EXPOSED
The bulk of the job — writing job postings, screening resumes, scheduling interviews, maintaining HRIS records, answering benefits and policy questions, assembling onboarding packets — is text-and-database work that ATS automation and LLMs already do at usable quality. What holds is the live human work: candidate and hiring-manager negotiation, employee relations conversations where someone is upset or a complaint could become litigation, and judgment calls on accommodation, discipline, and termination that an employer wants a named person to own. Note the split: the recruiting-coordinator and benefits-administration tiers are far more exposed than the employee-relations and HR-business-partner tiers, and the modal worker today sits closer to the former.
Mixed — a routine tier and a judgment tier. Resume screening against a requisition, posting to job boards, scheduling loops, I-9 and E-Verify entry, benefits open-enrollment mailings and HRIS data hygiene are already vendor-automated in Workday/Greenhouse tiers, which is why this sits at 7 rather than 12 — only the intake interview, the offer negotiation call, and the sit-down with an employee who just got written up require a person in the room.
Some physical or field component. You are on a laptop nearly all day, but the job still puts you on-site for new-hire orientation, badge and equipment handoff, career fairs, plant or store walk-throughs during an investigation, and physically pulling a personnel file from a locked cabinet — that's a 5, not a 0, and nowhere near the uncontrolled-environment work that earns 13+.
No licence, no signature requirement. SHRM-CP or PHR is a resume signal, not a licence — no statute requires a credentialed human to approve a hire, an FMLA designation, or a termination, and when a discrimination claim lands it is the employer entity and its counsel that are named, not you personally.
Some relationship component. Hiring managers and employees do build a relationship with the specific HR person they'll disclose a harassment complaint or a medical accommodation to, and that continuity has real value — but candidates treat recruiters as interchangeable, employees are assigned to you by business unit rather than choosing you, and turnover in the function means most of these relationships are under two years old.
Meaningful discretion. You make genuine calls — whether a request is a reasonable accommodation under the ADA, whether an investigation substantiates a complaint, what the offer band should be — but those calls run through a policy handbook, a compensation matrix, and sign-off from legal or the VP of HR before they bind anyone, which caps this at 9 rather than the 14+ of someone who owns the final decision alone.
Lawyers SAFE
Reuters reported that a US judge declined to block Meta from proceeding with layoffs affecting workers who had filed a lawsuit alleging discrimination by the company's AI systems.
HR Dive reports allegations that Meta's use of AI in selecting workers for layoffs disproportionately affected employees who had taken protected leave.
AP News reports that 26 Meta employees filed suit alleging the company used AI-driven selection in layoff decisions that disproportionately affected workers on medical and parental leave.
Yahoo Finance reports that Meta employees have alleged the company used AI systems to drive layoff and performance decisions in a discriminatory manner.
A lawsuit reported by the Guardian alleges Meta used an AI system to flag employees who had taken leave for inclusion in layoffs.
CNBC reports current and former Meta employees filed a lawsuit alleging the company discriminated against them by using AI to select workers for layoffs.
Has AI actually changed your work?