UK AI Exposure · Skilled trades occupations
Glass and ceramics makers, decorators and finishers
Glass and ceramics workers, form, shape, decorate, smooth and polish glassware, earthenware, refractory goods, clay bricks and other ceramic goods.
- Employees (UK)
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- Median annual pay
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- Exposure score ?
- 0.1/10 Minimal 3.1/10 Low strict reading · with tools is 3.1/10 with-tools reading · strict is 0.1/10
- Wage exposure
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Higher exposure than 12% of the 379 UK occupations we scored.
What this score means
Most of this role's work is still genuinely hard for AI to do. Physical presence, bodily skill, high-context judgment, direct human care - the things that don't translate to text.
If you're in this role, here's what to do now
You're not in the firing line today. But the frontier moves. Build enough AI fluency now that you can direct it for the parts of your work that could benefit. People in unexposed roles who understand AI become unusually valuable inside their organisations.
A handful of tasks in this role are touchable by AI, mostly around paperwork, scheduling and basic writing. The shape of the role stays the same - some parts just get faster.
If you're in this role, here's what to do now
Pick the two or three most repetitive things in your week and try an LLM on them. Most people underestimate what Claude or ChatGPT can already do for admin-shaped work. The time you get back is the dividend.
Where a project with Alex usually starts for this role
This role's strict reading is low because its top tasks are judgment, not drafting. The three highest-stakes tasks below are still usually where we start — flip the toggle to 'With tools' to see what AI plus the right context can compress.
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Read work orders or examine parts to determine parts or sections of products to be produced.
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Brush or spray mold surfaces with parting agents or insert paper into molds to ensure smoothness and prevent sticking or seepage.
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Engrave or stamp identifying symbols, letters, or numbers on products.
Most roles have at least three wedges where AI plus the right tools removes real time. For this role the labelling doesn't surface obvious ones, so we'd start with the highest-stakes tasks below and figure out the AI angle in conversation.
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Read work orders or examine parts to determine parts or sections of products to be produced.
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Brush or spray mold surfaces with parting agents or insert paper into molds to ensure smoothness and prevent sticking or seepage.
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Engrave or stamp identifying symbols, letters, or numbers on products.
Every role has three or four wedges like these. Finding them takes an hour. Turning them into a workflow your team actually uses takes a few days. Talk to Alex about a project →
The full task breakdown
Every O*NET task for this occupation, split by what AI can already do unaided versus what still needs a human. Importance is O*NET's 1–5 rating of how central each task is to the role.
Tasks via O*NET "Molders, Shapers, and Casters, Except Metal and Plastic" (51-9195.00).
What AI can already do
0 of 24 tasks · unaided
No tasks here are labelled as something an LLM can do unaided. Switch to 'With tools' above to see what changes when AI is paired with the right context.
Where humans still hold the line
24 of 24 tasks
Read work orders or examine parts to determine parts or sections of products to be produced.
Brush or spray mold surfaces with parting agents or insert paper into molds to ensure smoothness and prevent sticking or seepage.
Engrave or stamp identifying symbols, letters, or numbers on products.
Assemble, insert, and adjust wires, tubes, cores, fittings, rods, or patterns into molds, using hand tools and depth gauges.
Clean, finish, and lubricate molds and mold parts.
Separate models or patterns from molds and examine products for accuracy.
Set the proper operating temperature for each casting.
Load or stack filled molds in ovens, dryers, or curing boxes, or on storage racks or carts.
Align and assemble parts to produce completed products, using gauges and hand tools.
Operate and adjust controls of heating equipment to melt material or to cure, dry, or bake filled molds.
Select sizes and types of molds according to instructions.
Patch broken edges or fractures, using clay or plaster.
Withdraw cores or other loose mold members after castings solidify.
Trim or remove excess material, using scrapers, knives, or band saws.
Repair mold defects, such as cracks or broken edges, using patterns, mold boxes, or hand tools.
Measure and cut products to specified dimensions, using measuring and cutting instruments.
Smooth surfaces of molds, using scraping tools or sandpaper.
Measure ingredients and mix molding, casting material, or sealing compounds to prescribed consistencies, according to formulas.
Remove excess materials and level and smooth wet mold mixtures.
Verify dimensions of products, using measuring instruments, such as calipers, vernier gauges, or protractors.
Bore holes or cut grates, risers, or pouring spouts in molds, using power tools.
Tap or tilt molds to ensure uniform distribution of materials.
Construct or form molds for use in casting clay or plaster objects, using plaster, fiberglass, rubber, casting machines, patterns, or flasks.
Pour, pack, spread, or press plaster, concrete, or other materials into or around models or molds.
Tasks via O*NET "Molders, Shapers, and Casters, Except Metal and Plastic" (51-9195.00).
What AI can already do
0 of 24 tasks · with tools
Even with tools, no tasks here are labelled as something AI can do today. The work is judgment, presence, or context-heavy enough that the academic labelling sees no leverage.
Where humans still hold the line
24 of 24 tasks
Read work orders or examine parts to determine parts or sections of products to be produced.
Brush or spray mold surfaces with parting agents or insert paper into molds to ensure smoothness and prevent sticking or seepage.
Engrave or stamp identifying symbols, letters, or numbers on products.
Assemble, insert, and adjust wires, tubes, cores, fittings, rods, or patterns into molds, using hand tools and depth gauges.
Clean, finish, and lubricate molds and mold parts.
Separate models or patterns from molds and examine products for accuracy.
Set the proper operating temperature for each casting.
Load or stack filled molds in ovens, dryers, or curing boxes, or on storage racks or carts.
Align and assemble parts to produce completed products, using gauges and hand tools.
Operate and adjust controls of heating equipment to melt material or to cure, dry, or bake filled molds.
Select sizes and types of molds according to instructions.
Patch broken edges or fractures, using clay or plaster.
Withdraw cores or other loose mold members after castings solidify.
Trim or remove excess material, using scrapers, knives, or band saws.
Repair mold defects, such as cracks or broken edges, using patterns, mold boxes, or hand tools.
Measure and cut products to specified dimensions, using measuring and cutting instruments.
Smooth surfaces of molds, using scraping tools or sandpaper.
Measure ingredients and mix molding, casting material, or sealing compounds to prescribed consistencies, according to formulas.
Remove excess materials and level and smooth wet mold mixtures.
Verify dimensions of products, using measuring instruments, such as calipers, vernier gauges, or protractors.
Bore holes or cut grates, risers, or pouring spouts in molds, using power tools.
Tap or tilt molds to ensure uniform distribution of materials.
Construct or form molds for use in casting clay or plaster objects, using plaster, fiberglass, rubber, casting machines, patterns, or flasks.
Pour, pack, spread, or press plaster, concrete, or other materials into or around models or molds.
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Methodology
This role's exposure score comes from Eloundou et al's 2023 GPT task labels, aggregated by O*NET importance within each O*NET-SOC code, then bridged to UK SOC 2020 via ISCO-08 (ONS Vol 2 coding index) and US SOC 2010 (BLS crosswalk). Employment and median pay come from ONS ASHE Table 14.7a, 2025 provisional. ASHE covers employees only, so self-employed workers are not counted.
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