{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/industrial-engineers/", "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": "Industrial Engineers", "soc_code": "17-2112", "category": "Engineering", "us_employment": 365740, "median_annual_wage": 102440 }, "verdict": "EXPOSED", "risk_resistance": 43, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 10, "embodiment": 9, "liability_shield": 5, "trust_premium": 7, "judgment_accountability": 12 }, "reasoning": { "task_resistance": "At 10, roughly half the workweek — pulling MES/ERP data into throughput models, running discrete-event simulations, drafting value-stream maps and standard work sheets, building line-balance calculations — is already reproducible by tooling, while the other half (standing at a bottleneck station watching an operator's actual reach and cycle, discovering the routing file has been wrong for two years) still requires a person physically present to notice what no data set recorded.", "embodiment": "A 9 reflects that the plant, warehouse, or hospital floor is a real and recurring workplace — gemba walks, time studies with a stopwatch at the station, verifying machine clearances against the layout, commissioning a new cell — but you are not the one wrenching on the fixture or wiring the conveyor, and a large share of the job is done in a spreadsheet or simulation package at a desk.", "liability_shield": "A 5, not 0, because PE licensure and the Industrial and Systems Engineering exam exist and matter for some defense, utility, and consulting work, and Six Sigma Black Belt or CQE certification is often written into the job posting — but no statute stops an unlicensed analyst from redesigning a production line, and the signature on a capital request is usually the plant manager's, not yours.", "trust_premium": "At 7, the credibility you build with a shift supervisor who has been burned by three prior efficiency projects is what makes a process change actually stick, but you are typically an internal staff function serving whichever plant you are assigned to, and the deliverable — a validated layout, a cycle-time reduction — is judged on the number, not on who produced it.", "judgment_accountability": "A 12 recognises that you choose which constraint to attack, which line to shut down for a rebuild, and whether the simulation's confidence interval is enough to commit capital — decisions with seven-figure and headcount consequences — but they are made inside a stage-gate process with a capital approval committee, operations management, and often EHS review above you, so the ambiguity is shared rather than owned outright." }, "rationale": "Much of the day-to-day — time-and-motion data crunching, throughput and capacity models, layout drafting, cost-benefit spreadsheets, work-instruction and SOP writing, Six Sigma report decks — is exactly the structured analysis and document work AI now does quickly. What holds is the part that happens on the plant floor: walking the line, seeing why the model's assumptions are wrong, negotiating a changed process with operators and supervisors who have to live with it, and owning the decision when a $2M line reconfiguration goes sideways. PE licensure exists for IEs but is rarely a legal requirement to practice, so the regulatory shield is thin compared to civil or electrical.", "outlook": "Headcount holds roughly flat but the job shifts from producing analyses to validating machine-generated ones and driving them onto the floor; pure modeling-and-reporting IE roles shrink first.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "State industrial-exemption rollback: if a state board narrows the industrial exemption in its Engineering Practice Act so that manufacturing facility layouts, guarding, and process safety documents must be sealed by a licensed PE (as several states have debated for utility and manufacturing plants), IE sign-off becomes personally liable rather than optional. Watch also OSHA PSM (29 CFR 1910.119) process hazard analysis and machine-guarding certifications being tied explicitly to a named licensed engineer, and insurer requirements: workers' comp and property carriers (FM Global, Travelers) conditioning coverage on a credentialed engineer certifying ergonomic/line-change assessments.", "plausibility": "plausible", "would_add": 5 }, { "dimension": "judgment_accountability", "change": "Capital-approval governance that names an accountable engineer: if corporate CapEx policies and audit requirements (SOX-adjacent internal controls over capital projects) require a named engineer of record to attest to throughput/ROI assumptions behind an automation or line-reconfiguration investment, the ambiguity call becomes formally owned. Similarly, if AI-model-governance rules (e.g., internal frameworks aligned to NIST AI RMF) require a human to sign as accountable for digital-twin and scheduling model outputs used in production decisions.", "plausibility": "plausible", "would_add": 4 }, { "dimension": "task_resistance", "change": "Task-mix shift is genuine here: the routine tier (time studies, capacity spreadsheets, SOP drafting, DMAIC decks) automates first, leaving the tier that requires being on the floor to detect why the model's assumptions are false and to negotiate a process change operators will actually follow. Recognisable if IE job postings shift toward continuous-improvement leadership, shopfloor change management, and automation commissioning rather than analysis deliverables.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "embodiment", "change": "If IE scope absorbs commissioning and validation of robotic cells, AMRs, and cobot workcells — physically walking off clearances, verifying guarding and light curtains, running FAT/SAT on the floor — the role gains irreducible in-plant presence. Visible in aerospace/auto plants where IEs already own automation ramp-up and in pharma where installation/operational qualification (IQ/OQ under FDA 21 CFR 211) must be witnessed on site.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "trust_premium", "change": "Narrow route only: union or works-council agreements that require a human engineer, not a vendor algorithm, to conduct and present time standards and ergonomic assessments — UAW-style contract language on work standards and line speed is the existing precedent. This is a bargaining-table premium, not a consumer one; it would not extend to internal corporate clients generally.", "plausibility": "unlikely", "would_add": 2 } ], "ceiling_note": "The binding constraint is that IEs mostly serve internal corporate clients who buy outcomes, not a signature or a person, and the industrial exemption keeps PE licensure optional in most states. Without an exemption rollback the liability shield stays thin, so realistic total ceiling is roughly the mid-50s — the floor is presence and ownership on the plant floor, not credential scarcity." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 265520, "wage": 85880 }, { "y": 2018, "emp": 279550, "wage": 87040 }, { "y": 2019, "emp": 291710, "wage": 88020 }, { "y": 2020, "emp": 290190, "wage": 88950 }, { "y": 2021, "emp": 293950, "wage": 95300 }, { "y": 2022, "emp": 321400, "wage": 96350 }, { "y": 2023, "emp": 332870, "wage": 99380 }, { "y": 2024, "emp": 350230, "wage": 101140 }, { "y": 2025, "emp": 365740, "wage": 102440 } ], "from": 2017, "to": 2025, "change_pct": 37.7, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "nuclear-engineers", "title": "Nuclear Engineers", "verdict": "EXPOSED", "risk_resistance": 57, "median_wage": 133970, "overlap": 85, "skills_to_close": [ "Science", "Operations Analysis", "Operations Monitoring", "Troubleshooting" ] }, { "slug": "architectural-and-engineering-managers", "title": "Architectural and Engineering Managers", "verdict": "EXPOSED", "risk_resistance": 56, "median_wage": 171270, "overlap": 85, "skills_to_close": [ "Coordination", "Time Management" ] }, { "slug": "mining-and-geological-engineers-including-mining-safety-engineers", "title": "Mining and Geological Engineers, Including Mining Safety Engineers", "verdict": "SAFE", "risk_resistance": 68, "median_wage": 106220, "overlap": 83, "skills_to_close": [ "Management of Financial Resources", "Management of Material Resources", "Programming", "Judgment and Decision Making" ] } ], "license": "https://cookedindex.com/terms" }