Mostly Resilient

Last Update: 11/4/2026

AI Resilience Score for Computer Occupations (misc):

52.1%

Median Score

Meaningful human contribution

Low

Long-term employer demand

High

Sustained economic opportunity

High

Our confidence in this score:
Medium-high

Methodology and Scoring Rationale

To score how resilient miscellaneous computer occupations is to AI, we ask one question in three parts:

First, how much of the job still needs a human, read from six AI-exposure sources: our own AI Resilience Model, Anthropic's Observed Exposure, Microsoft's AI Applicability, Will Robots Take My Job, OpenAI Signals, and Google ATLAS. We call this dimension Meaningful Human Contribution (MHC) and weight it at 40%.

Next, whether employers will keep hiring for this job over the long term. This dimension, which we call Long-term Employer Demand (LTE), is calculated from BLS data and weighted at 30%.

Last, whether pay and mobility will hold up. We use wage bill and adaptive capacity data from independent researchers (Althoff & Reichardt, 2026; Manning & Aguirre, 2026). We call this dimension Sustained Economic Opportunity (SEO) and weight it at 30%.

For miscellaneous computer occupations, 6 of 9 sources had data. The AI exposure sources mostly agreed: AI Resilience Model, Anthropic, and Microsoft all rated exposure as Low for human contribution, with OpenAI Signals slightly more optimistic at Medium. That broad agreement keeps confidence at medium-high. Strong demand and pay signals pushed the final score up, landing this career at "Mostly Resilient."

AI Resilience Report forComputer Occupations, All Other

$116,580 median salary•27,000 annual openings•SOC Code: 15-1299.00

Computer Occupations, All Other are somewhat more resilient to AI impacts than most occupations, according to our analysis of 6 sources.

This career earns a "Mostly Resilient" label because, while AI is genuinely taking over a lot of the repetitive tasks (like monitoring logs, flagging errors, and routine system maintenance), humans are still needed to supervise those AI tools, handle unexpected problems, and make judgment calls when things go wrong. The role is shifting more than disappearing, moving from "person who runs the computers" to "person who oversees the AI that runs the computers," which actually keeps skilled workers in the picture.

Learn more about how you can thrive in this position

This role is mostly resilient

This career earns a "Mostly Resilient" label because, while AI is genuinely taking over a lot of the repetitive tasks (like monitoring logs, flagging errors, and routine system maintenance), humans are still needed to supervise those AI tools, handle unexpected problems, and make judgment calls when things go wrong. The role is shifting more than disappearing, moving from "person who runs the computers" to "person who oversees the AI that runs the computers," which actually keeps skilled workers in the picture.

Read full analysis

Analysis of current AI resilience

Computer Occupations (misc)

Updated quarterly

Your move

How can Computer Occupations (misc) prepare for AI?

Your Career Starts Here

Navigate your career with COACH, your free AI Career Coach. Research-backed, designed with career experts.

Explore careers

Plan your next steps

Get resume help

Find jobs

Explore careers

Plan your next steps

Get resume help

Find jobs

Explore careers

Plan your next steps

Get resume help

Find jobs

Career Village Logo

Ask a pro on CareerVillage.org. Free career advice from more than 200,000 professionals.

Latest AI news for Computer Occupations (misc)

Not enough relevant articles found for this career field.

Not enough relevant articles found for this career field.

More Career Info

Career: Computer Occupations, All Other

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.

Employment & Wage Data

Median Wage

$116,580

Jobs (2025)

471,200

Growth (2025-35)

+5.1%

Annual Openings

27,000

Education

Bachelor's degree

Experience

None

Source: Bureau of Labor Statistics, Employment Projections 2025-2035

Task-Level AI Resilience Scores

AI-generated estimates of task resilience over the next 3 years

1

70% ResilienceCore Task

Supervise and train peripheral equipment operators and computer operator trainees.

2

45% ResilienceCore Task

Load peripheral equipment with selected materials for operating runs, or oversee loading of peripheral equipment by peripheral equipment operators.

3

40% ResilienceCore Task

Oversee the operation of computer hardware systems, including coordinating and scheduling the use of computer terminals and networks to ensure efficient use.

4

35% ResilienceCore Task

Help programmers and systems analysts test and debug new programs.

5

32% ResilienceCore Task

Notify supervisor or computer maintenance technicians of equipment malfunctions.

6

30% ResilienceCore Task

Answer telephone calls to assist computer users encountering problems.

7

28% ResilienceCore Task

Enter commands, using computer terminal, and activate controls on computer and peripheral equipment to integrate and operate equipment.

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.

The AI Resilience Report is a project from CareerVillage.org®, a registered 501(c)(3) nonprofit.

Built with ❤️ by Sandbox Web

The AI Resilience Report is governed by CareerVillage.org’s Privacy Policy and Terms of Service. This site is not affiliated with Anthropic, Microsoft, or any other data provider and doesn't necessarily represent their viewpoints. This site is being actively updated, and may sometimes contain errors or require improvement in wording or data. To report an error or request a change, please contact air@careervillage.org.