← Risk register SOC 51-4071 · reviewed 2026-08-11

Foundry Mold and Coremakers

12,790 US workers · median $48,110/yr · Production

EXPOSED

Ramming sand into flasks, setting cores, patching mold defects, and pulling castings in a hot, dusty, uncontrolled shop floor is work language AI cannot touch — the threat here is automated molding lines and robotic core blowers, which high-volume foundries have already installed. The modal worker operates and tends machines rather than hand-building molds, and that machine-tending tier is exactly what integrated automatic molding cells eliminate; the surviving niche is large, low-volume, or complex hand-molded work in jobbing foundries. No license, no signature, no client relationship provides cover.

10-year outlook: Employment keeps shrinking as automatic molding lines and printed sand molds absorb the repetitive tier, leaving a smaller, better-paid core of hand-molders and defect troubleshooters in jobbing and heavy-casting shops.

Score — 42/100 resistance

Five dimensions, 0–20 each, summed. Higher means more protected. The arithmetic is shown so you can check it: 14 + 16 + 2 + 4 + 6 = 42.

Task resistance 14/20

Tasks largely resist digitisation. Hand-ramming a 500-lb cope, setting fragile shell cores by feel, venting and slicking the mold face, then chasing a scab or a run-out after the shakeout are all sequences that need a person reading sand strength and pattern draft in real time — 14 rather than 18 because the sand mixing, blowing, and mold closing steps that eat most of the shift on a Disamatic or automatic flaskless line are already running unattended.

Embodiment 16/20

Hands-on in uncontrolled environments. You are on a hot floor swinging pneumatic rammers, lifting flasks and core boxes, brushing on refractory wash, and working near a pouring stream where sand and silica dust are the ambient condition — 16 not 20 because the pattern, flask, and sand system are fixed shop fixtures rather than a new uncontrolled site each day.

Liability shield 2/20

No licence, no signature requirement. There is no state license, no stamped certificate, and no personal sign-off on a mold; when a casting scraps out or a mold breaks under pour, the foundry eats the scrap cost and the quality department owns the disposition, so the 2 reflects only OSHA respirable-crystalline-silica and molten-metal PPE duties that attach to the employer, not to you.

Trust premium 4/20

Anonymous artifact production. The castings ship to a machine shop or OEM that inspects dimensions and never learns which molder made them, so nothing accrues to you personally — the 4 above zero is the internal fact that a jobbing-shop foreman keeps the molder who knows a particular difficult pattern's ramming habits.

Judgment & accountability 6/20

Executes defined procedures on defined inputs. Sand compactability targets, core setting sequence, gating and riser placement, and pour temperature come off the process sheet and the pattern design, so your calls are limited to reading when sand is too dry, when a mold needs a repair versus a rebuild, and when to reject before pouring — real skill, but bounded by a written spec, which is what puts this at 6 and not 10.

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

Tasks already automatable

What survives

Active moats: embodiment, physical-presence

How to future-proof this job

Escape hatches — adjacent fields with better verdicts

Computed from U.S. Dept. of Labor O*NET skill profiles: high overlap with what you already do, materially higher resistance score.

Terrazzo Workers and Finishers SAFE · 68/100 · you already have ~76% of the skill profile

Skills to close: Coordination, Quality Control Analysis, Equipment Selection

Pipelayers EXPOSED · 61/100 · you already have ~71% of the skill profile

Skills to close: Installation, Coordination, Repairing, Reading Comprehension

Pile Driver Operators EXPOSED · 65/100 · you already have ~70% of the skill profile

Skills to close: Operation and Control, Equipment Maintenance, Operations Monitoring, Troubleshooting

Field report — do you do this job?

Has AI actually changed your work?

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

From people who do this job

Nobody has filed one yet. If you do this work, you know things the rubric can't see.

What has actually changed in your work?

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.