EXPOSED
The work is hands-on and hot: mounting and aligning dies, adjusting ram stroke and heat settings, loading billets, gauging forged parts, clearing jams — none of which a language model touches. The real threat isn't AI writing but capital investment in servo presses, robotic billet handling, and automated inspection, plus continued offshoring of forge work; that has already shrunk this occupation to under 9,000 US jobs. Setup skill and in-process judgment (reading a scale-covered part, hearing a press go off-tune) are the durable part; tending an already-dialed-in press is not.
Part 2020 shock, part continued decline in the years since.
Median pay $39,670 → $49,030 -1.1% in real terms
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
-18.9% 8,800 → 7,200 on the projections basis
Exposed, and shrinking
Both signals point the same way: the tasks are largely automatable and the BLS projects -18.9% by 2034. This is the case where the score and the forecast agree, and it is the one worth taking seriously.
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.
~600 openings a year on average, including replacing people who leave.
ForgerDropperExpanderKnucklerUpsetterBlacksmithCage MakerDie ForgerDie HolderDie SetterForge HandForgesmithNut FormerDrop ForgerHammersmithHeat ReaderRivet MakerSpike MakerForge TenderHeavy ForgerLever TenderHammer DriverHammer RunnerSpring Fitter
Holding it up: embodiment . Weakest point: trust premium .
Mixed — a routine tier and a judgment tier Die changeover, shimming to hit tolerance, and dialing in stroke and induction heat on a part that has been run before are still manual and non-scripted, but once the press is dialed in the tending cycle — load billet, cycle, transfer, gauge every tenth part — is exactly what robotic loaders and in-line gauging already do in the newer forge shops, so roughly half the job is scheduled to leave and half isn't.
Hands-on in uncontrolled environments You are within arm's reach of 2,000°F billets, scale, hammer noise and hydraulic oil mist, aligning dies inside the press bolster and clearing a stuck part from a hot die — a 16 rather than 19 only because the press itself is fixed in place and the work comes to you rather than you working in the open field.
No licence, no signature requirement No state licence gates running a forging press; the shop needs a crane or forklift card and OSHA lockout/tagout training at most, and if a part cracks in service the answer sits with the metallurgist and the quality system, not with your signature.
Meaningful discretion You decide whether a part with heavy scale or a slightly short fill goes to the scrap bin or through, and when to pull the press because the stroke sounds off — real calls that cost the shop money, but bounded by the process sheet, the go/no-go gauge, and a foreman who signs off on scrapping a run.
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.
Your task mix speaks to task resistance (12/20 here) — how much of the day's work current AI already does. That is the dimension the boxes above are about.
It cannot move the other three. Liability shield (2/20) is whether the law requires a licensed human to sign. Trust premium (2/20) is whether buyers specifically pay for a person. Judgment and accountability (7/20) is whether the role exists to own consequential calls. Those are facts about the occupation's standing, not about which tasks are in your week — a paralegal who does only trial exhibits still holds no licence. Together they are 11 of this occupation's 39 points (28%).
Embodiment (16/20) is also a property of the work rather than the worker, but we don't tag individual tasks as physical or not, so the picker can't tell you anything about it. That's a limit of this tool, not a claim.
Did we get the list right? Tell us what's missing — the tasks are written from the outside, and you're reading this from the inside.
Riggers SAFE
Sheet Metal Workers SAFE
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 53/100, still EXPOSED.
As robotic billet handling and automated inspection absorb the tending tier, the surviving job becomes die setup, alignment, first-article qualification and troubleshooting off-tune presses — a genuine two-tier occupation where the routine tier is what gets bought away. Watch for job postings shifting from 'press operator' to 'die setter / forge setup technician' at the same plants.
Safety-critical forgings (aerospace, defense, nuclear, pressure-containing) already require documented process control under AS9100/NADCAP and Nadcap AC7114 heat-treat and forging audits; if a customer or prime (e.g., a Nadcap-accredited flow-down) names a qualified setup operator who must personally sign the process-parameter and first-article record, rather than only an engineer or quality manager, sign-off attaches to this role. Also watch DFARS/NAVSEA forging traceability requirements naming operator certification.
If plants formalize the operator's authority to stop production on a suspected die crack, lap, or underfill — a documented stop-work authority in the quality manual or union contract, as exists in some USW-represented plants — the consequential-call ownership becomes explicit rather than informal.
Little headroom: die changes in a hot forge bay, scale-covered part handling, and jam clearing already resist automation, and the remaining automation gains are in handling rather than setup. Score could nudge up only as the residual role concentrates on manual die/tooling work.
The limit. Trust premium has no realistic route: buyers of forgings pay for metallurgical certs and dimensional conformance, never for a human having run the press. The binding constraint here is capital and offshoring, not AI capability, so a higher register score would not by itself mean more jobs — the occupation can become harder to automate and still keep shrinking.
| Los Angeles-Long Beach-Anaheim, CA | 510 | $59,320 +21% |
| Detroit-Warren-Dearborn, MI | 380 | $61,980 +26% |
| Nashville-Davidson--Murfreesboro--Franklin, TN | 240 | $44,460 -9% |
| Houston-Pasadena-The Woodlands, TX | 230 | $36,730 -25% |
| New York-Newark-Jersey City, NY-NJ | 200 | $38,580 -21% |
| Philadelphia-Camden-Wilmington, PA-NJ-DE-MD | 190 | $63,880 +30% |
| Dallas-Fort Worth-Arlington, TX | 180 | $44,900 -8% |
| Columbus, IN | 140 | $52,060 +6% |
| San Francisco-Oakland-Fremont, CA | 40 | $67,230 +37% |
| Philadelphia-Camden-Wilmington, PA-NJ-DE-MD | 190 | $63,880 +30% |
| Detroit-Warren-Dearborn, MI | 380 | $61,980 +26% |
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 39. 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.
Has AI actually changed your work? One tap, anonymous, and the running tally is public. Nothing else is asked of you.
Rather than check back: get the digest and we'll tell you what changed — or watch a single occupation from its own page.