How to Build a Pay Case From Published Data

Four numbers, in this order

You have one conversation to make a case and about twenty minutes to prepare for it. Four numbers do almost all of the work, and the order matters because each one answers the objection to the one before it. Assembled properly they produce an argument the person opposite can check and find correct. That is the whole point, and it is what separates a case from an opinion.

Start with the published median for your occupation in your metro rather than the national figure. Geography moves pay more than almost anything else within your control, and a local figure is far harder to wave away. Then take the full percentile spread, tenth through ninetieth, so you can say where the offer sits rather than merely whether it clears one point. A spread turns a yes-or-no question into a position you can argue about.

Third, collect advertised ranges for comparable roles locally, which in pay transparency states are plentiful and current. Fourth, look at what this employer itself advertises for roles at your level, which in those same states is public. Those four together cover the market, your place in it, what is being paid right now, and what this specific company has already committed to in writing. Nothing in that set requires you to reveal anything.

Match yourself to the occupation, not the title

Wage data is published by occupational code, and those codes are defined by duties rather than by branding. Titles are invented by employers and follow no standard, so looking up your title averages across genuinely different levels. One company’s Analyst II is another’s Senior Analyst, and the published figure for either word is a blend of both. That blend describes nobody in particular.

Describe your week instead, read the published occupational definitions, and pick the code that matches what you actually spend your time doing. The right code frequently has a plainer, older-sounding name than anything on your business card. If your role genuinely spans two codes, look up both rather than picking one. That is a stronger argument rather than a complication, because it lets you say your pay should reflect the mix.

Place the offer honestly

Below the twenty-fifth percentile, for somebody experienced, is a question worth asking about directly. Between the median and the seventy-fifth is a normal offer for somebody established in the work. Above the ninetieth is unusual and usually means the role is larger than the title suggests. Knowing which of those describes you decides whether the market argument is available at all.

Being honest with yourself here matters more than it sounds. An argument that misplaces you is trivially easy to check and collapses the moment somebody does, taking the rest of your case with it. If the offer already sits high in the range, you need a different argument rather than a louder version of this one. Finding that out in private is much cheaper than finding it out in the meeting.

The sentence that does the work

The whole case reduces to one sentence you can say without notes. The May 2025 wage survey puts the median for this occupation in this metro at a particular figure, and the seventy-fifth percentile at another. Given the scope you discussed in the interviews, you were expecting something closer to the higher number. That is it, and it takes about fifteen seconds.

Look at what that sentence contains: a named source, a stated reference period, a specific geography, and a placement you have justified with something the employer already knows. Every element is checkable, which is precisely why it is difficult to dismiss. The alternative sentence, that you were hoping for more, contains nothing anybody can verify or advocate for. One of those travels into an internal meeting and the other does not.

Why data beats need, every time

An argument built on your rent, your commute or your circumstances invites a conversation about your circumstances. That is a conversation where the employer has no obligation, no comparable, and no way to say yes without setting a precedent. It also puts you in the position of asking for a favor. Nothing about that helps you.

An argument built on the market invites a conversation about the market, where the employer’s own advertised ranges are on your side. It also survives the person you are talking to. A recruiter can carry a market argument to a hiring manager and a compensation team and have it mean the same thing in that room. They cannot take your household budget anywhere at all.

Cite it properly or not at all

Name the source, the reference period, the geography, and whether the figure is a median or a mean. Survey data describes a period about a year back, which is normal and not a weakness. State it yourself rather than letting somebody else discover it and wonder what else you left out. Volunteering the limitation is what makes the rest of the number credible.

Do not adjust a published figure for inflation and present the result as data, because the moment anybody looks it up your number will not be there. Quote the published figure with its date, then separately note that prices have risen since. Two verifiable statements are worth far more than one invented one. This is the single easiest way to lose a case you had already won.

Pair the market figure with something current

Published surveys are authoritative and about a year old. Advertised ranges are current and less authoritative, since any one posting can be unusual. Each one has an obvious objection and the other one answers it. Used together they are considerably stronger than either alone.

So the second half of the sentence is the current evidence. The survey says one figure for this metro, and three comparable roles advertised this month range between two others. That combination is close to unanswerable without simply declining, which is a much better position to be in than arguing about whether your source is any good. Collect three or four postings rather than one, because a single outlier is easy to dismiss.

What to do when the data does not support you

Find that out early and in private, before you have committed to a line. If the offer already sits at the seventy-fifth percentile for your occupation and metro, the market argument is not available to you. Pressing it anyway damages your credibility for the rest of the conversation, including the parts where you had a genuine case. Knowing when not to use an argument is part of having one.

Then switch ground deliberately rather than retreating. Move to scope, to what the role actually requires beyond the posting, or to the terms that sit outside the band entirely. Start date against a vesting event, the employer retirement contribution, the premium share, additional leave. Those are frequently more movable than base and almost nobody thinks to ask for them.