# Will systems analysts be replaced by AI? Updated October 2026 Systems analysts score 59 of 100 for AI exposure. The largest share of their task time, 93%, is work AI speeds up while they stay in charge. The other 7% stays with people. - **93%** AI helps - **7%** Needs a person High exposure Higher than 89% of the 923 occupations we scored. ## Task by task We graded 22 tasks, listed here from most to least exposed. AI can't do any of them end to end yet. It speeds up 20 and leaves 2 to people. | Task | AI exposure | | --- | --- | | Read manuals, periodicals, and technical reports to learn how to develop programs that meet staff and user requirements. AI summarizes manuals and technical reports quickly for learning. | 65% AI helps | | Develop, document, and revise system design procedures, test procedures, and quality standards. AI drafts design and test documents; analyst revises and approves. | 65% AI helps | | Prepare cost-benefit and return-on-investment analyses to aid in decisions on system implementation. AI builds ROI models and drafts cost benefit memos quickly. | 65% AI helps | | Use object-oriented programming languages, as well as client and server applications development processes and multimedia and Internet technology. AI writes and reviews most application code; developer is responsible for design. | 60% AI helps | | Review and analyze computer printouts and performance indicators to locate code problems, and correct errors by correcting codes. AI reads logs and flags likely code faults and fixes. | 60% AI helps | [See what AI can take on across an IT team](https://www.aigentcy.com/ai-for/it/) ## How systems analysts compare All occupations (923) Computer and mathematical (36) **Systems analysts score 59**, marked by the dark line. Each dot is a score, darker where more occupations share it. The short marks show the averages, 37 for all occupations and 60 for computer and mathematical. ## Pay and outlook in the US Median pay $105,850 a year, May 2025 People employed 519,530 in the US, May 2025 Projected change in jobs +7.9% from 2024 to 2034 ## Skills to build - Lead client and management meetings on system principles and scope - Check AI-written code and queries in SQL and Python before release - Build ROI and cost-benefit models in Microsoft Excel - Map integrations across SAP and ServiceNow systems for shared data - Run sprint and project reviews in Atlassian JIRA - Hold sign-off on design and test documents in SharePoint ## Safer roles nearby 5 related occupations with lower scores. - [IT managers50 out of 100](https://www.aigentcy.com/ai-exposure/it-managers/) - [Systems administrators58 out of 100](https://www.aigentcy.com/ai-exposure/systems-administrators/) - [Health informatics specialists58 out of 100](https://www.aigentcy.com/ai-exposure/health-informatics-specialists/) - [Computer network architects55 out of 100](https://www.aigentcy.com/ai-exposure/computer-network-architects/) - [Management consultants55 out of 100](https://www.aigentcy.com/ai-exposure/management-consultants/) ## Questions about systems analysts and AI Will AI replace systems analysts? Partly. About 5 in 10 working hours go to tasks AI can already do, mostly drafting design and test procedures and building cost-benefit and ROI analyses. Agreeing system principles with management, leading projects, and linking systems across teams stay with people. Which systems analyst tasks is AI taking over? The most exposed tasks are drafting design and test documents, building cost-benefit and ROI models, and reading logs to find code faults. Design, ROI, and documentation tasks score 65 on exposure, the top of the job, because AI builds the first draft from requirements text and numbers. The analyst revises and approves each output. Which systems analyst tasks stay with people? Consulting with management on system principles and supervising analysts or project leads sit at the lowest exposure in the job. Both rely on trust, negotiation, and judgment about people. Observing job performance also stays human, while AI can draft the survey and summarize the interview notes. How can systems analysts stay valuable? Take on the work that needs a person in the room. Lead client and management meetings yourself, and use AI only for the meeting notes and questions. Connect SAP, ServiceNow, and SharePoint systems across teams, since that integration work needs people. Check AI-written code and queries in SQL and Python before you approve them. ## Related jobs - [Software developers59 out of 100](https://www.aigentcy.com/ai-exposure/software-developers/) - [Database administrators60 out of 100](https://www.aigentcy.com/ai-exposure/database-administrators/) - [Data engineers60 out of 100](https://www.aigentcy.com/ai-exposure/data-engineers/) - [Cybersecurity analysts60 out of 100](https://www.aigentcy.com/ai-exposure/cybersecurity-analysts/) ## Next steps for systems analysts - ### Check your job Your job title is a rough guide. Your actual tasks decide your score. Paste your job description or CV and see which of your tasks AI can do. [Check your job](https://www.aigentcy.com/tools/ai-exposure-checker/) [Check your CV](https://www.aigentcy.com/tools/cv-checker/) ### Check which roles in your team AI can take on We map your team's tasks, show what AI can do today and build the automations that pay back first. [Book an AI audit](https://www.aigentcy.com/audit/) ## Related topics - [**Jobs AI can't replace**Cement masons score lowest, at 8.](https://www.aigentcy.com/ai-exposure/jobs-ai-cant-replace/) - [**Jobs most at risk from AI**Proofreaders score highest, at 76.](https://www.aigentcy.com/ai-exposure/jobs-most-exposed-to-ai/) - [**High-paying jobs with low AI exposure**Radiologists earn a median $420,860 and score 46.](https://www.aigentcy.com/ai-exposure/high-paying-jobs-low-ai-exposure/) - [**Entry-level jobs with low AI exposure**Cement masons need little prior training and score 8.](https://www.aigentcy.com/ai-exposure/entry-level-jobs-low-ai-exposure/) - [**Jobs AI speeds up the most**For natural sciences managers, AI speeds up 96% of task time.](https://www.aigentcy.com/ai-exposure/jobs-ai-speeds-up/) - [**AI and jobs in Malta**15 iGaming roles graded task by task.](https://www.aigentcy.com/ai-exposure/malta/) - [**Skills that keep work human**The skills to build in the jobs AI changes least.](https://www.aigentcy.com/ai-exposure/skills/) - [**Jobs A to Z**Every job we publish, by first letter.](https://www.aigentcy.com/ai-exposure/jobs/) - [**AI exposure by industry**Average scores for 22 occupation groups.](https://www.aigentcy.com/ai-exposure/industries/) - [**Write a CV screening software can read**How applicant tracking systems read a CV, and what to change.](https://www.aigentcy.com/ai-exposure/cv-screening-guide/) - [**AI for businesses**The tasks to automate first in each team and industry.](https://www.aigentcy.com/ai-for/) - [**How we score AI exposure**The grading, the weights and every source.](https://www.aigentcy.com/ai-exposure/methodology/) Occupation data from the O\*NET 30.3 Database by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), used under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/) and modified by Aigentcy. O\*NET® is a trademark of USDOL/ETA. Wage, employment and projection data from the U.S. Bureau of Labor Statistics. EU occupation names from ESCO, European Commission. AI usage signals from the Anthropic Economic Index (CC BY) and Microsoft Research (CC BY 4.0). [Methodology and sources](https://www.aigentcy.com/ai-exposure/methodology/). Scores © Aigentcy. Quote them with a link to the page.