressed up to look like intent. Someone hitting the pricing page five times might be a serious buyer, or a competitor, or a bored analyst, or a student, and the score cannot tell them apart, because the behaviors it counts are free for anyone to produce.
Where qualification actually lives
Now here is what real qualification looks like, and it happens in a place no software can reach. Suppose an inquiry comes in from an insurance company. The shallow version of qualification stops there: it is an insurance company, we sell to insurance companies, good enough, route it. But that is not qualification, it is category matching, and it is nearly worthless. The real work is specific. Which person, in which function, with which problem? Yes, insurers buy leads, they buy pre-fill, they buy property characteristics to feed actuarial models. But suppose this particular contact works in claims. What is at the center of claims? Investigating moral hazard, the possibility that someone burned down a house they could no longer afford, to escape a mortgage they could not pay and collect on the policy at the same time. And what reveals that? Foreclosure data. The person who hears claims and lands, in a heartbeat, on foreclosure data as the thing that detects the fraud, that person has qualified the lead. No score did that. A trained human mind did that, by knowing the customer’s business well enough to see the exact fit the customer had not yet named.
It takes years to build
That leap, from claims to moral hazard to foreclosure data, is not something you install. It is something you grow, over months and years of mentoring a rep until they carry a whole map of who needs what and why. It is what the anthropologist James Scott called metis, the situated, experiential knowledge that cannot be written into a manual or reduced to a rule, the knowledge of the person who actually does the thing. And here is the uncomfortable part for the org chart: metis is illegible. You cannot systematize it, you cannot own it as a company asset on a server, and every evening it walks out the door inside the heads of your reps. Marketing’s entire project, the scoring, the funnels, the qualified-lead machinery, is an attempt to make qualification legible, to turn it into a number the organization can hold and control. But the real skill resists that, because the real skill is judgment, and judgment does not fit in a points field. So the company builds an elaborate machine to produce a legible fake and neglects the expensive, illegible, human thing that actually works.
The same eye that finds the revenue
Notice that the moral-hazard read is not only qualification. It is the exact instinct that finds revenue nobody else sees. Foreclosure data is obviously for lenders and investors, the people watching distressed property. Seeing that it is also a fraud detector for insurance claims is a creative application, the recognition that a thing with a use in one place has uses in others. Qualification and that kind of creative reach are the same act of expert perception, looking at a customer and a product and seeing a fit that is not written on either one. A scoring engine can never do it, because the fit does not exist in the data the engine can see. It exists only in a mind that knows both sides well enough to connect them. That mind is the entire value of a salesperson, and it is precisely what the marketing qualified lead pretends to replace and cannot.
The lead does not qualify itself
So the phrase is not merely imperfect, it is a category error, and you can see the error in the grammar. The term puts the qualification in the lead, as if the prospect’s own behavior did the qualifying. But a lead is never qualified by the lead. It is qualified by the rep, by an act of recognition performed on the far side of the table. The prospect brought a need and some clicks. The qualification, the seeing of what they actually need and whether you can meet it, happened in the rep’s head, not in the prospect’s browser. Marketing located the skill in the wrong place, in the cheap and visible behavior of the buyer, rather than in the expensive and invisible judgment of the seller, and then built a whole industry on the misplacement. That is why an MQL feels busy and predicts almost nothing. It is measuring the wrong side of the transaction.
What to build instead
If you want more qualified leads, the answer is not a better scoring model. It is more reps who can hear claims and think foreclosure data, and that is slow, human work: hiring for judgment, mentoring for years, building the deep product and customer knowledge that lets a person see fits that no dashboard contains. It is expensive, and it is illegible, and it walks out the door every night, which is exactly why companies keep reaching for the software instead. But the software is qualifying nothing. It is counting clicks. The qualification, the real thing, the thing worth paying for, was always in the person, and it always will be. There is no such thing as a marketing qualified lead. There are only reps who have learned to see, and the leads they qualify with their own trained eyes.
On metis and the limits of legibility: James C. Scott, Seeing Like a State (1998). A companion to this site’s argument that judgment and fit live in the relation between people and things, not in any signal a machine can count.