{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/first-line-supervisors-of-office-and-administrative-support-workers/", "methodology": "https://cookedindex.com/methodology", "notice": "Verdicts are re-examined as evidence accumulates. Re-fetch before relying on this; the page above always carries the current score.", "scored_at": "2026-08-11", "model": "claude-opus-5", "occupation": { "title": "First-Line Supervisors of Office and Administrative Support Workers", "soc_code": "43-1011", "category": "Office", "us_employment": 1436680, "median_annual_wage": 69500 }, "verdict": "EXPOSED", "risk_resistance": 35, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 9, "embodiment": 5, "liability_shield": 1, "trust_premium": 9, "judgment_accountability": 11 }, "reasoning": { "task_resistance": "Shift rosters, queue-volume dashboards, error-rate audits of clerical output and SOP write-ups are already generated end-to-end by workforce-management and LLM tools, which is why this sits at 9 rather than mid-teens — only the disciplinary conversation, the performance-improvement plan, and the interview panel genuinely resist, and those are perhaps a third of the week.", "embodiment": "The 5 covers walking the floor: checking that the front desk is actually covered at 8am, retrieving a misfiled paper record, standing at a jammed high-volume copier or mail meter, and being physically present in a cubicle bank — real but incidental duties in a climate-controlled office, not fieldwork.", "liability_shield": "Nothing here is licensed or credentialed; a supervisor can be promoted from a records clerk seat on Monday with no exam, and when a payroll batch or a records-retention lapse turns into an FLSA or HIPAA problem, it is the employer and the HR or compliance officer named, not the supervisor's signature.", "trust_premium": "The 9 reflects that direct reports genuinely will not take coaching or a bad-news transfer from a stranger, and that a receptionist team's tolerance for schedule changes runs on the supervisor's earned credibility — but the relationship is with internal staff who are assigned to you, replaceable at reorg, and no customer picks the company because of you.", "judgment_accountability": "Calls on whether an absence pattern becomes a write-up, how to handle a clerk who mishandled a confidential file, and which escalated customer complaint gets a credit are real discretion exercised without a script — capped at 11 because HR policy, the union contract, and the manager above set the boundaries and sign off on termination and any spend." }, "rationale": "Roughly half this job — building schedules, tracking productivity metrics, writing status reports, reviewing clerical output for errors, drafting procedure documents — is exactly the screen work current AI handles at usable quality, and it shrinks further as the clerical headcount being supervised shrinks. What persists is people management: hiring and firing, coaching a struggling records clerk, absorbing an escalated customer or a payroll error, and being the human who answers to management when a process fails. There is no license or signature requirement here, so the moat is purely relational and organizational, and span-of-control expansion means fewer supervisors covering larger teams.", "outlook": "Headcount contracts through the 2030s as the clerical roles beneath these supervisors thin out and spans of control widen; the survivors are the ones who own automated workflows and personnel accountability rather than daily work-queue babysitting.", "what_would_raise_it": { "levers": [ { "dimension": "judgment_accountability", "change": "Employment-law exposure concentrating in the supervisor role: if EEOC/state enforcement and case law continue to hold that an identified human decision-maker must make and document adverse employment actions (discipline, termination, accommodation denials) rather than an algorithmic scoring system — as NYC Local Law 144 and the Illinois AI Video Interview Act already gesture at for hiring — the supervisor becomes the mandatory named decider on every personnel call, and that tier of the job cannot be delegated to software.", "plausibility": "already happening", "would_add": 4 }, { "dimension": "task_resistance", "change": "Genuine two-tier structure: if scheduling, metric dashboards, status reporting and error QC are fully absorbed by workflow software, the residual day is coaching, conflict, escalated-customer absorption, and hiring/firing conversations — none of which current systems do at usable quality. Watch for job postings that drop 'produce reports' and lead with 'coach, develop, retain'.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "liability_shield", "change": "A narrow route only in regulated back offices: if FINRA branch-supervision rules, HIPAA-covered records units, or state notary/vital-records offices extend named-principal-supervisor sign-off to AI-produced clerical output (e.g. FINRA Rule 3110 supervisory review of communications applied to AI-drafted correspondence), a subset of these supervisors gains a real personal-accountability signature.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "judgment_accountability", "change": "Union or works-council contract language requiring a named human supervisor to review any automated productivity-based discipline before it takes effect — the pattern in recent warehouse and public-sector contracts and in California SB 7 style 'automated decision systems' bills covering notice and human review.", "plausibility": "plausible", "would_add": 2 } ], "ceiling_note": "Trust premium has no realistic route up: buyers of administrative work are internal management, not clients choosing a human, and span-of-control expansion cuts the other way. Even with every lever, span consolidation means fewer people holding a somewhat more defensible job." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 1458380, "wage": 55060 }, { "y": 2018, "emp": 1477560, "wage": 55810 }, { "y": 2019, "emp": 1487870, "wage": 56620 }, { "y": 2020, "emp": 1427260, "wage": 58450 }, { "y": 2021, "emp": 1443630, "wage": 60590 }, { "y": 2022, "emp": 1495440, "wage": 61370 }, { "y": 2023, "emp": 1504570, "wage": 63450 }, { "y": 2024, "emp": 1495580, "wage": 66140 }, { "y": 2025, "emp": 1436680, "wage": 69500 } ], "from": 2017, "to": 2025, "change_pct": -1.5, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "gambling-managers", "title": "Gambling Managers", "verdict": "EXPOSED", "risk_resistance": 61, "median_wage": 93220, "overlap": 82, "skills_to_close": [ "Science" ] }, { "slug": "personal-service-managers-all-other", "title": "Personal Service Managers, All Other", "verdict": "EXPOSED", "risk_resistance": 50, "median_wage": 69770, "overlap": 75, "skills_to_close": [ "Operation and Control", "Equipment Selection", "Technology Design", "Management of Financial Resources" ] }, { "slug": "sales-managers", "title": "Sales Managers", "verdict": "EXPOSED", "risk_resistance": 47, "median_wage": 148270, "overlap": 74, "skills_to_close": [ "Operation and Control", "Science", "Systems Analysis", "Management of Financial Resources" ] } ], "license": "https://cookedindex.com/terms" }