← Risk register SOC 17-2041 · reviewed 2026-08-11

Chemical Engineers

21,070 US workers · median $125,040/yr · Engineering

EXPOSED

A chemical engineer's screen work — mass and energy balances, Aspen/HYSYS model setup, P&ID markup, spec sheets, batch-record and technical-report writing, routine process-data trending — is exactly the kind of structured quantitative and document work AI now does at usable draft quality. What holds is the physical and accountable half: plant walkdowns, commissioning and startup, troubleshooting a fouling exchanger or off-spec batch on the floor, HAZOP/PHA leadership, and scale-up decisions where being wrong means a release or an explosion. The PE license matters in consulting and stamped work but the industrial exemption means most in-house process engineers work without a personal signature shield.

10-year outlook: Headcount per plant keeps thinning as simulation and reporting automate, while process safety, commissioning, and scale-up roles hold value and become the main entry path.

US employment, 2019–2025-30.0%
30,12021,070 workers

Part 2020 shock, part continued decline in the years since.

Median pay $108,770 → $125,040 -8.0% in real terms (nominal +15.0%, less ~25% US inflation over the period)

The job count is not the verdict

This line is counted by the Bureau of Labor Statistics — the one figure on this page that isn't a judgement of ours. Headcount moves on demand, offshoring, demographics and the business cycle, and automation is one term among several, often not the loudest.

So a falling line is not evidence that AI did it, and a rising one is not evidence that it won't. Both happen in this register: some occupations resist automation and shrink anyway, others are highly automatable and keep growing. The marked year is 2020.

BLS projection, 2024–2034

+2.6% 21,600 → 22,100 on the projections basis

Growing, and only partly exposed

The BLS expects +2.6% more of these jobs by 2034, and at 51/100 the work is only partly exposed — some tasks are automatable, the core of the job is not. Nothing here is in tension.

Different clocks. The score is what current AI could do to this work today. The projection is how many of these jobs will exist in 2034. Everything between the two — how fast employers actually adopt, whether demand grows in the meantime — is why they can point opposite ways without either being wrong.

~1,100 openings a year on average, including replacing people who leave.

One email if this score changes. Watch as many occupations as you like from the same address — no account, and nothing is sent on a schedule, only when a verdict actually moves.

Also known as — 24 job titles this covers

Titles reported by people doing this work, from the US Department of Labor's O*NET survey. If your job title is here, this page is about your work even though the name doesn't match.

EngineerScientistFuel EngineerPlant EngineerControl EngineerProcess EngineerProject EngineerWeapons DesignerWeapons EngineerChemical EngineerPlastics EngineerOxidation EngineerExplosives EngineerBlending CoordinatorDevelopment EngineerLubricating EngineerEngineering ScientistChemical Test EngineerGas Combustion EngineerPolymerization EngineerControl Systems EngineerProcess Control EngineerChemical Process EngineerRefinery Process Engineer

Score — 51/100 resistance

Holding it up: judgment & accountability (14/20). Weakest point: trust premium (7/20).

Five dimensions, 0–20 each, summed. Higher means more protected. The arithmetic is shown so you can check it: 11 + 11 + 8 + 7 + 14 = 51. · Scored 2026-08-11, and re-examined when evidence accumulates rather than on a schedule.

Task resistance 11/20

Mixed — a routine tier and a judgment tier Roughly half the job — steady-state flowsheet convergence, sizing pumps and relief valves against API 520 tables, pulling DCS historian trends, drafting PSM-required operating procedures — is templated enough that AI produces a checkable first pass, but turnaround runs, distillation column troubleshooting on a live tower, and scale-up from bench to 10,000 gallons still need someone who has watched the batch misbehave, which is why this sits at 11 and not 6.

Embodiment 11/20

Some physical or field component You are in the plant for commissioning, line-breaking permits, sampling off-spec product, and climbing the structure to find where the exchanger is fouling, but most weeks are still office hours in Aspen and Excel with the field time bounded by unit access and PPE — that split, rather than a full-time operations role, puts it at 11 instead of the 15+ an operations supervisor gets.

Liability shield 8/20

Certification preferred, not legally required The industrial exemption in almost every state means the refinery or specialty-chem employer, not you, carries the engineering liability, so most process engineers never take the PE; the 8 credits the fact that PE stamps do bind consulting and EPC work and that OSHA 1910.119 PSM demands documented engineering competence, without pretending you personally sign anything.

Trust premium 7/20

Some relationship component Your standing comes from operators and plant managers believing your number when you say the reactor can run 15 degrees hotter, which is real relational capital built over years on one unit — but the deliverable is a datasheet or a HAZOP action item that any competent engineer could have produced, and clients buy the firm's process license, not you, so this lands at 7.

Judgment & accountability 14/20

Exists to be accountable for ambiguous calls When you approve a relief scenario, sign off on a change of raw material supplier, or lead the PHA that decides a deviation is tolerable, being wrong produces a runaway reaction or a toxic release with names attached to it — the 14 reflects that these calls are genuinely ambiguous and consequential, while stopping short of 18 because MOC review boards, PSM procedure, and corporate process-safety standards structure the decision around you.

Confidence: medium · reviewed 2026-08-11 · how scoring works

What this job involves — and which parts are yours

The verdict above describes this occupation as a whole. Almost nobody does the typical version of a job — tick what's actually in your week and see how your own mix sits.

AI already does these at usable quality

These still need a person

Active moats on the surviving side: judgment, embodiment, liability

How to future-proof this job

Training paths for your skill gaps: OSHA Outreach Training — the 10- and 30-hour cards most employers ask for low · edX — operations management and process monitoring courses free to audit · edX — performance measurement and evaluation free to audit · Coursera — active listening and communication skills free to audit

All 35 skills ranked by how many jobs they open →

Where this experience transfers — occupations you could move toward

Computed from U.S. Dept. of Labor O*NET skill and knowledge profiles: high overlap with what you already do, a materially higher resistance score, no large jump in required training, and no licence you would have to start a new pipeline to get. Targets that pay meaningfully less, that are themselves COOKED, or whose own headcount is falling are excluded — a move into a shrinking trade is not an escape.

Nuclear Power Reactor Operators SAFE · 70/100 · you already have ~57% of the skill profile

Skills to close: Operation and Control, Operations Monitoring, Monitoring, Active Listening

What would move this back up — beyond any one person

The moves above are yours to make. This is the other half: what would have to change in the world for the occupation itself to score higher. None of it is in any one person's gift, but it is where the floor actually comes from. Scores here are not a one-way ratchet. Only two of the five dimensions — task resistance and embodiment — track what machines can do. The other three track law, what buyers will pay for, and who is answerable, and those move in both directions, often in response to the same pressure AI creates. If every lever below landed, this occupation would score around 69/100 — SAFE.

6 specific changes that would raise this score
  • already happening liability shield +3

    An OSHA PSM standard update (the long-pending 1910.119 rulemaking) or EPA RMP amendment that names a qualified individual who must certify PHA/HAZOP completeness, revalidation, and recognized-and-generally-accepted-good-engineering-practice determinations — analogous to the 2024 RMP Safer Technologies and Alternatives Analysis certification. Requires a named human signature on the safety case, not a document.

  • already happening judgment accountability +3

    Post-incident CSB recommendations and consent decrees that assign a specific accountable process-safety engineer to scale-up, MOC approval, and startup authorization decisions — the pattern in CSB reports since Bayer CropScience and T2 Laboratories. Formal ownership of the go/no-go call raises accountability even without a license.

  • already happening task resistance +3

    Genuine two-tier structure: if flowsheet drafting, balance checks, spec-sheet and batch-record generation are absorbed by AI, the residual role concentrates in HAZOP facilitation, root-cause troubleshooting of off-spec batches, kinetics/scale-up judgment where pilot data is thin, and commissioning — tasks whose inputs are ambiguous physical evidence rather than documents. Watch for headcount falling faster than scope narrowing.

  • plausible liability shield +5

    Narrowing or repeal of the industrial exemption in state PE practice acts, so in-house process design (relief-valve sizing, MOC packages, pressure-system specs) requires a licensed PE seal rather than a company sign-off. NCEES model law has pushed exemption narrowing for years and a few states (e.g. Ohio, Louisiana debates) have limited it for facilities affecting public safety; a post-incident legislature is the realistic trigger.

  • plausible liability shield +2

    Insurer/underwriter conditions (FM Global, Chubb) making property and pollution coverage contingent on a named licensed engineer attesting that relief-system and interlock calculations were independently verified, not model-generated — already emerging as AI-output verification clauses in E&O policies for engineering firms.

  • plausible embodiment +2

    No plausible route upward as a design change, but a shift in job definition toward field-resident roles (turnaround engineering, commissioning of new domestic capacity under CHIPS/IRA-funded plants, battery and hydrogen scale-up) would raise the physical share of the day for the subset in those roles.

The limit. Trust premium has no realistic route: buyers of process engineering are procurement organizations and EPC clients who pay for stamped deliverables and schedule, not for human authorship. The industrial exemption is the single largest cap — as long as most chemical engineers work under a corporate rather than personal signature, liability_shield stays low regardless of how consequential the work is.

These are conditions, not forecasts — what would have to happen, not what will. Specific rules, cases and bills are named so you can go and check whether they exist and where they stand; verify before relying on any of them. Nothing here is legal or financial advice.

Where this work is, and what it pays there

BLS metro figures for 81 areas. The verdict above does not change by city — the rubric judges what the work involves, not where it happens — but pay and headcount do, and the national median hides a very wide range.

Most of these jobs

Houston-Pasadena-The Woodlands, TX 1,510 $138,120 +10%
Boston-Cambridge-Newton, MA-NH 910 $109,460 -12%
Philadelphia-Camden-Wilmington, PA-NJ-DE-MD 790 $127,770 +2%
San Jose-Sunnyvale-Santa Clara, CA 670 —
Washington-Arlington-Alexandria, DC-VA-MD-WV 640 $132,820 +6%
San Francisco-Oakland-Fremont, CA 620 —
New York-Newark-Jersey City, NY-NJ 510 $126,830 +1%
Denver-Aurora-Centennial, CO 410 $128,110 +2%

Best paid

Albuquerque, NM 80 $163,380 +31%
Pittsburgh, PA 110 $152,290 +22%
Fort Collins-Loveland, CO 40 $139,220 +11%

Percentages are against this occupation's national median of $125,040. Counts are jobs in that metro, not vacancies. Metros where the BLS suppressed the cell are absent rather than shown as zero.

Who is actually doing this — nobody, on the record

We have no reported case of a named organisation automating this occupation. Not one deployment, not one announcement.

That is worth saying out loud next to a score of 51. The verdict above is about what the work exposes — what current AI could do to these tasks. It is not a claim that anyone has done it. For this occupation those two things have come apart completely: the capability argument is on this page, and the evidence column is empty.

Read that as a gap in the reporting we can see, not proof of absence — the dispatch runs on English-language feeds and misses plenty. If you know of a case, tell us, or add a field report from inside the job.

Quick take — do you do this job?

Has AI actually changed your work? One tap, anonymous, and the running tally is public. Nothing else is asked of you.

Self-reported and unverified — a sentiment signal, not a survey. One response per person per occupation; you can change your answer.

Field reports — what people say has changed

No field reports yet. A written account takes a paragraph rather than a tap, goes to an editor before it appears, and is the one thing on this page the rubric cannot produce on its own.

File a field report

Concrete beats general: a tool that arrived, a task that moved, a headcount decision you watched happen. Don't include anything that identifies you or your employer if that would put you at risk.

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