Your Data Role Is Not Hard to Fill. Your Process Is Too Slow to Fill It.

The vacancy is doing damage while you deliberate

Every week a data role sits open, the work does not sit still. Reports get rebuilt by hand. A pipeline nobody owns breaks and stays broken a little longer. The analyst you already have covers two jobs, then starts answering recruiters herself. By the time a search passes two months, most hiring managers blame the market. There are not enough data engineers in Oklahoma. Candidates keep falling through. The pay bands must be wrong. Sometimes one of those is true. Far more often, the calendar tells a different story: the role was fillable, and the process around it was too slow to fill it.

The pattern is easy to miss because no single step looks broken. The requisition waited a week for approval. Interviews waited ten days for a calendar that worked for four people. The panel liked the finalist, then waited for one more opinion. The offer waited for a salary conversation that should have happened before the posting went live. Each delay felt responsible in isolation. Added together, they turned a five week search into a ninety day vacancy, and the strongest candidate in the pool accepted another job in week six.

What the evidence says about speed

Start with the benchmark. SHRM, the Society for Human Resource Management, puts the median time to fill for nonexecutive positions at 39 calendar days in its 2026 Recruiting Executives Benchmarking brief, based on data from more than 4,600 organizations. That is an improvement on 2025, when SHRM reported a median of about 44 days for nonexecutive roles and 45 days for executive roles. The direction matters. Employers as a group are getting faster, which means a company still running a seventy or ninety day process is not keeping pace with the market. It is falling behind it.

SHRM also reports that over 2 in 3 organizations said they struggled with hiring for open positions in 2026. Robert Half found the same pressure from the hiring manager side. In its June 2025 research, based on a survey of nearly 2,200 hiring managers in the United States, 93 percent said hiring takes longer than it did just two years ago, and 92 percent said it is challenging to find skilled talent. Managers pointed to the same slow points again and again: evaluating applications, checking references and backgrounds, and scheduling and holding interviews. None of those steps is optional. All of them can be planned before a candidate is waiting on them.

The cost of getting this wrong is not abstract either. In SHRM's 2025 benchmarking, the median cost per hire was $1,200 for nonexecutive roles and $10,625 for executive roles, and that is only the cost of a search that succeeds. Robert Half found that 30 percent of hiring managers said they had made a hiring mistake in the past two years, and 57 percent of that group said the mistake contributed to additional turnover. A slow process raises both risks at once. It spends the search budget over more weeks, and it pressures the team at the end to settle for whoever is still available, which is how a speed problem becomes a quality problem.

Where the days actually go

Approvals that happen after the search starts

Salary range, interview panel, work sample, and offer authority are decisions, and they have to be made at some point. Companies that make them at the start move in days. Companies that make them in the middle stop the search every time a new question appears. The candidate experiences those internal debates as silence, even though everyone inside the company feels busy.

Interviews that wait on calendars

A data candidate in an active search is usually in more than one process. While your panel looks for a shared hour next week, another employer has already run two interviews and is preparing an offer. Scheduling is not administration around the hiring decision. In a competitive search, scheduling is part of the hiring decision, because it decides which candidates you still have when you are ready to choose.

Decisions with no deadline

Most panels can reach a view within a day of the final interview. Without a set decision time, feedback arrives in pieces, memories fade, and small doubts grow into reasons to see one more candidate. That extra candidate resets the comparison and adds weeks. The standard quietly shifts from whether this person can do the job well to whether anyone can imagine a better applicant, and that second standard can keep a role open indefinitely.

What serious firms do instead

The firms that fill data roles reliably do not have a secret talent pool. They run a tighter calendar, and they decide the hard questions before the first interview. Their process looks like this.

1. 1Agree the role, the salary range, and the offer approver before the posting goes live
2. 2Block the interview panel's calendars in advance, with a backup interviewer for each stage
3. 3Run one defined work sample that reflects the actual job, scored against the same criteria for every finalist
4. 4Set a decision deadline of one business day after the final interview, and hold it
5. 5Give every active candidate a specific update date, and contact them on that date even if the update is that a decision is still pending
6. 6Preapprove the offer range and the walk away point, so the offer does not wait on a second approval round

Notice what this list does not do. It does not cut interviews that test real skill. It does not skip references. It does not push a panel to approve a candidate it has doubts about. It removes idle time, which is the one part of a long process that produces no information at all. A rigorous three week process beats a loose nine week process on quality as well as speed, because the panel is judging fresh evidence, the criteria have not drifted, and the finalist is still choosing between live offers rather than remembering yours as the slow one.

It also helps to measure the right number. Track time to fill from the day the requisition opens to the day an offer is accepted, which is the definition SHRM uses, and then break it into stages. If most of your days sit before the first interview, your problem is approvals and sourcing. If they sit after the final interview, your problem is decision discipline. The fix is different in each case, and neither fix is to post the job in more places and hope.

What this means if you are hiring in Oklahoma

Oklahoma employers feel a slow process faster than employers in larger markets. The state unemployment rate was 4.2 percent in September 2026, according to preliminary figures from the U.S. Bureau of Labor Statistics, and the data workforce inside that labor market is small. The Bureau puts employment in Oklahoma's information sector at about 16,700 jobs. When a strong data engineer or analyst in Oklahoma City or Tulsa accepts another offer, there is rarely an equivalent candidate waiting behind them in the same search. Losing a finalist here often means restarting, not moving to the next name on the list.

The smaller market cuts the other way as well. News about how a company hires travels quickly in a tight professional community. A firm known for quick decisions, honest timelines, and prompt answers becomes easier to hire for over time, because candidates and recruiters carry that reputation into the next search. Speed, handled professionally, compounds.

At Oklahoma Data Partners, we recruit data roles the way the work demands: the role and range defined up front, verified candidates presented on an agreed timeline, interviews coordinated tightly, and a decision window set before finalists are seen. If your data role has been open longer than the 39 day median and the shortlist keeps thinning out, book a consultation and we will review where your process is losing days and candidates.