Mostly Resilient

Last Update: 10/7/2026

AI Resilience Score for Business Operations Spec.:

58.8%

Median Score

Meaningful human contribution

Med

Long-term employer demand

High

Sustained economic opportunity

Med

Our confidence in this score:
High

Methodology and Scoring Rationale

To score how resilient business operations specialist work is to AI, we ask one question in three parts:

First, how much of the job still needs a human, read from five AI-exposure sources: our own AI Resilience Model, Anthropic's Observed Exposure, Microsoft's AI Applicability, Will Robots Take My Job, and OpenAI Signals. 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 business operations specialists, six of eight sources had data. On AI exposure, most sources landed at Medium, though Microsoft saw lower resilience, suggesting more of this work could shift to AI. Despite that tension, confidence is high. Strong employer demand from the BLS Opportunity Score pushed the score up, landing the role at "Mostly Resilient."

AI Resilience Report forBusiness Operations Specialists, All Other

$83,050 median salary•98,700 annual openings•SOC Code: 13-1199.00

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

This career is labeled "Mostly Resilient" because while AI is taking over some of the desk-based tasks (like drafting procedures and reviewing design drawings), the heart of the job still depends on skills that AI simply cannot replicate. Things like supervising contractors on site, responding to emergencies, and making judgment calls in real situations are very human tasks with very low automation risk, scoring just 5 to 8 percent automatable.

Learn more about how you can thrive in this position

This role is mostly resilient

This career is labeled "Mostly Resilient" because while AI is taking over some of the desk-based tasks (like drafting procedures and reviewing design drawings), the heart of the job still depends on skills that AI simply cannot replicate. Things like supervising contractors on site, responding to emergencies, and making judgment calls in real situations are very human tasks with very low automation risk, scoring just 5 to 8 percent automatable.

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Analysis of current AI resilience

Business Operations Spec.

Updated quarterly

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How can Business Operations Spec. prepare for AI?

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Latest AI news for Business Operations Spec.

These articles highlight how AI is reshaping careers, particularly for Business Operations Specialists. For instance, the MIT Sloan research reveals that companies implementing AI can increase efficiency and create new job opportunities, emphasizing the need for adaptability. Additionally, the McKinsey article discusses how collaboration between humans and AI can enhance operations, underscoring the importance of developing skills to work alongside technology. Understanding these trends fosters AI resilience, preparing students to thrive in a rapidly evolving job market.

More Career Info

Career: Business Operations Specialists, All Other

They help businesses run smoothly by analyzing processes, solving problems, and making improvements to boost efficiency and effectiveness.

Employment & Wage Data

Median Wage

$83,050

Jobs (2025)

1,157,600

Growth (2025-35)

+3.9%

Annual Openings

98,700

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

95% ResilienceCore Task

Respond to emergency situations on an on-call basis.

2

94% ResilienceCore Task

Engineer, install, maintain, or repair security systems, programmable logic controls, or other security-related electronic systems.

3

92% ResilienceCore Task

Monitor the work of contractors in the design, construction, and startup phases of security systems.

4

90% ResilienceSupplemental

Interview witnesses or suspects to identify persons responsible for security breaches, establish losses, pursue prosecutions, or obtain restitution.

5

85% ResilienceCore Task

Inspect fire, intruder detection, or other security systems.

6

82% ResilienceCore Task

Train personnel in security procedures or use of security equipment.

7

80% ResilienceCore Task

Inspect security design features, installations, or programs to ensure compliance with applicable standards or regulations.

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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