Will AI replace software engineers? Live data
Software engineers have very high measured AI exposure: Claude usage data covers about 29% of the tasks in this job that AI could in theory speed up. UK adverts are +4.2% year on year, and US postings in Indeed's Software Development category are +22.7%. Our ledger links 14 AI-attributed layoff events to related roles.
How exposed is this job to AI?
The score is Anthropic's observed exposure for US occupation Software Developers (SOC 15-1252). It takes the tasks that a language model could theoretically speed up and measures how many are actually showing up in real work-related Claude usage, with fully automated use counting more than assistance.
Dashed line = top third. This occupation is in the top third (used in our ledger rubric, grade B). Ranked #73 of 756.
What the job involves
Research, design, and develop computer and network software or specialized utility programs. Analyze user needs and develop software solutions, applying principles and techniques of computer science, engineering, and mathematical analysis. Update software or enhance existing software capabilities. May work with computer hardware engineers to integrate hardware and software systems, and develop specifications and performance requirements. May maintain databases within an application area, working individually or coordinating database development as part of a team.
O*NET 31.0 description for Software Developers. 17 of 17 tasks have a task-level score.
Tasks where AI use is most visible
- Store, retrieve, and manipulate data for analysis of system capabilities and requirements. 96% coverage
- Analyze user needs and software requirements to determine feasibility of design within time and cost constraints. 91% coverage
- Analyze information to determine, recommend, and plan installation of a new system or modification of an existing system. 86% coverage
- Prepare reports or correspondence concerning project specifications, activities, or status. 80% coverage
- Modify existing software to correct errors, adapt it to new hardware, or upgrade interfaces and improve performance. 72% coverage
Core tasks with no observed AI use
- Develop or direct software system testing or validation procedures, programming, or documentation.
- Confer with systems analysts, engineers, programmers and others to design systems and to obtain information on project limitations and capabilities, performance requirements and interfaces.
- Design, develop and modify software systems, using scientific analysis and mathematical models to predict and measure outcomes and consequences of design.
- Determine system performance standards.
- Confer with data processing or project managers to obtain information on limitations or capabilities for data processing projects.
UK hiring: online job adverts
Monthly new online job adverts for UK SOC 2020 2134 Programmers and software development professionals. Year-on-year change compares the last six months with the same months a year earlier, using only months published in both years.
Source: ONS, Online job advert estimates (Textkernel), published 22 October 2026, OGL v3.0. Gaps are suppressed cells. Official statistics in development: Oct 2025-Feb 2026 and Jun-Sep 2026 partly imputed; March 2026 suppressed; Textkernel taxonomy updates cause step changes, so compare recent years with care.
Live postings: UK and US (Indeed)
Indeed's Software Development category index (covers more than this occupation).
Source: Indeed Hiring Lab job postings by sector, seasonally adjusted, 7-day average, to 16 Oct 2026. CC BY 4.0.
AI-attributed layoffs affecting related roles
| Date | Company | Roles cut | AI claim | Why |
|---|---|---|---|---|
| 22 Oct 2026 | Barclays | ~5,000 | CMixed | AI is one of several stated drivers; the CEO explicitly plays AI down relative to a broader technology and cost programme. Details |
| 8 Oct 2026 | HoneyBook | Undisclosed | DWeak | The AI framing is vague and strategic, with no roles or systems named. Details |
| 7 Oct 2026 | Amazon | Undisclosed | FAI-washed | Amazon denies an AI link and gives an organisational reason; the AI connection comes only from media framing. Details |
| 6 Oct 2026 | HubSpot | ~660 | DWeak | The company explicitly says the cuts are not driven by AI efficiencies; AI is only the strategic backdrop to a delayering. On a strict reading this could be F. Details |
| 6 Oct 2026 | DNB | ~400 | BCredible | An official release links the cuts to agentic AI and names the task areas, which are high-exposure. It stops short of A because it names no specific system. Details |
| 6 Oct 2026 | FICO (Fair Isaac) | Undisclosed | CMixed | The filing lists AI as one of several reasons, next to delayering and simplification; the roles aren't specified. Details |
| 1 Oct 2026 | F-Secure | ~145 | CMixed | The official release puts AI front and centre, but alongside an explicit profitability and savings target; the roles aren't itemised. Details |
| 3 Sep 2026 | Zscaler | Undisclosed | DWeak | AI is where the money is going, not what replaces the roles; the link is vague and the roles are unspecified. Details |
| 28 Jul 2026 | Visa | ~2,600 | CMixed | AI is named as an accelerant, not the sole reason, within a wider strategic refocus. Details |
| 22 Jul 2026 | monday.com | ~630 | DWeak | AI is the product strategy being funded, not a claimed replacement of the cut roles; a strategic pivot rather than a demonstrated AI displacement. Details |
| 6 Jul 2026 | Microsoft | ~4,800 | DWeak | Microsoft denies AI is replacing these roles; AI appears only as general context. On a strict reading this could be F. Details |
| 22 Jun 2026 | Oracle | ~21,000 | CMixed | The filing says AI adoption caused reductions, but the 21,000 figure is a net decline with no attribution, and funding the capex build-out is a strong competing explanation. Details |
| 7 May 2026 | Cloudflare | ~1,100 | BCredible | Official statements tie the cuts explicitly to AI-driven ways of working, but the roles replaced and the systems involved aren't specified. Details |
| 26 Feb 2026 | Block | ~4,000 | CMixed | The CEO attributes the cuts to AI explicitly, but a 40% cut announced with earnings looks like a cost reset too (over-hiring, margins), and the roles aren't specified. Details |
Links between events and occupations are our editorial mapping, not company-stated.
What to do if you're one of the software engineers
- Lean into the work AI isn't doing. In the usage data, core tasks such as "Develop or direct software system testing or validation procedures, programming, or documentation" show no observed AI use. Building depth there is the most defensible part of the role.
- Get fluent with AI on the tasks it's already touching. The highest-coverage task here is "Store, retrieve, and manipulate data for analysis of system capabilities and requirements". People who can check, direct and sign off AI output on tasks like this are likely to be more valuable than those competing with it.
- Watch hiring, not headlines. UK adverts for this role are up on a year ago. all UK adverts are -3.4% on the same basis (dashboard). A fall that matches the whole market is a cycle, not an AI story.
- Check the claims. When a company says AI replaced jobs, look at its grade in our ledger - many announcements are mixed or AI-washed.
Data mapping for this page
| US occupation (exposure, tasks) | 15-1252 Software Developers |
|---|---|
| UK SOC 2020 (ONS adverts) | 2134 Programmers and software development professionals |
| Indeed category | Software Development |
| Mapping confidence | high US 'Software Developers' to UK 2134 'Programmers and software development professionals'. UK 2134 is shared with the computer-programmers page. |
The US SOC → UK SOC 2020 crosswalk is a documented best-effort editorial mapping; see methodology.
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