Oklahoma Data Partners
Data Recruiting

Your Data Analyst Is on Salary. That Alone Does Not Make the Job Exempt.

In May the Department of Labor restored its 2019 overtime rules, with a salary floor of $684 a week for most exempt jobs. Most data jobs clear that number with room to spare. The harder question is what the person does all day.

Don KarlosOctober 31, 20267 min read
A manager hands a clipboard to an analyst at her desk in a dark office late at night.

The busiest weeks of the year for data teams

From now through January, a lot of Oklahoma data analysts work long weeks. Year end reports, budget models for 2027 and month end close all land at once. Many of them are on salary and marked exempt, so nobody tracks the extra hours.

At the same time, hiring managers are writing offers for January starts. The job description says data analyst, the pay is a salary and the box that says exempt gets checked out of habit. That habit can be expensive.

What the evidence says

On May 14, 2026, the Department of Labor announced a technical amendment that put its 2019 overtime rules back in the federal code after a court vacated the 2024 rule. The restored rules say most exempt executive, administrative and professional employees must be paid a salary of at least $684 a week. That is $35,568 a year. The threshold for highly paid employees is $107,432 in total yearly pay.

Pay is only part of it. When the rules were restored, Wage and Hour Administrator Andrew Rogers said each part of the exemption, the duties, the salary basis and the salary level, should be clearly framed for workers and employers. The department's fact sheet on computer jobs says plainly that job titles do not determine exemption status.

The computer employee exemption covers systems analysts, programmers, software engineers and similar workers whose main duty is systems analysis, designing or building and testing systems or programs, or similar work at the same skill level. It can also cover workers paid by the hour at $27.63 or more. Federal rules add that people whose work simply depends on computers and software, but who are not mainly doing that kind of systems or programming work, are not exempt computer employees.

Some data jobs fit the administrative exemption instead. The department lists database administration among the kinds of business work that can count. But the person's main duty must include discretion and independent judgment on matters of significance, and the department says that means more than applying set procedures or standards.

Getting it wrong costs money. The department's guide to the law says an employee or the department can recover unpaid overtime plus an equal amount in damages. The lookback is generally two years, or three if the violation was willful, and an employee who sues can also recover attorney's fees.

Where data jobs get misclassified

The title does the deciding

Analyst covers a huge range of work. One analyst designs data models and writes code that feeds the whole company. Another refreshes the same reports every Monday from a set checklist. They can share a title and still land on different sides of the rules.

Report work gets treated like engineering

Building dashboards takes real skill. But using a reporting tool all day is not the same as designing or programming systems under the federal test. If the main job is running and formatting reports to a set standard, it may not fit the computer test or the administrative test.

The hourly rate falls under the line

The Oklahoma Employment Security Commission's 2025 wage report puts the statewide median for operations research analysts at $29.58 an hour, and the bottom quarter earns $25.83 or less. For computer user support specialists the median is $25.02. A junior analyst or support hire paid by the hour below $27.63 cannot use the hourly computer exemption at all.

Salary is the floor, not the test

Paying $684 a week or more on a salary basis is only the starting point. If the person's main duties do not fit an exemption, the job is owed overtime no matter what the offer letter says.

What to check before you mark a data job exempt

  1. 1List every data role you have or plan to fill, with its title, pay and whether it is marked exempt.
  2. 2For each role, write down what the person spends most of their time doing in a normal week.
  3. 3Compare that main duty with the computer test and the administrative test on the Department of Labor fact sheets.
  4. 4Check that the pay meets $684 a week on a salary basis, or $27.63 an hour for a computer job paid by the hour.
  5. 5Rewrite job descriptions so they describe the real work, not just the title.
  6. 6For roles that do not fit, track hours and plan for overtime in the 2027 budget instead of finding out later.
  7. 7Ask employment counsel about any close calls. The department's PAID program also lets employers self report and fix possible overtime problems.

What this means if you hire data people in Oklahoma

Most experienced data people in Oklahoma earn far above the salary floor. The same wage report puts the statewide mean for data scientists at $94,950 a year and for database administrators at $96,840. So for most data jobs, the duties test is where the real question sits. Getting it right also helps you hire, because candidates who know the work can tell when a job description does not match it.

At Oklahoma Data Partners, we recruit only for data roles and only in Oklahoma. We have been data hiring managers ourselves, so we help employers write job descriptions that match the real work, then bring them carefully vetted candidates who fit it. If you want a fresh look at your data roles before you hire in 2027, book a consultation.

Key takeaway

A salary and a data title do not make a job exempt. Most exempt jobs need at least $684 a week, and the main duties must also fit an exemption. Check what each data role really does before you mark it exempt in a January offer.

Frequently asked questions

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Hiring data people in 2027? Book a consultation with Oklahoma Data Partners to review your data roles and find candidates who fit the real work.

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Don Karlos

Founder, Oklahoma Data Partners

Don Karlos is a senior data engineer and database specialist who founded Oklahoma Data Partners to give Oklahoma organizations one partner for understanding their data (analytics, dashboards, data engineering) and for hiring the data people behind it. Oklahoma Data Partners is an Oklahoma-based, data-only firm with two equal pillars: data consulting and data talent recruiting. We help organizations stabilize critical databases, build reliable data pipelines, design scalable data architecture, and turn raw information into trusted business intelligence — and we help Oklahoma companies hire the permanent data professionals who keep those systems running.

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