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The AI Resilience Report helps you understand how AI is likely to impact your current or future career. Drawing on data from over 1,500 occupations, it provides a clear snapshot to support informed career decisions.
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The AI Resilience Report is a project from CareerVillage®, a registered 501(c)(3) nonprofit.
Last Update: 5/19/2026
Your role’s AI Resilience Score is
Median Score
Meaningful human contribution
Measures the parts of the occupation that still require a human touch. This score averages data from up to four AI exposure datasets, focusing on the role’s resilience against automation.
Low
Long-term employer demand
Predicts the health of the job market for this role through 2034. Using Bureau of Labor Statistics data, it balances projected annual job openings (60%) with overall employment growth (40%).
High
Sustained economic opportunity
Measures future earning potential and career flexibility. This score is a blend of total projected labor income (67%) and the role’s inherent ability to adapt to economic and technological shifts (33%).
High
This reflects the reliability of your score based on the number of data sources available for this career and how closely those sources agree on the outlook. A higher confidence means more consistent evidence from labor experts and AI models.
This result is backed by strong agreement across multiple data sources.
Contributing sources
Computer Occupations, All Other are somewhat more resilient to AI impacts than most occupations, according to our analysis of 5 sources.
AI is taking over the more routine parts of this job — like monitoring systems for errors, answering basic help-desk questions, and running first-pass diagnostics — but the trickier work that requires real judgment, like figuring out why a system is behaving strangely or helping programmers track down a tricky bug, still needs a human in the loop. That's why this career lands at "Mostly Resilient" rather than fully safe: some tasks are genuinely shifting to AI, but the core of the job isn't disappearing.
Read full analysisLearn more about how you can thrive in this position
Learn more about how you can thrive in this position
This role is mostly resilient
AI is taking over the more routine parts of this job — like monitoring systems for errors, answering basic help-desk questions, and running first-pass diagnostics — but the trickier work that requires real judgment, like figuring out why a system is behaving strangely or helping programmers track down a tricky bug, still needs a human in the loop. That's why this career lands at "Mostly Resilient" rather than fully safe: some tasks are genuinely shifting to AI, but the core of the job isn't disappearing.
Read full analysisAnalysis of Current AI Resilience
Computer Occupations (misc)
Updated Quarterly • Last Update: 5/14/2026

The routine pieces of this job — watching systems for errors, sorting output, answering basic help-desk calls, and running first-pass diagnostics — are exactly the kinds of structured, rule-based tasks AI handles well today. IT support technicians provide a similar example. AI can resolve routine tickets and automate diagnostics.
As digital infrastructure expands and systems grow more complex, the need for advanced troubleshooting and systems oversight may rise. The IEEE Computer Society's 2026 Technology Predictions [1] frame this shift bluntly, telling computing professionals that "AI is no longer a tool; it is your partner" and urging them to lead a transition toward autonomous agents that increasingly run IT work.
Importantly, this is mostly augmentation, not wholesale replacement. The Dallas Fed [2] finds that AI may substitute for entry-level workers but augment the efforts of experienced workers, with wages rising in AI-exposed occupations that place a high value on a worker's tacit knowledge and experience. The harder parts of this role — judgment calls when systems behave strangely, coordinating with technicians, helping programmers debug — still need humans.
As Harvard Business Review summarized in March 2026 [3], AI is reshaping rather than erasing most knowledge jobs.

Adoption in IT operations is moving fast because the tools are commercially mature and the savings are obvious. BCG's April 2026 analysis [4] reports that over the next two to three years, 50% to 55% of jobs in the US will be reshaped by AI, and notes that contact center tools are among the most mature applications, yet overall market penetration remains limited relative to total industry size — so there's runway for more change. That said, BCG also notes that full worker substitution tends to roll out more slowly than augmentation because companies have to redesign workflows and keep human escalation layers [4].
The labor-market picture is mixed but not bleak. The BLS Monthly Labor Review's 2024–34 projections [5] project that the computer and mathematical occupational group is projected to see job growth of 10.1 percent over the 2024–34 decade, the second-fastest of all 22 groups and over 3 times as fast as the all-occupation average, partly because demand for AI technologies boosts employment demand for computer occupations involved in its development and implementation. The Dallas Fed adds a real-world caution: employment in the computer systems design and related services sector has declined 5 percent since late 2022, with the drop hitting younger workers hardest.
The takeaway for high schoolers: lean into the human skills — troubleshooting, communication, AI fluency, and supervising AI outputs — and this career still has a strong future.

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They solve unique computer problems by designing and maintaining systems or software, ensuring technology runs smoothly in ways not covered by other specific computer jobs.
Median Wage
$108,970
Jobs (2024)
472,000
Growth (2024-34)
+8.2%
Annual Openings
31,300
Education
Bachelor's degree
Experience
None
Source: Bureau of Labor Statistics, Employment Projections 2024-2034
AI-generated estimates of task resilience over the next 3 years
Help programmers and systems analysts test and debug new programs.
Answer telephone calls to assist computer users encountering problems.
Notify supervisor or computer maintenance technicians of equipment malfunctions.
Type command on keyboard to transfer encoded data from memory unit to magnetic tape and assist in labeling, classifying, cataloging and maintaining tapes.
Record information such as computer operating time, problems that occurred, and actions taken.
Enter commands, using computer terminal, and activate controls on computer and peripheral equipment to integrate and operate equipment.
Respond to program error messages by finding and correcting problems or terminating the program.
Tasks are ranked by their AI resilience, with the most resilient tasks shown first. Core tasks are essential functions of this occupation, while supplemental tasks provide additional context.

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