Share and intensity of work current AI systems can materially affect.
SOC 43-1011
First-Line Supervisors of Office and Administrative Support Workers AI displacement risk
AI absorbs the clerical work these supervisors assign, which changes the job from supervising keystrokes to supervising exception queues, quality, and hybrid human-AI workflows. Scheduling and reporting automate; coaching and escalation judgment do not.
Likely potential for exposed tasks to move to software after workflow integration.
The role does not vanish with the clerks — it changes shape. Supervisors who learn to run quality review over automated output and handle the complex residue become more valuable; those managing only volume decline with it.
Distribution
Where First-Line Supervisors of Office and Administrative Support Workers sits across 620 tracked roles
Displacement pressure 46 — higher than 76% of the 620 occupations tracked on displacement.ai.
Score version
This page uses Seed model v0.4 (seed-v0.4-2026-05), last reviewed 2026-08-15. Directional occupation-level planning model using hand-reviewed public research, task exposure estimates, wage context, and transition-pathway assumptions.
28 O*NET task statements matched to SOC 43-1011. The displayed task profile combines these official task statements with the current public score model.
Median wage context: $69,500 (May 2025, US national). The latest BLS row matched SOC 43-1011.
Scores are planning signals, not forecasts. Local hiring demand, employer-specific workflows, licensing, and credentials must be validated before making career decisions.
2030 economic stress test
How Anthropic's scenarios classify First-Line Supervisors of Office and Administrative Support Workers
SOC 43-1011 places this role in the paper's cognitive occupation group. These group-level outcomes do not change the 46/100 role score and are not an occupation forecast.
+0.4% group wage
-0.5% cognitive employment since mid-2026; 2.9% cognitive unemployment.
Economy-wide: +1.6% GDP and 3.9% unemployment.
-0.3% group wage
-3.9% cognitive employment since mid-2026; 4.5% cognitive unemployment.
Economy-wide: +8.3% GDP and 4.6% unemployment.
-11.5% group wage
-21.5% cognitive employment since mid-2026; 17.9% cognitive unemployment.
Economy-wide: +32.4% GDP and 11.9% unemployment.
Compare the assumptions and limitations across all three scenarios. Source: The Anthropic Institute Working Paper No. 2026-02.
Official task evidence
O*NET task matches for First-Line Supervisors of Office and Administrative Support Workers
The current evidence import matched 28 task statements from Task Statements 31.0 (August 2026). These rows are used as a grounding layer for judging which parts of the occupation are repeatable, language-heavy, analytical, social, physical, or compliance-sensitive.
Dataset31.0 (August 2026)
Matched tasks28
SOC43-1011
- Core task / ID 9704
Supervise the work of office, administrative, or customer service employees to ensure adherence to quality standards, deadlines, and proper procedures, correcting errors or problems.
- Core task / ID 9703
Resolve customer complaints or answer customers' questions regarding policies and procedures.
- Core task / ID 9705
Provide employees with guidance in handling difficult or complex problems or in resolving escalated complaints or disputes.
- Core task / ID 9710
Review records or reports pertaining to activities such as production, payroll, or shipping to verify details, monitor work activities, or evaluate performance.
- Core task / ID 9707
Discuss job performance problems with employees to identify causes and issues and to work on resolving problems.
- Core task / ID 9713
Prepare and issue work schedules, deadlines, and duty assignments for office or administrative staff.
Source: O*NET Resource Center, Task Statements. Raw import target: data/raw/onet/task-statements-31-0.txt.
Task profile
Where AI changes the work
Supervise office staff and quality
Exposure 34, automation 14%, augmentation 52%.
O*NET evidence: Supervise the work of office, administrative, or customer service employees to ensure a... (ID 9704)
Prepare schedules and assignments
Exposure 62, automation 38%, augmentation 58%.
O*NET evidence: Prepare and issue work schedules, deadlines, and duty assignments for office or adminis... (ID 9713)
Resolve escalated complaints
Exposure 30, automation 10%, augmentation 48%.
O*NET evidence: Provide employees with guidance in handling difficult or complex problems or in resolvi... (ID 9705)
Review records and prepare reports
Exposure 62, automation 38%, augmentation 66%.
O*NET evidence: Review records or reports pertaining to activities such as production, payroll, or ship... (ID 9710)
TaskExposureAutomationAugmentation
Supervise office staff and quality3414%52%
Prepare schedules and assignments6238%58%
Resolve escalated complaints3010%48%
Review records and prepare reports6238%66%
Transition pathways
Adjacent moves that preserve existing skills
role redesign
ModerateOffice Operations Manager
Training horizon: 2-5 months. Skill overlap 78. Wage preservation signal 118.
- Own workflow redesign
- Manage automation quality metrics
- Lead hybrid team operations
credentialed transition
ModerateAdministrative Services Manager
Training horizon: 6-12 months. Skill overlap 70. Wage preservation signal 130.
- Broaden into facilities and vendor scope
- Build budget ownership
- Lead policy implementation
Comparison guides
Compare the next move before you commit
2-5 months
First-Line Supervisors of Office and Administrative Support Workers to Office Operations Manager
Compare AI displacement pressure, wage preservation, skill overlap, training time, and first proof project for moving from First-Line Supervisors of Office and Administrative Support Workers into Office Operations Manager.
6-12 months
First-Line Supervisors of Office and Administrative Support Workers to Administrative Services Manager
Compare AI displacement pressure, wage preservation, skill overlap, training time, and first proof project for moving from First-Line Supervisors of Office and Administrative Support Workers into Administrative Services Manager.
What the AI risk score means for First-Line Supervisors of Office and Administrative Support Workers
The displacement pressure score for First-Line Supervisors of Office and Administrative Support Workers is 46. That score blends task exposure, automation pressure, augmentation potential, wage vulnerability, transition feasibility, and source confidence. It is designed to help workers and workforce teams decide where to act first, not to claim a specific date when a job will disappear.
For this role, the clearest risk pattern is visible at the task level. Prepare schedules and assignments carries 38% automation pressure, while Review records and prepare reports carries 66% augmentation potential. That means the best response is usually a targeted redesign of work: move away from repeatable production tasks and toward judgment, exception handling, coordination, stakeholder context, and accountable use of AI tools.
Labor-market context and wage risk
Median wage: $69,500 (May 2025, US national). Employment context: Clerical leadership role managing a shrinking workforce layer. Typical education: High school diploma plus office experience.
Wage vulnerability is 46, while transition feasibility is 72. A high wage-vulnerability score means workers should pay close attention to salary preservation before making a move. A high transition-feasibility score means there are adjacent paths that can reuse existing skills without requiring a complete career reset.
- Moderate displacement pressure
- Role shifts to AI-output supervision
- Coaching and escalation stay human
Upskilling priorities
Skills that make this role more resilient
The safest upskilling plan starts with skills already close to the work. For First-Line Supervisors of Office and Administrative Support Workers, the strongest near-term skill priorities are listed below. These are useful whether the goal is to stay in the role, move to a redesigned version of the role, or transition into an adjacent occupation.
Staff supervision
Build proof of this skill through a work sample, checklist, dashboard, case note, workflow map, or portfolio artifact tied to the transition paths on this page.
Quality review
Build proof of this skill through a work sample, checklist, dashboard, case note, workflow map, or portfolio artifact tied to the transition paths on this page.
Escalation handling
Build proof of this skill through a work sample, checklist, dashboard, case note, workflow map, or portfolio artifact tied to the transition paths on this page.
Reporting
Build proof of this skill through a work sample, checklist, dashboard, case note, workflow map, or portfolio artifact tied to the transition paths on this page.
90-day transition plan
The most practical next step is not to wait for a layoff or a full role redesign. Use the next 90 days to create evidence that you can operate in a safer, more AI-augmented version of the work.
- In the first 30 days, document the repetitive tasks in your current work and identify where AI can reduce drafting, lookup, classification, or reporting time.
- By 60 days, complete one small project connected to Office Operations Manager, such as own workflow redesign.
- By 90 days, compare internal openings and external postings for Office Operations Manager or Administrative Services Manager and update your resume around measurable workflow outcomes.
FAQ
Questions about AI and First-Line Supervisors of Office and Administrative Support Workers
Will AI replace First-Line Supervisors of Office and Administrative Support Workers?
AI absorbs the clerical work these supervisors assign, which changes the job from supervising keystrokes to supervising exception queues, quality, and hybrid human-AI workflows. Scheduling and reporting automate; coaching and escalation judgment do not. The better planning signal is not full replacement, but which tasks become automated, which tasks become AI-assisted, and which responsibilities still need human judgment.
Which parts of First-Line Supervisors of Office and Administrative Support Workers work are most exposed to AI?
Prepare schedules and assignments and Review records and prepare reports show the strongest automation pressure in this model. Review records and prepare reports and Prepare schedules and assignments are better treated as AI-augmented work.
What should First-Line Supervisors of Office and Administrative Support Workers learn next?
Start with Staff supervision, Quality review, Escalation handling. The most practical adjacent paths in this model are Office Operations Manager and Administrative Services Manager.
How should this score be used?
Use it as a planning signal, not a prediction. Confirm local hiring demand, wages, licensing, credentials, and employer adoption before making a career move.
Sources
Evidence trail
World Economic Forum / 7 January 2025The Future of Jobs Report 2025International Labour Organization / 20 May 2025Generative AI and Jobs: A Refined Global Index of Occupational ExposureO*NET Resource Center / Database 31.0 (August 2026)Occupation, Task, Skill, and Work-Activity DataUS Bureau of Labor Statistics / May 2025 estimates (released 15 May 2026)Occupational Employment and Wage Statistics