Your Data Job Post Has No Pay Range. The One Next to It Does.

The comparison you are not part of

Picture the search from the candidate's side. A mid career data engineer in Oklahoma City opens a job board, filters for remote and hybrid data roles, and gets a page of results. Some come from Oklahoma employers. Many come from companies hiring across the country, including employers in states where a pay range in the posting is the law. On that page, your post says competitive salary. The one beside it gives a number. Before anyone on your team reads a resume, that candidate has already made a choice about where to spend an evening applying.

This is not a question of compliance. Oklahoma has no pay transparency law, and the decision to publish a range is entirely yours. It is a question of competition. Data work can often be done remotely or on a hybrid schedule, which means the candidates Oklahoma employers want most are also exposed to postings written under other states' rules.

What the posting data shows

Indeed Hiring Lab publishes monthly data on the share of job postings that include explicit pay information. In August 2026, 51.8 percent of United States postings on Indeed included pay, up from 21.0 percent in August 2020. More than half of the postings on Indeed now show pay up front.

Data roles started behind and are catching up quickly. In Indeed's sector data, 46.2 percent of data and analytics postings included pay in August 2026, up from 36.7 percent in August 2025, a gain of roughly nine and a half points in a single year. Software development postings were at 49.1 percent and IT systems and solutions postings at 44.4 percent. The direction is clear. Every month, the data job posts without a range become a smaller and more noticeable group.

Part of that movement is legal pressure from other states. According to Brightmine's state by state chart, current to October 1, 2026, California, Colorado, Connecticut, the District of Columbia, Hawaii, Illinois, Maine, Maryland, Massachusetts, Minnesota, New Jersey, New York, Vermont, Virginia, and Washington require pay ranges in job postings, and Delaware's requirement takes effect in September 2027. Colorado, which borders Oklahoma, applies its rule to employers with at least one employee in the state. Texas, Kansas, Arkansas, and Missouri have no such law, but national employers hiring remotely often post ranges everywhere rather than tracking which candidate lives where.

What candidates and employers report

SHRM surveyed 1,386 HR professionals and, through NORC's AmeriSpeak panel, 484 United States workers in February 2023. Among workers, 82 percent said they were more likely to consider applying for a job that included a pay range, 74 percent said they were less interested in a job that did not include one, and 73 percent said they trust an organization more when it shares pay ranges in its postings.

The employer side of the same research is just as relevant. Among organizations that include pay ranges in postings, 70 percent said they received more applicants, 66 percent said the quality of applicants improved, and 65 percent said it made them more competitive in attracting talent. There is a cost noted in the same study: 36 percent said existing employees asked for raises more often. That finding is not a reason to stay silent. It is a reason to fix internal pay before the range goes public.

Why hiding the range costs Oklahoma employers

The best fits skip the post

Many experienced data professionals are already employed and under no pressure to move. When a posting gives them no sense of pay, the safest move is to skip it, because applying, screening, and interviewing take hours they could spend on a post that shows its number. The people who apply anyway are often the least selective, which is the opposite of what a hiring manager wants for a role with access to production data.

Misaligned searches end at the offer

Without a range, pay is the last thing discussed instead of the first. A search can run through screens, technical interviews, and panel rounds before anyone learns that the finalist expected a number the budget cannot reach. Weeks of interviewer time are lost, and the role reopens. A published range does the screening at the top of the funnel, where it costs nothing.

An Oklahoma range can still compete

Many Oklahoma employers worry that a published range will look low next to a coastal posting. Sometimes it will. But a candidate weighing an Oklahoma role is weighing more than the salary line, and a clear range paired with hybrid flexibility, a real scope of work, and a fast process gives them something concrete to weigh. A vague post gives them nothing to compare at all.

How to post a range that works

1. 1Set the range before the role opens: agree the minimum, maximum, and approver with finance so the posting and the offer come from the same number
2. 2Check it against current market data for the specific role, whether data engineer, data analyst, or database administrator, rather than a generic IT title
3. 3Check it against your own team: compare the range to what current employees in similar roles earn, and resolve gaps before the posting goes live
4. 4Make it honest: use a range you would genuinely offer within, not a stretched band designed to look generous
5. 5Say what moves pay within the range, such as specific platform experience or on call duties, so candidates can place themselves
6. 6Train the hiring team to discuss it: recruiters and managers should be able to explain the range and how offers are set without improvising

Two shortcuts undo most of the benefit. The first is a range so wide it says nothing, which candidates read as the same silence in a different form. The second is a range in the posting that the offer later ignores, which turns a recruiting advantage into a credibility problem at the exact moment a candidate is deciding whether to trust you. A range only works when the hiring manager, the recruiter, and finance are working from the same number, and when the posting, the screening call, and the offer letter all say the same thing. That consistency also protects the employer: a clear, approved band keeps offers consistent from one hire to the next and gives managers a documented basis for how pay was set if the decision is ever questioned.

What this means if you run a company in Oklahoma

No Oklahoma statute will force your hand on pay ranges, and you can keep hiring without them. The question is what silence costs. Your data roles are posted into a national market where most job postings now show pay, where data and analytics postings are closing the gap quickly, and where a neighboring state requires the range by law. The employers who publish a credible range will see more of the experienced candidates. The ones who do not will keep wondering why their searches attract so few of them. If you decide to publish, do it carefully: a range that is honest, approved, and consistent with what your current team earns protects you inside the company as well as in the market.

At Oklahoma Data Partners, we recruit data engineers, data analysts, database administrators, and BI developers for Oklahoma employers, and setting a credible range is one of the first conversations in every search. If your data roles are drawing too few qualified applicants, book a consultation and we will help you build a posting and a range that experienced data professionals will take seriously.