Oklahoma Data Partners
Data Recruiting

You Dropped the Degree Requirement. Your Hiring Did Not Change.

Plenty of Oklahoma employers have edited their data job posts to say a bachelor's degree is preferred, or that equivalent experience is fine. That feels like progress. If the same resume screen and the same interview questions still decide who gets an offer, the people you hire will look like the people you hired before.

Don KarlosOctober 24, 20267 min read
A candidate showing work on a laptop to an interviewer across a wooden table covered with printed documents.

The edit that changes nothing

A hiring manager in Tulsa needs a data analyst. HR has updated the template, so the post now says a degree is preferred instead of required. Forty applications arrive. The recruiter screens them the usual way. The hiring manager picks the five resumes that look most familiar, and every finalist has a four year degree. Nobody broke a rule. The policy changed on paper and the process never heard about it.

That gap matters more in data hiring than in most fields. Many capable data analysts, BI developers, and database administrators learned the work through certifications, community college programs, military service, or years of moving up from help desk and reporting jobs. If your process cannot recognize that experience, you are competing for a smaller pool than your job post suggests.

What the evidence says

In February 2024, the Burning Glass Institute and the Harvard Business School Project on Managing the Future of Work published a report on skills based hiring. It found that the yearly number of roles where employers dropped degree requirements grew almost fourfold from 2014 to 2023. The researchers then checked who was actually hired. They studied 11,300 roles at large firms against the career histories of more than 65 million United States workers.

The result was small. Where firms removed a degree requirement, the share of hires without a bachelor's degree rose by about 3.5 percentage points on average. Across the economy, the researchers estimated about 97,000 additional hires without degrees in 2023, out of about 77 million hires that year. That is fewer than 1 in 700.

The report sorted firms into three groups. About 37 percent were leaders that really changed who they hired. About 45 percent changed in name only and showed no meaningful difference in hiring. Roughly one fifth were backsliders. Their early gains faded until they hired a smaller share of workers without degrees than before. Tech firms were overrepresented in the group that changed in name only.

The firms that followed through saw a return. At the leader firms, workers without degrees hired into roles that used to require one had a two year retention rate of 58 percent. Their colleagues with degrees stayed at 48 percent. On a data team, every departure means lost knowledge about systems and reports, so retention matters.

Oklahoma has considered this for public employers

Senate Bill 724 was introduced in the Oklahoma Legislature in February 2025. It would bar state, county, and municipal employers from rejecting an applicant only for lacking a college degree. It would also require them to set baseline requirements based on experience, certificates, or courses. The Legislature's record shows it was sent to committee with no further action. Private employers in Oklahoma set their own requirements either way.

Why the posting change does not reach the offer

The screen still filters on education

Applicant tracking filters, knockout questions, and recruiter habits often still sort by education. Say the first screen ranks a candidate with a degree and two years of experience above a candidate with six years of hands on SQL and reporting work. Then the posting language never mattered.

Hiring managers fall back on what feels safe

The report makes this point directly. Much of hiring is left to the judgment of individual hiring managers. They are under pressure to fill an expensive vacancy fast, which gives them a quiet reason to rely on familiar signals like a degree. A degree feels safe even when it says little about whether someone can model data or tune a query.

Experience requirements quietly replace the degree

Some employers drop the degree and add years. A role that once asked for a bachelor's degree and two years of experience now asks for five or six years with no degree mentioned. That can shut out the same people another way. Experience requirements should match what the work needs. They should not stand in for the credential that was removed.

Nobody defined the skills

You cannot hire for skills you have not written down. Many data job descriptions list a dozen tools and ask for strong analytical ability. Without a short list of the skills that matter for the role, interviewers judge background instead of ability.

How to make skills based hiring real for data roles

  1. 1Write down four to six core skills for the role, such as writing SQL against messy tables, building a dashboard from a business question, or fixing a failed load
  2. 2Take education out of the first screen by checking knockout questions and tracking system filters, and have them look for evidence of those skills instead
  3. 3Count certifications, portfolios, past reporting or database work, and military or CareerTech training toward the baseline
  4. 4Give every candidate the same short work sample that mirrors the real job, either paid or limited in time, and score it with the same rubric
  5. 5Train hiring managers on the rubric and ask them to explain each decision in terms of the skills you defined
  6. 6Compare who applied, who passed each stage, and who was hired before and after the change, then check again after a year

A work sample for a data role does not need to be elaborate. A data analyst candidate can get a small anonymized table and a business question, then explain what they would check and report. A database administrator candidate can walk through how they would diagnose a slow query or a failed backup. A data engineer candidate can review a short pipeline and describe what breaks when the source changes. Each exercise shows how a person thinks about real problems, which a degree on a resume cannot show. Each can be scored the same way for every candidate. Keep it short. Experienced people who already have jobs will not spend a weekend on an unpaid project.

Most employers skip the last step. The report says the leader firms made real changes to their internal hiring processes, and you cannot know whether yours changed without measuring it. A simple quarterly look at education, experience, and source of hire for each data role will show whether your process changed or only your template did.

What this means if you run a company in Oklahoma

Oklahoma employers compete for data talent with national companies that recruit remotely. An experienced analyst or DBA without a degree is often the candidate those companies overlook. That is an opening for you. Define the skills, test for them fairly, and back the hiring manager who picks ability over pedigree. You will reach people other firms screen out, and the research suggests those hires are more likely to stay. Rewriting the job post is only the first step.

At Oklahoma Data Partners, we recruit data engineers, data analysts, database administrators, and BI developers for Oklahoma employers. We screen on what candidates can do as well as their credentials. If you opened your data roles to candidates without degrees and still see the same shortlists, book a consultation and we will help you build a screen and interview process that finds the skills you need.

Key takeaway

Dropping degree requirements changed fewer than 1 in 700 United States hires in 2023 because most employers changed the posting and kept the old process. Oklahoma employers hiring data talent need written skills, a fair work sample, and a regular check on who they actually hire.

Frequently asked questions

Ready to get started?

Still seeing the same shortlists after dropping degree requirements? Book a consultation with Oklahoma Data Partners to build a skills based screen for your data roles.

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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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