Gini Loh System Tools

AI Automation Index

Will AI Replace Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic?

Task-level automation exposure for Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic: 29 O*NET tasks scored against their work activities, plus the simulator.

E-E-A-T Verified
Developed & audited by Gini Loh

Automation Exposure

19% weighted task index

29 of 29 tasks scored

Median Salary

$44,350 / year

BLS OEWS, May 2025 — this exact occupation

Employment Level

High

150,470 people hold this job — size, not growth

Projected 2025–35

-3.4% employment change

13,800 openings a year · BLS line item

Pay by state

BLS OEWS publishes 50 state estimates for this occupation. Each is its own survey estimate, not the national median adjusted for local prices.

$23,080 – $77,560

Highest medians

Hawaii $77,560
Maryland $63,460
Maine $59,230
Minnesota $49,590
Nevada $49,590

Lowest medians

Puerto Rico $23,080
Wyoming $38,160
Florida $38,440
Louisiana $38,650
Tennessee $38,820

State figures come from the 51-4072 row in the May 2025 state panel. States where the estimate was suppressed or too small to publish are absent.

What the score is made of

Each task is mapped to its work activities, scored for AI automation potential, and weighted by how important those activities are to the job. These are the components.

Automation potential 19%

Importance-weighted mean of the scored tasks. This is the headline index.

Physical work 75%

Share of weighted tasks in hands-on or machine-operating work activities.

Judgment & influence 6%

Share in analysis, decisions, teaching, directing, advising, or caring for others.

Routine administration 3%

Share in documenting, recording, and administrative activities.

Rewritten by O*NET 0%

Share of weighted tasks O*NET rewrote in a recent update. Reported, not folded into the score.

Consequence of error 37/100 Moderate

O*NET's own rating of how serious an uncorrectable mistake would be here — respondents, not us. Deliberately not in the index: the score measures what AI can do with the task content, and multiplying it by stakes would be our judgment dressed as data.

Constituent Task Mix

29 tasks for this occupation, weighted by work-activity importance. Shares below are of total task weight, not task count.

High exposure (≥ 60% of the task is automatable) 10%

3 tasks

Medium exposure (≥ 35%) 3%

1 tasks

Low exposure (below 35%) 87%

25 tasks

How would you survive?

Move your week away from the high-exposure tasks and toward the ones that need judgment. The simulator recalculates the index as you shift the mix.

Simulate Upskilling →

Constituent Tasks

#10174 · Core · 27% automatable

Measure and visually inspect products for surface and dimension defects to ensure conformance to specifications, using precision measuring instruments.

physical manipulation — Hands-on dimensional measurement of workpieces

Inspect metal, plastic, or composite products. Measure dimensions of completed products or workpieces to verify conformance to specifications.
#10173 · Core · 25% automatable

Observe continuous operation of automatic machines to ensure that products meet specifications and to detect jams or malfunctions, making adjustments as necessary.

visual inspection — Physical product flaw monitoring is on-machine

Monitor equipment operation to ensure that products are not flawed.
#10175 · Core · 12% automatable

Set up, operate, or tend metal or plastic molding, casting, or coremaking machines to mold or cast metal or thermoplastic parts or products.

physical manipulation — Metal and plastic forming equipment run by hand

Operate metal or plastic forming equipment.
#10177 · Core · 18% automatable

Turn valves and dials of machines to regulate pressure, temperature, and speed and feed rates, and to set cycle times.

physical manipulation — Manual temperature control adjustment

Adjust temperature controls of ovens or other heating equipment.
#10186 · Core · 66% automatable

Read specifications, blueprints, and work orders to determine setups, temperatures, and time settings required to mold, form, or cast plastic materials, as well as to plan production sequences.

visual inspection — Blueprint setup reading partial, human confirms

Study blueprints or other instructions to determine equipment setup requirements. Review blueprints or other instructions to determine operational methods or sequences.
#10184 · Core · 30% automatable

Observe meters and gauges to verify and record temperatures, pressures, and press-cycle times.

visual inspection — Instrument monitoring needs physical sensor presence

Monitor instruments to ensure proper production conditions.
#10192 · Core · 10% automatable

Connect water hoses to cooling systems of dies, using hand tools.

physical manipulation — Connecting supply lines is physical fitting

Connect supply lines to production equipment or tools.
#10188 · Core · 8% automatable

Remove parts, such as dies, from machines after production runs are finished.

physical manipulation — Removing parts from equipment is hands-on

Remove accessories, tools, or other parts from equipment.
#10197 · Core · 8% automatable

Perform maintenance work such as cleaning and oiling machines.

physical manipulation — Physical production equipment maintenance

Clean production equipment. Maintain production or processing equipment. Lubricate production equipment.
#10195 · Core · 6% automatable

Smooth and clean inner surfaces of molds, using brushes, scrapers, air hoses, or grinding wheels, and fill imperfections with refractory material.

physical manipulation — Hand finishing of metal edges with tools

Clean production equipment. Smooth metal surfaces or edges. Fill cracks, imperfections, or holes in products or workpieces.
#10194 · Supplemental · 10% automatable

Operate hoists to position dies or patterns on foundry floors.

physical manipulation — Crane/hoist operation demands real-time physical control

Operate cranes, hoists, or other moving or lifting equipment.
#10181 · Supplemental · 10% automatable

Cool products after processing to prevent distortion.

physical manipulation — Manual application of lubricants to workpieces

Apply lubricants or coolants to workpieces.
#10182 · Supplemental · 8% automatable

Install dies onto machines or presses and coat dies with parting agents, according to work order specifications.

physical manipulation — Applying finishes requires hands-on coating work

Mount attachments or tools onto production equipment. Apply protective or decorative finishes to workpieces or products.
#10191 · Supplemental · 8% automatable

Unload finished products from conveyor belts, pack them in containers, and place containers in warehouses.

physical manipulation — Physically packaging products for shipment

Remove products or workpieces from production equipment. Package products for storage or shipment.
#10178 · Supplemental · 9% automatable

Remove finished or cured products from dies or molds, using hand tools, air hoses, and other equipment, stamping identifying information on products when necessary.

physical manipulation — Marking workpieces is hands-on physical task

Mark products, workpieces, or equipment with identifying information. Remove workpieces from molds.
#10196 · Supplemental · 7% automatable

Obtain and move specified patterns to work stations, manually or using hoists, and secure patterns to machines, using wrenches.

physical manipulation — Physical moving of products between work areas

Move products, materials, or equipment between work areas. Mount attachments or tools onto production equipment.
#10203 · Supplemental · 30% automatable

Select and install blades, tools, or other attachments for each operation.

decision support — Equipment selection against specs; human verifies fit

Select production equipment according to product specifications. Mount attachments or tools onto production equipment.
#10198 · Supplemental · 11% automatable

Repair or replace damaged molds, pipes, belts, chains, or other equipment, using hand tools, hand-powered presses, or jib cranes.

physical manipulation — Manual shaping and fitting of physical templates and molds

Repair templates, patterns, or molds. Replace worn equipment components.
#10189 · Supplemental · 76% automatable

Inventory and record quantities of materials and finished products, requisitioning additional supplies as necessary.

data analysis — Record production data into structured logs

Record operational or production data. Maintain inventories of materials, equipment, or products.
#10200 · Supplemental · 35% automatable

Select coolants and lubricants, and start their flow.

decision support — Input material selection from specs; human approves

Select production input materials. Operate metal or plastic forming equipment.
#10187 · Supplemental · 5% automatable

Adjust equipment and workpiece holding fixtures, such as mold frames, tubs, and cutting tables, to ensure proper functioning.

physical manipulation — Manual fixture adjustment

Set equipment guides, stops, spacers, or other fixtures.
#10199 · Supplemental · 70% automatable

Maintain inventories of materials.

data analysis — Materials inventory records and forecasting automatable

Maintain inventories of materials, equipment, or products.
#10176 · Supplemental · 5% automatable

Position and secure workpieces on machines, and start feeding mechanisms.

physical manipulation — Mounting workpieces is physical loading

Mount materials or workpieces onto production equipment.
#10180 · Supplemental · 10% automatable

Trim excess material from parts, using knives, and grind scrap plastic into powder for reuse.

physical manipulation — Grinding requires hands-on control and feel

Trim excess material from workpieces. Operate grinding equipment.
#10183 · Supplemental · 8% automatable

Mix and measure compounds, or weigh premixed compounds, and dump them into machine tubs, cavities, or molds.

physical manipulation — Physical mixing of chemical solutions

Mix substances to create chemical solutions. Load materials into production equipment.
#10185 · Supplemental · 5% automatable

Spray, smoke, or coat molds with compounds to lubricate or insulate molds, using acetylene torches or sprayers.

physical manipulation — Applying parting agents is manual mold prep

Apply parting agents or other solutions to molds.
#10193 · Supplemental · 8% automatable

Preheat tools, dies, plastic materials, or patterns, using blowtorches or other equipment.

physical manipulation — Heating workpieces requires physical operation

Heat material or workpieces to prepare for or complete production.
#10190 · Supplemental · 4% automatable

Pour or load metal or sand into melting pots, furnaces, molds, or hoppers, using shovels, ladles, or machines.

physical manipulation — Manual placement of materials into molds

Place materials into molds. Load materials into production equipment. Load items into ovens or furnaces.
#10179 · Supplemental · 4% automatable

Skim or pour dross, slag, or impurities from molten metal, using ladles, rakes, hoes, spatulas, or spoons.

physical manipulation — Skimming molten metal, hazardous manual task

Skim impurities from molten metal.
Embed this calculator on your site ↓

Bloggers & authors: Embed this interactive calculator directly in your articles or comparison guides. It loads dynamically via a responsive iframe (auto-resizing to prevent double scrollbars) and provides a direct, high-value tool for your audience.

<div class="giniloh-calculator-embed" data-calculator="molding-coremaking-and-casting-machine-setters-operators-and-tenders-metal-and-plastic"></div> <script src="https://giniloh.com/embed.js" async></script>

Community Sentiment

Do you agree?

Do you agree with the AI automation risk score calculated for this occupation?

Method

How this was scored

  1. 1. Tasks. O*NET task statements for this occupation, from a release whose newest record is dated 08/2026.
  2. 2. Work activities. Each task maps to 1–5 Detailed Work Activities; each activity belongs to one of 41 Generalized Work Activities that O*NET rates for importance (1–5) in this occupation.
  3. 3. Automation potential. Every work activity carries one score for how far current AI can perform it end-to-end. Tasks inherit the mean of their activities.
  4. 4. Weighting. Task weight = 0.35 + 0.65 × (importance − 1)/4, scaled by how often the task is performed and by 0.7 for Supplemental tasks. Importance is the task's own O*NET rating where it exists (18,369 of 18,838 tasks); the rest inherit their work activities' importance. The index is the weighted mean.

Check: across the 910 occupations where O*NET also rates how far machine speed sets the pace, this index moves opposite to it (Spearman ρ = -0.49). The more a job is paced by equipment, the less of its task content AI can address — the relationship you would expect if the scoring is working.

Sources · O*NET 31.0 (task records to 08/2026) · BLS OEWS May 2025 · BLS projections 2025-2035 · rubric v2.1 · tasks for O*NET, not a forecast

See the full method →

Related Article

Engineer at work

Best AI Proof Jobs in a Changing Market

Worried robots are coming for your paycheck? You’re not alone—but the real story is far more hopeful. This guide cuts through the scare headlines to reveal exactly where smart, sustainable career opportunities exist right now. We’ve curated a list of true ai proof jobs—roles in healthcare, skilled trades, and cybersecurity that not only survive automation but thrive because of human judgment and empathy. You’ll get specific, money-making data on projected growth (the BLS says wind turbine technicians, for instance, will grow 44% by 2032), real salary ranges from active job listings, and a simple self-assessment quiz to identify your own most resilient path. Plus, we name companies hiring today and the niche job boards they use. Stop worrying and start planning—your secure career is closer than you think.

Read Article ->