Your Best Data Hire in 2027 Could Be Next Summer's Intern
Most Oklahoma employers look for data people only when a seat is empty. By then they are fighting every other employer for the same few experienced hands. An internship works the other way. You meet the person first, see their work for a summer and make the offer before anyone else does.
The data hire you will need in 2027 is in a classroom today
Think about the data analyst or junior database developer you will want next year. Right now that person may be a junior at a college in Norman, Stillwater or Edmond. They are taking classes in SQL and statistics. They do not know your company exists.
A summer internship changes that. It gives you a whole summer to see how someone works with your real data and your real team. It gives them a reason to pick you when graduation comes.
What the evidence says
The National Association of Colleges and Employers surveys employers every year about their internship programs. Its 2026 report covered 284 organizations. They turned 63.1 percent of their 2024 to 2025 interns into full time hires. That is the highest rate in five years. Of the interns who got a full time offer, 88.3 percent said yes, up from 82.8 percent the year before.
Employers also plan to bring in 3.9 percent more interns in 2025 to 2026, according to the same report.
The supply of graduates in Oklahoma is growing. The Oklahoma State Regents for Higher Education report that state system schools awarded 1,548 degrees and certificates in computer and information sciences in the 2024 to 2025 school year. That is up 15.7 percent from the year before and 59.8 percent from ten years earlier, when the count was 969.
Employers adding new graduate hires gave a clear reason. In NACE's Job Outlook 2026 Spring Update, 69.1 percent of employers increasing their hiring named succession planning and building a talent pipeline as a reason.
Why data internships often fail to turn into hires
The intern gets busy work
An intern who spends the summer copying numbers into a spreadsheet learns nothing about your business. You learn nothing about them. Give them a real question to answer with real data, with limits on what they can access.
No one owns the intern
If the intern has no named mentor, they drift. A good mentor checks in every week, reviews their queries and reports and tells them plainly what they did well and what to fix.
The company goes quiet in August
The summer ends and the student goes back to class. If nobody calls until spring, another employer may get there first. NACE advises employers to keep interns engaged after they return to campus, not only during the summer.
Pick a project you would pay a contractor to do
Good intern projects are small and real. Clean up a messy customer table. Build a first dashboard for one team. Write the SQL behind a monthly report. If the work would matter to you, it will show you what the intern can do.
How to set up a data internship that leads to a hire
- 1Pick the full time data role you expect to fill in 2027 and build the internship around it.
- 2Choose one real project with clear data, a clear goal and a finish line inside the summer.
- 3Name a mentor who knows the data and has time to meet each week.
- 4Contact career offices and computer science, statistics and business analytics programs at Oklahoma colleges this fall.
- 5Post the internship with the pay, the dates, the schedule and the tools the intern will use.
- 6Set up access to data on day one, with only what the project needs.
- 7Hold a short review at the end of the summer and tell the intern where they stand.
- 8Stay in touch during the school year and make full time offers early.
None of this needs a big program. One intern, one mentor and one good project is enough to start. Many Oklahoma companies can manage that.
What this means if you hire data people in Oklahoma
Experienced data people in Oklahoma are hard to find and easy for other employers to pull away. Students who already live here, study here and spent a summer with your team are a different story. They know your data, your people and your way of working before day one.
An internship will not fill a senior role. It will build a bench of people who can grow into one. Plan it now and next summer's intern could be one of your best data hires in 2027.
At Oklahoma Data Partners, we recruit only for data roles and only in Oklahoma. We help employers plan the roles they will need, find strong early career data talent and fill the experienced seats an intern cannot. If you want a steady pipeline of data hires, book a consultation.
Key takeaway
Employers turned 63.1 percent of their recent interns into full time hires, and Oklahoma's colleges award more computer and information science degrees each year. Build a real data internship this fall, give it a mentor and stay in touch so you can make the offer first.
Frequently asked questions
Ready to get started?
Need a steady pipeline of Oklahoma data talent? Book a consultation with Oklahoma Data Partners to plan your next data hires, from interns to experienced pros.
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.
About Oklahoma Data PartnersData consulting & data talent recruiting · Clean. Structured. Reliable.