How Avery Scores LinkedIn Proof: Recommendations, Featured, Skills

Every Avery audit scores a LinkedIn profile across four pillars: First Impression, Story, Proof, and Visibility. Of the four, Proof is the one customers push back on most, in both directions. People with glowing recommendations are surprised it did not lift their score more. People with empty Featured sections are surprised it hurt them so little. Both reactions come from the same misunderstanding about what proof does on a profile.

So this post opens the hood. Here is how the Proof pillar actually works: what we score, how the weights shift depending on your goal, and the recurring patterns we see across real audits. No fabricated statistics, no "we analyzed 10,000 profiles" theater. Just the methodology and the honest patterns.

What counts as proof

Proof is everything on your profile that someone else vouched for or that you can point to as an artifact. Three components:

Recommendations. Written references, visible to everyone, attached to the relationship context (managed you, worked alongside you, was your client). This is the only section of your profile written by someone who is not you.

Featured. The showcase slots under your About section: case studies, talks, articles, media coverage, portfolio pieces, launches. Artifacts a reader can open and judge for themselves.

Top Skills. Your pinned skills, plus the credibility layer around them: endorsements, certifications, and whether the skills you pinned are the ones your target audience actually searches for.

Notice what is not here: your job titles, your outcome bullets, your About narrative. Those are claims, and they live in the Story pillar. Proof is what backs the claims. A profile can be all claims and no evidence, and that mismatch is precisely what the pillar structure is built to catch. It is also why the same profile can score differently depending on what you are using it for, which we wrote about in why the same profile scores differently by goal.

The weights, and why they flip

Here is the part that surprises people. For a job seeker, Proof is worth 10% of the overall Avery score. For someone building pipeline, thought leadership, or executing a rebrand, it is worth 20%, and the components inside it reshuffle almost completely.

Job search mode: Recommendations 60%, Featured 20%, Top Skills 20% of the pillar.

Pipeline, thought leadership, and rebrand modes: Featured 50%, Recommendations 30%, Top Skills 20%.

The logic: for a job seeker, proof is a conversion signal. It does its work late in the funnel, when a recruiter is already on your profile deciding whether to reach out, or a hiring manager is doing the pre-interview check. At that moment, one or two recent, specific recommendations from senior people close the deal. But proof does not get you found, and it rarely gets the first click. First Impression and Story do that, which is why they carry 65% of a job seeker's score and Proof carries 10.

For pipeline and thought leadership, proof is an authority signal, and authority is the product. If you want prospects to book calls or an industry to treat you as a voice, your Featured section is not a nice-to-have showcase. It is the credibility engine: the case studies, the conference talk, the podcast appearances, the article that got picked up. That is why Featured jumps from 20% of the pillar to 50%, and why the pillar doubles in weight overall.

One practical consequence: the single most common misallocation we see is job seekers grinding on Featured content while their About section is still a duty list. If you are in a job search, a polished Featured section is worth 2% of your overall score. Your About section alone is worth more than five times that. Do the math before you spend the weekend.

How the components are actually scored

Recommendations are scored on recency, specificity, and seniority, not count. A job seeker with two recommendations lands at the top of the range when both are recent, specific about what you did, and written by people senior enough to evaluate you. Twelve endorsement-swap recommendations from 2016 score worse than two real ones from last year, because a recruiter reads the two real ones and skims none of the twelve. For client-facing modes, client and partner recommendations outweigh colleague ones, because they verify the thing a prospect actually cares about.

Featured is scored conditionally on your role and goal. This is unusual and worth explaining. For a standard job seeker in an operations or finance or sales role, an empty Featured section barely moves the score, and we hold a floor under it. Punishing an accountant for not having a portfolio would be measuring them against a creative's rubric. But for designers, product people, founders, and anyone in push mode, Featured is scored for real, because their audience genuinely evaluates artifacts. The rule underneath: a mediocre Featured item is worse than an empty section. Featuring a blurry webinar screenshot or an unfinished side project actively lowers the quality read of everything around it. Curate or leave it empty. Our guide to using the Featured section effectively covers what earns a slot.

Top Skills are scored on searchability and relevance, not volume. Five-plus relevant, pinned, searchable skills is the bar. Fifty unpinned skills with scattered endorsements is noise. The question we ask is simple: if your target recruiter or client typed their three most likely search terms, would your pinned skills match them?

The patterns we keep seeing

Across real audits, the same Proof failures recur. We are not going to dress these up as percentages; these are the patterns an auditor sees week after week.

The stale-proof profile. Strong career, real accomplishments, and the most recent recommendation is from two roles ago. The proof verifies a person who no longer matches the headline. Fix: one ask to a recent manager or client. Our recommendations playbook includes the exact message.

The all-claims profile. Outcome bullets everywhere, numbers in every role, zero recommendations, empty Featured. Nothing on the profile is corroborated by another human. For a job seeker this is a modest deduction. For a consultant trying to generate inbound, it is disqualifying, because a prospect has no way to distinguish the profile from fiction.

The trophy-case mismatch. A Featured section full of artifacts pointed at the wrong audience: the sales leader featuring their marathon photos, the career changer featuring five years of work from the industry they are leaving. Proof only counts when it proves the claim you are currently making.

The endorsement mirage. Ninety-nine endorsements for "Leadership" and zero pinned skills matching the roles the person is applying for. Endorsement volume is the cheapest proof on the platform to accumulate and the least trusted, which is exactly why our Top Skills component scores pinning and relevance rather than counts. When we flag this, the fix takes ten minutes and it is one of the few Proof fixes that affects search visibility, not just conversion.

The student exception: floors, and why we hold them

One more piece of the methodology worth showing: students get a different Proof rubric entirely, and the reasoning behind it explains a design principle that runs through the whole audit.

In student mode, Proof drops to 12% of the overall score, and two components carry floors. An empty Featured section never scores below 4, and zero recommendations never scores below 5, because zero recommendations is the normal state for a 20-year-old and the audit says so out loud rather than punishing it. Network size gets the same treatment: a student with 200 connections scores at the top of the range instead of being measured against a mid-career 500-plus benchmark.

The principle: a score is only useful if it measures you against the bar your evaluators actually hold. Recruiters hiring entry-level candidates look for potential and polish, not a portfolio of client references. An audit that marked students down for lacking proof they could not plausibly have would produce a number that felt bad and taught nothing. The same principle is why Featured is role-conditional for professionals: the bar moves with the audience, so the rubric moves with it.

The corollary for students is that small proof moves are outsized. Because the floors keep the downside shallow, one polished capstone project in Featured or one specific recommendation from a professor jumps the pillar score in a way no single action can match on a professional profile. Bonus territory rewards deposits.

What to do with this

If you are job searching: get one or two recent, specific recommendations and confirm your pinned skills match your target searches. Then stop optimizing Proof and go fix your Story. If you are building authority or pipeline: your Featured section is load-bearing, treat it as your homepage. If you are not sure which mode you are in, that is the first question worth answering, because as the weights above show, it changes what your profile should be optimized for entirely. That diagnosis is what a real LinkedIn audit is for.

An Avery audit scores all four pillars against your actual goal, shows you the component-level breakdown, and ranks the fixes by score impact so you spend effort where the math says it pays.