The “Consequence” Gap: What Employers Want from Entry-Level Tech Talent 

Break Through Tech’s New Research Report with the Burning Glass Institute Shows How AI Is Reshaping Entry-Level Tech Work

AI is changing how software is built, and with it, what employers expect from the people they hire into their first tech roles. Break Through Tech and the Burning Glass Institute released The “Consequence” Gap: What Employers Want from Entry-Level Tech Talent, a new report on how the skills required for entry-level tech jobs are evolving. The research draws on an analysis of over 1million U.S. entry-level job postings across 32 tech occupations, along with conversations with industry practitioners about what they need from new hires today. The findings point to a technical bar that is expanding, not disappearing: code review rose from 7.8% of entry-level postings in 2020 to 18.5% by June 2026, CI/CD skills more than doubled to 24.8%, and AI skills, though the fastest-growing, still appear in only about 5% of postings.

After conducting interviews with over 50 industry practitioners, none of them said that computer science and software engineering fundamentals matter less, even with the rise of agentic coding. What is changing is what new hires are expected to do with those fundamentals. As AI takes on more routine technical tasks, employers increasingly want early-career talent who can do more than execute. New graduates are being asked to evaluate outputs, solve ambiguous problems, think critically and exercise judgment – capabilities that were previously developed during the first few years on the job.  Across interviews, employers consistently described the need for early-career talent who can understand the business and user, translate ambiguous tasks into clear requirements, prioritize competing needs, and weigh tradeoffs among cost, reliability, security and speed. But there is not yet a shared language for defining these capabilities or a consistent way to assess them in hiring.

These shifts are creating what we call “the consequence gap”: the gap between learning how to perform a technical task and developing the judgment to make decisions when there are real users, constraints, tradeoffs and consequences. That judgement is built through practice. Classroom learning provides an essential foundation, and students need opportunities to apply strong technical foundations to real problems, work through ambiguity, receive practitioner feedback and see the consequences of the decisions they make. Today, those opportunities remain limited. Traditional internships are highly competitive, and access to industry experience and professional networks is uneven, at best.

Break Through Tech is working to close this gap by changing what the pathway from education into technology careers can look like. We connect learners and employers through programs like our Sprinternship™, Agentic AI, and AI programs. We create more opportunities for students to translate what they learn in the classroom into meaningful, hands-on experience and to build the skills, judgment and networks they need to succeed. This research will guide our recently announced Work-Based Learning Innovation Lab, where we are working with employer partners to design, test, and scale new work-based learning vehicles that give learners meaningful opportunities to build and demonstrate emerging skills while helping employers develop new ways to engage and identify talent.

Read the full report: www.burningglassinstitute.org/research/the-consequence-gap