AI exposure: Human Resources Specialists
Recruit, screen, interview, or place individuals within an organization. May perform other activities in multiple human resources areas.
Reading this score
computed42.4% of this occupation's weighted task load is exposed, which puts Human Resources Specialists at the 75th percentile of 923 occupations. The capability is largely there. Its average task scores 3.0 out of 4 on what a current system can produce, and the frictions that hold other jobs in place are comparatively weak here.
What holds the line here is context. Across this occupation's 26 tasks it averages 1.96 out of 3, the highest of the five friction dimensions. In plain terms, the work depends on knowledge the model cannot hold. Much of this job runs on things that were never written down: what this particular organisation does, what happened last week, what the person across the table actually meant. That context is the barrier, and it erodes as systems are given more access.
The most exposed thing this job does is Maintain and update human resources documents, at 80.0%. The least is Interview job applicants to obtain information on work history, training, education, or job..., at 8.3%. A gap of 71.7% between two parts of the same job is the reason this index publishes at task level. An occupation-wide number would have hidden both.
Within business and financial operations occupations, this one is less exposed than the median of 47.5% across the group's 48 roles, with 30 scoring higher. Being in an exposed family does not make a particular job exposed, and the reverse holds too.
What would move this score. Of 26 tasks, 16 are currently banded exposed, 9 assisted and 1 untouched. For that distribution to shift materially would take a change in who is permitted to sign the work, which is a question for regulators rather than for engineers. The score is re-computed every quarter against a fresh capability reference, and the change is published rather than quietly applied.
Task by task
26 tasks, O*NET 31.0| Task | Exposed | Assisted | Untouched | Importance | Band |
|---|---|---|---|---|---|
| Maintain and update human resources documents, such as organizational charts, employee handbooks or directories, or performance evaluation forms. | 80.0% | 20.0% | 0.0% | 4.00 | exposed |
| Prepare or maintain employment records related to events, such as hiring, termination, leaves, transfers, or promotions, using human resources management system software. | 73.3% | 26.7% | 0.0% | 4.33 | exposed |
| Contact job applicants to inform them of the status of their applications. | 66.7% | 33.3% | 0.0% | 3.91 | exposed |
| Maintain current knowledge of Equal Employment Opportunity (EEO) and affirmative action guidelines and laws, such as the Americans with Disabilities Act (ADA). | 50.0% | 25.0% | 25.0% | 4.44 | exposed |
| Analyze employment-related data and prepare required reports. | 49.6% | 37.9% | 12.5% | 3.81 | exposed |
| Schedule or conduct new employee orientations. | 47.5% | 27.5% | 25.0% | 4.14 | exposed |
| Interpret and explain human resources policies, procedures, laws, standards, or regulations. | 45.0% | 30.0% | 25.0% | 4.66 | exposed |
| Confer with management to develop or implement personnel policies or procedures. | 45.0% | 30.0% | 25.0% | 3.99 | exposed |
| Conduct reference or background checks on job applicants. | 45.0% | 30.0% | 25.0% | 4.28 | exposed |
| Review and evaluate applicant qualifications or eligibility for specified licensing, according to established guidelines and designated licensing codes. | 45.0% | 30.0% | 25.0% | 4.11 | exposed |
| Administer employee benefit plans. | 42.5% | 32.5% | 25.0% | 4.45 | exposed |
| Evaluate recruitment or selection criteria to ensure conformance to professional, statistical, or testing standards, recommending revisions, as needed. | 42.5% | 32.5% | 25.0% | 3.95 | exposed |
| Address employee relations issues, such as harassment allegations, work complaints, or other employee concerns. | 40.0% | 35.0% | 25.0% | 4.31 | exposed |
| Advise management on organizing, preparing, or implementing recruiting or retention programs. | 40.0% | 35.0% | 25.0% | 3.73 | exposed |
| Evaluate selection or testing techniques by conducting research or follow-up activities and conferring with management or supervisory personnel. | 37.5% | 37.5% | 25.0% | 3.50 | assisted |
| Hire employees and process hiring-related paperwork. | 35.0% | 40.0% | 25.0% | 4.50 | assisted |
| Review employment applications and job orders to match applicants with job requirements. | 35.0% | 40.0% | 25.0% | 4.18 | assisted |
| Inform job applicants of details such as duties and responsibilities, compensation, benefits, schedules, working conditions, or promotion opportunities. | 35.0% | 40.0% | 25.0% | 4.18 | assisted |
| Select qualified job applicants or refer them to managers, making hiring recommendations when appropriate. | 35.0% | 40.0% | 25.0% | 4.16 | assisted |
| Perform searches for qualified job candidates, using sources such as computer databases, networking, Internet recruiting resources, media advertisements, job fairs, recruiting firms, or employee referrals. | 35.0% | 40.0% | 25.0% | 3.86 | assisted |
| Develop or implement recruiting strategies to meet current or anticipated staffing needs. | 35.0% | 40.0% | 25.0% | 3.71 | assisted |
| Schedule or administer skill, intelligence, psychological, or drug tests for current or prospective employees. | 35.0% | 40.0% | 25.0% | 4.34 | assisted |
| Coordinate with outside staffing agencies to secure temporary employees, based on departmental needs. | 35.0% | 40.0% | 25.0% | 3.57 | assisted |
| Conduct exit interviews and ensure that necessary employment termination paperwork is completed. | 26.7% | 23.3% | 50.0% | 3.90 | exposed |
| Provide management with information or training related to interviewing, performance appraisals, counseling techniques, or documentation of performance issues. | 26.7% | 23.3% | 50.0% | 3.86 | exposed |
| Interview job applicants to obtain information on work history, training, education, or job skills. | 8.3% | 16.7% | 75.0% | 3.89 | untouched |
Task text and importance ratings sourced from O*NET 31.0. Shares computed. The occupation score is the importance-weighted mean.
Where the score comes from
judgedEvery task is scored through the standardised work activities it maps to. These are this occupation’s averages on the six rubric dimensions. Capability is what AI can do; the other five are what stands in the way.
| Dimension | Mean | Scale |
|---|---|---|
| Capability | 2.98 | 0-4 |
| Embodiment | 0.17 | 0-3 |
| Presence | 1.13 | 0-3 |
| Accountability | 1.63 | 0-3 |
| Context | 1.96 | 0-3 |
| Verification cost | 1.85 | 0-3 |
What this means in practice
Where most of a role's weighted task load is exposed, the work that survives is usually the part of the job nobody wrote into the job description: deciding what should be produced rather than producing it, and being answerable for the result. The tasks lowest on this page are a better guide to where to spend your time than any general advice about the future of work.
Occupations either side of this one
The four closest scores in the same occupational family, then the four closest anywhere in the index.
Read this carefully. Exposure is not displacement. A high score means current AI systems can produce this work, not that anyone will stop paying a person to do it. Adoption depends on economics, regulation and inertia that this index deliberately does not model. How the score is built.