Audited Technology & Gaming Roles

AI hasn’t eliminated software engineering jobs. It has eliminated the jobs that were already replaceable — and made the ones that weren’t significantly harder to hire for.

The technology hiring market is bifurcating faster than most companies have adjusted their compensation structures to reflect. Roles that sit at the intersection of systems thinking and domain expertise — security engineering, infrastructure architecture, automation and controls, AI implementation with real-world constraints — are undersupplied. Generic software development and support roles are under pressure from both automation and oversupply of candidates from the 2021–2022 hiring boom. Every role here, from cybersecurity at NBCUniversal to automation engineering at Honeywell, has been reviewed for salary transparency and a scope that reflects where technical leverage actually exists right now.

Rate math, red flags & related reading

Where demand is real and where it isn’t

Four areas of structural demand stand out. Cybersecurity — specifically threat detection, incident response, and security engineering at companies with high-value IP exposure — is one of the few technical functions where demand has not softened despite broader tech hiring corrections. The talent pipeline for credentialed security professionals (CISSP, GIAC certifications) has not kept pace with enterprise demand, which gives practitioners direct negotiating leverage that most other technical roles currently lack. Infrastructure and network engineering roles tied to physical buildout — fiber network design, data center operations, telecom infrastructure — are seeing demand driven by AI compute requirements and broadband expansion programs that will run for years. Automation and controls engineering at the intersection of software and industrial hardware is structurally undersupplied, as David Park describes in his analysis of why the safest six-figure jobs have left the office. In gaming, the live-service operations and monetization engineering functions at established studios are more stable than the headlines about industry layoffs suggest — the cuts have been concentrated in early-stage studios and AAA titles that overshot production budgets, not in the operational functions that run live games.

What we look for before a technology or gaming role makes this list

The structural failure mode in this sector is scope inflation without technical specificity. A “Senior Full-Stack Engineer” posting that lists fifteen frameworks, three cloud platforms, and two AI tool categories is not a well-scoped role — it is a wish list assembled by someone who has never held the job. We reject postings where the technology stack hasn’t been updated to reflect what the team actually uses, where the “AI experience required” language is generic enough to mean nothing technically verifiable, or where the engineering leadership reporting structure places senior ICs below non-technical managers with no clear technical escalation path. The career shift dynamics David analyzes in how AI is reshaping the full-stack developer role are directly relevant for anyone evaluating whether a posted scope reflects where the market is actually going or where it was two years ago.

Red flags specific to this sector

  • Startup engineering roles where the equity component is priced against a self-assigned valuation at pre-revenue stage — technical talent is the most frequently over-equitized and under-based-salaried function at early-stage companies, and the equity math almost never works out the way the offer sheet presents it
  • AI and machine learning roles where the posted requirements include both research-level model development and production deployment at scale — these are two different jobs with different compensation bands, and a posting that requires both is either underpaying for one or hasn’t figured out which role they actually need
  • Gaming industry roles posted during or immediately after a studio restructuring or title cancellation — the role may be real, but the team stability, product roadmap, and compensation review cycle are all uncertain until the dust settles
  • Remote engineering roles at companies that have announced return-to-office mandates for other functions — remote status for engineering is not permanently protected by past practice, and the offer should include explicit written terms about the arrangement before you decline a competing offer based on it
  • Technical lead and staff engineer roles where the posted scope includes people management but the compensation is benchmarked against individual contributor bands — management scope without management compensation is a negotiation that should happen before you accept, not after you’re inside

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