Juniors and seniors see the AI shift in software engineering differently. That gap is changing how the next generation of developers learns the craft.
Developers surveyed
Countries represented
Conducted by
Published on
Key Findings
What junior developers told us
Perception Gap
85%
Senior developers, working alongside the same juniors, tell a different story. Only 16% say juniors fully understand the AI-generated code they submit. 57% say they understand it "to some extent." 23% say they rarely do.
Foundational Skills
24%
Only 5% of juniors consider writing code from scratch a critical skill for getting hired today. Juniors aren't just uncertain about foundational coding. They've largely concluded it isn't important.
Hiring Credentials
48%
Problem-solving and analytical thinking are juniors' top hiring credential, ranked nearly three times higher than AI tool proficiency (18%). Seniors agree: 72% name critical thinking as the most important capability for juniors to develop over the next three years.
Education–Industry Gap
50%
It was juniors' top response by a wide margin. Seniors echo the same concern: 38% point to a clear gap between university training and real-world application.
The most revealing finding in this study is not the gap between junior and senior developers — it is where they agree. Critical thinking and deep code comprehension rank far above AI tool proficiency. These are the same competencies that technical training has always prioritized.
Francisco Anello
Director of the Master in Business and Technology
Universidad de San Andrés
The Perception Gap
Junior developers feel AI is sharpening their understanding of software. Senior engineers, watching the same juniors work, are reporting something different. The gap between generating output and owning it is the central finding of this edition.
What juniors say
“85% say AI tools have improved their understanding of software development.”
Juniors broadly report that AI is making them more capable engineers. They see clear career upside and lasting skill gains.
What seniors observe
Understand to some extent
57%
Rarely understand
23%
Fully understand
16%
Unsure / other
4%
Are graduates ready to contribute from day one?
Roughly half of seniors say graduates can contribute after onboarding, but nearly the same share point to a deeper preparation gap. 50% of juniors agree their education should have provided more real-world project experience. It's the single most-cited gap in their own training.
8%
are ready to contribute from day one.
Graduates can take on real work without significant ramp-up
43%
are mostly ready, with onboarding.
Productive once standard onboarding bridges small gaps in real-world application
11%
need significant additional training.
Graduates require substantial upskilling before contributing meaningfully to projects
38%
show a clear university-to-industry gap.
Seniors see a visible disconnect between academic training and engineering work
“The next generation of developers is learning to produce output without fully owning it. If we don't close that gap now, we have a real problem: where are the senior engineers, architects, and technical leaders of 2035 going to come from? The seniors of the future are the juniors of today.”
Nacho De Marco, CEO and co-founder
Skills that matter
70% of seniors picked it, followed by internships (56%) and practical coding tasks (53%). The clearest signal of readiness is whether a junior has built real things.
72% of seniors picked it. When seniors look ahead, the skill they most want juniors to build isn't AI tooling. It's the kind of thinking AI can't substitute for.
48% of juniors picked it, nearly three times the share who named AI tool proficiency. This is the rare question where juniors and seniors agree.
Research Assets
Executive Summary
A concise summary of the key findings and headline statistics from the AI career reset. Built for sharing with leadership and press.
Data Deck · PDF
Complete survey data including cross-tabs by experience level, region, and education path. Ideal for reporters, analysts, and researchers.
Blog · Full Analysis
Full editorial analysis with developer interviews and findings on the perception gap, hiring credentials, and the university-to-industry transition.
Previous Editions
A quarterly view into how software developers are adapting to AI, with each edition tracking the conversation as it evolves.
Q3 2025
1,129 developers and 50 project managers across 63 countries on how AI is changing daily workflows. Developers save an average of 7.3 hours per week with AI tools.
Q4 2025
501 developers and 19 project managers across 40 countries on how 2025 became the year AI shifted from threat to catalyst. 65% expect their role to be redefined.
Q1 2026
1,329 developers across 61 countries on how AI is changing career trajectories and accountability in software teams. 64% of women say AI is expanding their career agency.