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The LinkedIn Post: An Exhaustive Taxonomy

Every strange convention of the LinkedIn post — the line breaks, the fold, the 'Agree?' — is an adaptation to a published ranking signal. It isn't cringe. It's a species fitting a landscape somebody built.

CowDog11 min readShare on X →

Editor's note: who this is and is not about

The example posts below are invented formats, not quotations — I wrote every one as a structural template, and nothing here is a real post by a real person.

The target is the ranking function and the people who sell courses about gaming it. Not the job seeker, not the new graduate, not anyone posting because their industry contracted and this is the tool they have. The last third of this piece is about the cost those people pay, and it is not a joke.

The mechanics are quoted from LinkedIn's own engineering blog, which published them.

The line breaks are the part I could never get past.

One sentence.

Then a gap.

Then three words, alone, load-bearing.

I spent years reading that formatting as an aesthetic failure — a genre of person who had confused a business update with a poem. And then I read LinkedIn's engineering blog, which explains in flat technical prose exactly why a post shaped like that outperforms a paragraph, and the whole thing stopped being funny and became something considerably more interesting.

Nobody chose that shape. It was selected for.

The mechanism, from the people who built it

LinkedIn's engineering team published this in May 2020, and it is not a leak or an inference. It's a blog post about improving the feed.

“

Each update viewed on the feed generates two types of dwell time. First, there is dwell time "on the feed," which starts measuring when at least half of a feed update is visible as a member scrolls through their feed.

”
— LinkedIn Engineering, 'Understanding dwell time to improve LinkedIn feed ranking' (May 2020)

Read that as a specification rather than a description, because that's how the incentive works. Measurement begins when half the post is on screen. A post that occupies more vertical space is on screen, half-visible, for longer — during an identical scroll, at an identical reading speed, containing identical information.

Whitespace is not a style. It is surface area.

The second half is the penalty. LinkedIn describes building a model predicting the likelihood a member skips an update, and then, in their words, they "reduced the score of all updates by an amount proportional to the predicted P(skip) value."

So the system does two things at once: it rewards the post you linger on, and it actively demotes the post you glide past. Every convention that follows is a solution to that pair of constraints.

half visible
when dwell measurement starts
taller post = longer measured exposure
P(skip)
the demotion model
scores reduced in proportion to predicted skipping
May 2020
when this was published
by LinkedIn's own engineering team

The taxonomy

Sorted by what ranking behaviour each one exploits, which turns out to be a more useful classification than how embarrassing it is.


1. The Vertical

I learned something on Tuesday.

It changed everything.

Here's what happened.

What it exploits

Surface area. Six words occupying the vertical space of forty. Dwell measurement starts at half-visible, so a post stretched to three screen-heights is being measured for the entire time your thumb travels past it.

The content is irrelevant to the mechanism. You could write a shopping list this way and it would out-rank a paragraph.

2. The Fold Hook

Nobody talks about what happens after you get the promotion.

…see more

What it exploits

The expand click, and through it, dwell "after the click." The first two lines are the only ones the feed shows unprompted, so they carry the entire load — which is why they are always either a mild taboo ("nobody talks about") or an incomplete sentence.

Note the structural consequence: the interesting claim must be withheld. A post that says its point immediately is punished by the format, so the format selects against clarity.

3. The Parable

A candidate showed up 20 minutes late to the interview.

I hired her on the spot.

Here's why. 👇

What it exploits

Narrative suspension, which is the most efficient dwell-time instrument available because humans finish stories. A reader who would scroll past an opinion in 0.4 seconds will stay for the resolution of a scene.

It also explains the genre's characteristic epistemics: these stories are unfalsifiable, unattributable and enormously effective, and the format has no mechanism whatsoever for preferring a true one.

4. The Provocation

Unpopular opinion: most meetings are fine.

What it exploits

Disagreement, which generates comments, which generate dwell for every subsequent reader who stops to watch an argument.

"Unpopular opinion" is a marker that almost never precedes an actually unpopular one — it's a flag telling the reader that disagreement is invited, which is a different function entirely from the words' literal meaning.

5. The Closer

Agree?

♻️ Repost if this resonated.

What it exploits

Direct instruction. The only element in the taxonomy that isn't disguised as anything. It asks for the engagement signal by name.

It survives because it works, and it works because a question at the end of a post is answered more often than a statement is.


Five formats. Not one of them is about the content. Every single one buys either screen height or thumb-stop, which are the two things the published ranking function is known to measure.

The part that isn't a joke

Now the taxonomy entry I deliberately left out, because it doesn't belong in a list of formats being mocked.

The layoff post. The one that starts "I'm sorry to share that I was impacted by the recent restructuring at…" and goes on to be gracious about a company that has just removed someone's income.

That post is doing something entirely rational. It's the most effective distribution mechanism available for the sentence I need work, it reaches former colleagues who might hire you, and the graciousness is not delusion — it's a person who knows that anger reads badly to future employers and who cannot afford to read badly to future employers.

And it is the single most mocked format on the internet.

Look at what's actually happening there. Someone has lost their job, in an event they didn't control and were probably assured wasn't coming, and is now performing composure on a platform whose ranking function rewards vulnerability with reach — which means the more openly they discuss the worst month of their year, the better it performs. That is a genuinely grotesque incentive, and the person subject to it did not design it.

The cringe is real and it is not theirs.

That's the turn, and it applies backwards through the whole taxonomy. The formats above look ridiculous because they are optimised for a measurement rather than for a reader. But the people doing the optimising are, in the main, not influencers — they're job seekers, new graduates, contractors whose pipeline dried up, and people in industries that contracted. They're using the tool the way it rewards being used, because the cost of using it badly is not being seen.

Who profits from the confusion

There's a second group, and this one is a fair target.

The advice industry that sells the taxonomy back to you. The course on hooks. The consultant whose entire offer is knowledge of the ranking function, monetised specifically because the function is undisclosed enough to make that knowledge scarce.

They are not doing anything illegal and some of what they teach demonstrably works. But notice the structure: their product is an information asymmetry about a system they didn't build and can't change, sold mostly to people who need the platform to work for them. Same shape as a values poster that predicts nothing about the company, and the same shape as an earnings call that discloses nothing while speaking fluently: a document, or a dialect, whose function is to be persuasive to whoever most needs to believe it.

And underneath all of it is the thing this publication keeps arriving at from different directions. Attention is the good being traded, the ledger for it is one almost nobody keeps, and a platform that can measure dwell time to the half-visible pixel is running a far better set of books on your attention than you are on theirs.

Reading the feed differently

  1. 1

    Ask what each post is buying

    Height or thumb-stop. Once you can name which, the format stops being irritating and becomes legible — and you stop attributing to the author a decision that was made by a ranking model.

  2. 2

    Distinguish the optimiser from the optimised

    Someone with a course on hooks is working the system. Someone announcing a redundancy is being worked by it. These deserve completely different reactions and get the same one, which is most of what's wrong with how this genre is discussed.

  3. 3

    Notice what the format selects against

    Clarity, brevity, falsifiability and attribution — all penalised, structurally, because each one reduces dwell. That's a useful thing to know about any feed you use to form views about your industry.

  4. 4

    If you have to post, do it deliberately

    There is nothing wrong with using the format knowingly. Write the thing you mean, then decide separately whether to shape it for distribution. The failure mode is drifting into the register without noticing, which is how people end up writing sentences they would never say out loud.

  5. 5

    Treat the platform as a job-search tool with known mechanics

    It is genuinely useful for finding work, and being fluent in its conventions is a real advantage. Read the postings it carries the way you'd read any disclosure document, and treat the feed itself as a ranked surface rather than a representation of what your industry thinks.

Isn't this just a defence of content that genuinely is annoying?

The strongest objection, and I'd concede half of it: a lot of this content is bad, the parables are frequently invented, and being able to explain an incentive is not the same as excusing every response to it. What the piece disputes is narrower — that the format is evidence about the person. Someone writing in short lines has learned what gets distribution; that tells you about the ranking function, not their character. Mock the courses, mock the fake interview anecdotes, and leave the line breaks alone.

The dwell-time post is from 2020. Hasn't the algorithm changed since?

Almost certainly, and the piece shouldn't be read as describing the current system in detail — feed ranking is revised constantly and LinkedIn doesn't publish a running spec. What's durable is the direction: an engagement-duration signal with a skip penalty, which is the general shape most feeds converged on and which the observable conventions still fit. If the mechanism had changed fundamentally, the format would have changed with it, and it hasn't.

Aren't you doing the same thing? This is a piece about LinkedIn posts, on a blog, with a taxonomy.

Fair, and worth saying out loud rather than pretending the position is neutral. The difference I'd claim is that this piece states its mechanism, cites the source, and puts its actual argument in the first two hundred words rather than withholding it below a fold. Whether that's a meaningful distinction or just a different optimisation is a reasonable thing to be sceptical about.

What should someone actually do if they need LinkedIn to find work?

Use the format — genuinely, without embarrassment. It works, that's why it exists, and refusing on aesthetic grounds is a luxury priced in interviews you don't get. The only thing worth protecting is the gap between what you write and what you'd say: use the conventions to distribute something you actually mean, rather than letting the conventions decide what you mean. And be suspicious of anyone charging for access to a system they don't control.

One sentence

I still can't read the line breaks without wincing. That reflex hasn't gone anywhere and I don't especially trust it any more.

What changed is that I now know the wince is aimed at the wrong object. Somewhere there is a model that reduces a post's score in proportion to how likely you are to skip it, and somewhere else there is a person who has worked out, without ever reading a line of that engineering blog, that a sentence alone on its own line performs better than the same sentence in a paragraph.

They didn't do anything wrong. They ran an experiment, the experiment returned a result, and they kept the result.

The lightbulb is the story.

Not the moth.

It's just business.

Sources

  1. LinkedIn Engineering — 'Understanding dwell time to improve LinkedIn feed ranking' (12 May 2020)
    How this was checked

    LinkedIn's own description of the mechanism: 'Each update viewed on the feed generates two types of dwell time. First, there is dwell time on the feed, which starts measuring when at least half of a feed update is visible as a member scrolls through their feed. Second, there is dwell time after the click.' The team describes dwell time as a real-valued and more reliable engagement measure than clicks, and reports building a P(skip) model where they 'reduced the score of all updates by an amount proportional to the predicted P(skip) value.' Feed ranking has been revised many times since; the durable claim here is the direction of the incentive, not the current specification.

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This article is educational and satirical content from Business Dog. It is not financial, legal, or tax advice. It's just business.