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How a glass blower / molder / bender / finisher can use AI, task by task

O*NET 51-9195.04: Glass Blowers, Molders, Benders, and Finishers19 tasksJob Zone 2: Some preparation

Shape molten glass according to patterns.

Type your own title and every prompt on this page updates to match. Also called: Bender, Gaffer, Glass Artist, Glass Bender, Glass Block Bender, Glass Lathe Operator, Glass Worker, Glassblower, Neon Glass Bender, Neon Pumper.

Where AI fits in this job

AI-ready 6%AI-assist 14%Stays human 80%

Share of the job's tasks, weighted by how important and how frequent each task is (O*NET ratings). 1 AI-ready, 2 AI-assist and 16 human-led tasks out of 19. This measures where AI can help, not whether the job will disappear.

Information & paperwork
Thinking & planning
People & communication
Leading & teaching
Hands-on & physical

Shape of the job: importance of each kind of work activity (O*NET, 1 to 5).

🗓 Start here on Monday

The most frequent, most important tasks where AI can help right away.

  1. Determine types and quantities of glass required to fabricate products.Look into it · Daily
  2. Develop sketches of glass products into blueprint specifications, applying knowledge of glass technology and glass blowing.Create & design · Daily
  3. Record manufacturing information, such as quantities, sizes, or types of goods produced.Write it up · Daily

💪 Lean into these

Core tasks that stay human. These skills get more valuable as the routine work gets automated.

  1. Heat glass to pliable stage, using gas flames or ovens and rotating glass to heat it uniformly.Hands-on work · Several times a day
  2. Shape, bend, or join sections of glass, using paddles, pressing and flattening hand tools, or cork.Hands-on work · Several times a day
  3. Blow tubing into specified shapes to prevent glass from collapsing, using compressed air or own breath, or blow and rotate gathers in molds or on boards to obtain final shapes.Hands-on work · Several times a day

Skills to build & where you could move ↓

AI can draft these 1

AI produces a usable first pass. You review it, fix it and own it.

Record manufacturing information, such as quantities, sizes, or types of goods produced.

Daily

AI writes the first draft from your notes; you check every fact.

Show prompt & steps

Give AI your rough notes, numbers or last version and it will turn them into a clean, well-structured first draft. You check every fact and figure before it goes anywhere.

Ready-to-use prompt

I work as a glass blower / molder / bender / finisher. Part of my job is to record manufacturing information, such as quantities, sizes, or types of goods produced.

Operation: [kitchen, production line, security desk]
Data to record: [quantities, times, readings, items issued]

Design a log format and draft today's entries from my notes. Mark gaps with [CHECK]. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Production log entry

Step 1Pick a real example: the next time you record manufacturing information (today).
Step 2Fill in [Operation] and [Data to record] with the real details, then run the prompt.
Step 3Check entries against counts or readings before signing.

AI will happily make up numbers, names and dates. Every fact in the draft needs checking against your source.

Importance 4.3/5 · core task · O*NET work activity: Record operational or production data..

AI can help you prep these 2

AI speeds up the prep, drafting or thinking. The core of the task is still yours.

Determine types and quantities of glass required to fabricate products.

Daily

AI gets you up to speed; confirm findings with records or people.

Show prompt & steps

AI can get you up to speed fast and suggest where to look, but you need to confirm findings against real sources, records or people.

Ready-to-use prompt

I work as a glass blower / molder / bender / finisher. Part of my job is to determine types and quantities of glass required to fabricate products.

Context: The work draws on design, chemistry and production and processing.
Product: [laminate, pattern, part]
Specs: [requirements]

Recommend materials and why. Give sources I can check and say clearly when you're unsure.

10-minute exercise: Input materials selection

Step 1Pick a real example: the next time you determine types and quantities of glass (today).
Step 2Fill in [Product] and [Specs] with the real details, then run the prompt.
Step 3Open two of the sources it gives and confirm the key claim before you use it.

AI can invent sources and citations. Open every link and confirm it says what the AI claims.

Importance 4.3/5 · core task · O*NET work activity: Select production input materials..

Develop sketches of glass products into blueprint specifications, applying knowledge of glass technology and glass blowing.

Daily

AI generates options and references; taste and the final call are yours.

Show prompt & steps

Use AI to generate lots of options, references and rough mock-ups fast. The craft, the taste and the final call are what make it yours.

Ready-to-use prompt

I work as a glass blower / molder / bender / finisher. Part of my job is to develop sketches of glass products into blueprint specifications, applying knowledge of glass technology and glass blowing.

Context: The work draws on design, chemistry and production and processing.
Part or assembly: [describe]
Specs: [dimensions, materials]

Outline views needed and a bill of materials. Give 10 quite different options from safe to bold, then develop the best 2.

10-minute exercise: Part drawing and BOM

Step 1Pick a real example: the next time you develop sketches of glass products (today).
Step 2Fill in [Part or assembly] and [Specs] with the real details, then run the prompt.
Step 3Pick the idea that sparks something and develop it yourself for 5 minutes.

Check the usage rules for AI images and text in your field, and make sure the final work is original.

Importance 4.3/5 · core task · O*NET work activity: Create diagrams or blueprints for workpieces or products..

These stay human 16

They need your hands, your presence or your accountable judgment. Lean into them: they get more valuable as routine work is automated.

📏 Measured in this job (O*NET work context): Using hands on tools and objects: continually or almost continually · Face-to-face discussions: once a week or more but not every day · Hazardous conditions: once a week or more but not every day · Consequence of an error: very serious

Heat glass to pliable stage, using gas flames or ovens and rotating glass to heat it uniformly.

Several times a day

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a glass blower / molder / bender / finisher. Part of my job is to heat glass to pliable stage, using gas flames or ovens and rotating glass to heat it uniformly.

Context: The work draws on design, chemistry and production and processing.
Material: [plastic, metal]
Process: [preheat, form]

List temperatures and steps. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Heating workpieces

Step 1Pick a real example: the next time you heat glass.
Step 2Fill in [Material] and [Process] with the real details, then run the prompt.
Step 3Check it against the manufacturer's manual and your site rules, and add the steps only experience teaches.

Importance 4.8/5 · core task · O*NET work activity: Heat material or workpieces to prepare for or complete production..

Shape, bend, or join sections of glass, using paddles, pressing and flattening hand tools, or cork.

Several times a day

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a glass blower / molder / bender / finisher. Part of my job is to shape, bend, or join sections of glass, using paddles, pressing and flattening hand tools, or cork.

Context: The work draws on design, chemistry and production and processing.
Material: [lens, gem]
Specs: [dimensions, angles]

List set-up and shaping steps. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Glass or gem shaping

Step 1Pick a real example: the next time you shape, bend, or join sections of glass.
Step 2Fill in [Material] and [Specs] with the real details, then run the prompt.
Step 3Check it against the manufacturer's manual and your site rules, and add the steps only experience teaches.

Importance 4.6/5 · core task · O*NET work activity: Shape glass or similar materials..

Blow tubing into specified shapes to prevent glass from collapsing, using compressed air or own breath, or blow and rotate gathers in molds or on boards to obtain final shapes.

Several times a day

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a glass blower / molder / bender / finisher. Part of my job is to blow tubing into specified shapes to prevent glass from collapsing, using compressed air or own breath, or blow and rotate gathers in molds or on boards to obtain final shapes.

Context: The work draws on design, chemistry and production and processing.
Material: [lens, gem]
Specs: [dimensions, angles]

List set-up and shaping steps. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Glass or gem shaping

Step 1Pick a real example: the next time you blow tubing.
Step 2Fill in [Material] and [Specs] with the real details, then run the prompt.
Step 3Check it against the manufacturer's manual and your site rules, and add the steps only experience teaches.

Importance 4.5/5 · core task · O*NET work activity: Shape glass or similar materials..

Cut lengths of tubing to specified sizes, using files or cutting wheels.

Several times a day

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a glass blower / molder / bender / finisher. Part of my job is to cut lengths of tubing to specified sizes, using files or cutting wheels.

Context: The work draws on design, chemistry and production and processing.
Material: [cable, tubing, wire]
Specs: [lengths]

List cutting and stripping steps. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Cutting prep

Step 1Pick a real example: the next time you cut lengths.
Step 2Fill in [Material] and [Specs] with the real details, then run the prompt.
Step 3Check it against the manufacturer's manual and your site rules, and add the steps only experience teaches.

Importance 4.4/5 · core task · O*NET work activity: Cut industrial materials in preparation for fabrication or processing..

Inspect, weigh, and measure products to verify conformance to specifications, using instruments such as micrometers, calipers, magnifiers, or rulers.

Daily

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a glass blower / molder / bender / finisher. Part of my job is to inspect, weigh, and measure products to verify conformance to specifications, using instruments such as micrometers, calipers, magnifiers, or rulers.

Context: The work draws on design, chemistry and production and processing.
Part: [describe]
Tolerances: [from drawing]
Instruments: [micrometer, gauges]

Make an inspection plan and record sheet. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Dimensional inspection

Step 1Pick a real example: the next time you inspect, weigh, and measure products (today).
Step 2Fill in [Part], [Tolerances] and [Instruments] with the real details, then run the prompt.
Step 3Use the record sheet on the next part.

Importance 4.4/5 · core task · O*NET work activity: Measure dimensions of completed products or workpieces to verify conformance to specifications.. Also involves: Weigh finished products..

Design and create glass objects, using blowpipes and artisans' hand tools and equipment.

Daily

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a glass blower / molder / bender / finisher. Part of my job is to design and create glass objects, using blowpipes and artisans' hand tools and equipment.

Context: The work draws on design, chemistry and production and processing.
Job details: [glass objects: materials, specs, model numbers, blowpipes and artisans' hand tools and equipment, site conditions]

Make me a pre-job checklist to design and create glass objects (tools, materials, safety steps), the key measurements or calculations to double-check, and a 3-line template for logging the job when I'm done. Flag anything to check against the manufacturer's manual.

10-minute exercise: Pre-job checklist: glass objects

Step 1Before you next design and create glass objects, put the real materials, specs and site conditions in [Job details].
Step 2Strike anything that doesn't match your manual or site rules. Add the steps only experience teaches.
Step 3After the job, log it with the 3-line template and note one thing to do faster or safer next time.

Importance 4.2/5 · core task · O*NET work activity: Design jewelry or decorative objects..

Operate and maintain finishing machines to grind, drill, sand, bevel, decorate, wash, or polish glass or glass products.

Daily

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a glass blower / molder / bender / finisher. Part of my job is to operate and maintain finishing machines to grind, drill, sand, bevel, decorate, wash, or polish glass or glass products.

Context: The work draws on design, chemistry and production and processing.
Equipment: [describe]
Issues: [past failures]

List preventive maintenance tasks and intervals. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Production equipment PM

Step 1Pick a real example: the next time you operate and maintain finishing machines (today).
Step 2Fill in [Equipment] and [Issues] with the real details, then run the prompt.
Step 3Check it against the manufacturer's manual and your site rules, and add the steps only experience teaches.

Importance 4.0/5 · core task · O*NET work activity: Maintain production or processing equipment.. Also involves: Operate grinding equipment..

Operate electric kilns that heat and mold glass sheets to the shape and curve of metal jigs.

Weekly

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a glass blower / molder / bender / finisher. Part of my job is to operate electric kilns that heat and mold glass sheets to the shape and curve of metal jigs.

Context: The work draws on design, chemistry and production and processing.
Material: [lens, gem]
Specs: [dimensions, angles]

List set-up and shaping steps. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Glass or gem shaping

Step 1Pick a real example: the next time you operate electric kilns (this week).
Step 2Fill in [Material] and [Specs] with the real details, then run the prompt.
Step 3Check it against the manufacturer's manual and your site rules, and add the steps only experience teaches.

Importance 3.8/5 · core task · O*NET work activity: Shape glass or similar materials.. Also involves: Operate heating or drying equipment..

Place rubber hoses on ends of tubing and charge tubing with gas.

Monthly

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a glass blower / molder / bender / finisher. Part of my job is to place rubber hoses on ends of tubing and charge tubing with gas.

Context: The work draws on design, chemistry and production and processing.
Workpiece: [frame, part, panel]
Fixture: [clamps, jigs]

List mounting and alignment steps. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Workpiece set-up

Step 1Pick a real example: the next time you place rubber hoses.
Step 2Fill in [Workpiece] and [Fixture] with the real details, then run the prompt.
Step 3Check the piece is secure before starting.

Importance 3.8/5 · O*NET work activity: Mount materials or workpieces onto production equipment..

Strike necks of finished articles to separate articles from blowpipes.

Daily

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a glass blower / molder / bender / finisher. Part of my job is to strike necks of finished articles to separate articles from blowpipes.

Context: The work draws on design, chemistry and production and processing.
Part: [describe]
Clearances: [specs]

List trimming and checking steps. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Trimming to fit

Step 1Pick a real example: the next time you strike necks of finished articles (today).
Step 2Fill in [Part] and [Clearances] with the real details, then run the prompt.
Step 3Check it against the manufacturer's manual and your site rules, and add the steps only experience teaches.

Importance 3.8/5 · O*NET work activity: Trim excess material from workpieces.. Also involves: Cut glass..

Place electrodes in tube ends and heat them with glass burners to fuse them into place.

Monthly

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a glass blower / molder / bender / finisher. Part of my job is to place electrodes in tube ends and heat them with glass burners to fuse them into place.

Context: The work draws on design, chemistry and production and processing.
Material: [plastic, metal]
Process: [preheat, form]

List temperatures and steps. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Heating workpieces

Step 1Pick a real example: the next time you place electrodes.
Step 2Fill in [Material] and [Process] with the real details, then run the prompt.
Step 3Check it against the manufacturer's manual and your site rules, and add the steps only experience teaches.

Importance 3.6/5 · core task · O*NET work activity: Heat material or workpieces to prepare for or complete production.. Also involves: Connect electrical components or equipment..

Repair broken scrolls by replacing them with new sections of tubing.

Monthly

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a glass blower / molder / bender / finisher. Part of my job is to repair broken scrolls by replacing them with new sections of tubing.

Context: The work draws on design, chemistry and production and processing.
Equipment: [press, extruder]
Part: [die, wear part]

List removal, replacement and test steps. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Die or wear part replacement

Step 1Pick a real example: the next time you repair broken scrolls.
Step 2Fill in [Equipment] and [Part] with the real details, then run the prompt.
Step 3Run first parts and measure before production.

Importance 3.6/5 · O*NET work activity: Replace worn equipment components.. Also involves: Repair production equipment or tools..

Spray or swab molds with oil solutions to prevent adhesion of glass.

Weekly

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a glass blower / molder / bender / finisher. Part of my job is to spray or swab molds with oil solutions to prevent adhesion of glass.

Context: The work draws on design, chemistry and production and processing.
Mold: [fibreglass, casting]
Agent: [wax, release]

List application steps and coats. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Mold release prep

Step 1Pick a real example: the next time you spray or swab molds (this week).
Step 2Fill in [Mold] and [Agent] with the real details, then run the prompt.
Step 3Check the release agent suits the resin.

Importance 3.4/5 · O*NET work activity: Apply parting agents or other solutions to molds..

Place glass into dies or molds of presses and control presses to form products, such as glassware components or optical blanks.

Monthly

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a glass blower / molder / bender / finisher. Part of my job is to place glass into dies or molds of presses and control presses to form products, such as glassware components or optical blanks.

Context: The work draws on design, chemistry and production and processing.
Mold and material: [tire, clay, casting]
Specs: [amounts]

List loading and tamping steps. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Mold loading

Step 1Pick a real example: the next time you place glass.
Step 2Fill in [Mold and material] and [Specs] with the real details, then run the prompt.
Step 3Check it against the manufacturer's manual and your site rules, and add the steps only experience teaches.

Importance 3.7/5 · O*NET work activity: Place materials into molds..

Set up and adjust machine press stroke lengths and pressures and regulate oven temperatures, according to glass types to be processed.

Monthly

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a glass blower / molder / bender / finisher. Part of my job is to set up and adjust machine press stroke lengths and pressures and regulate oven temperatures, according to glass types to be processed.

Context: The work draws on design, chemistry and production and processing.
Product: [baked goods, food]
Oven: [type]

List temperatures, times and visual cues. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Oven settings

Step 1Pick a real example: the next time you set up.
Step 2Fill in [Product] and [Oven] with the real details, then run the prompt.
Step 3Check it against the manufacturer's manual and your site rules, and add the steps only experience teaches. Confirm the rules against the current official source.

Rules and regulations vary by place and change often. Confirm against the official source before relying on anything.

Importance 3.4/5 · O*NET work activity: Adjust temperature controls of ovens or other heating equipment..

Superimpose bent tubing on asbestos patterns to ensure accuracy.

Monthly

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a glass blower / molder / bender / finisher. Part of my job is to superimpose bent tubing on asbestos patterns to ensure accuracy.

Context: The work draws on design, chemistry and production and processing.
Workpiece: [panel, plate, floor, block]
Reference: [template, drawing, master pattern]

List the marking sequence, datum points, tools, and how to transfer marks accurately without stacking errors.

10-minute exercise: Mark out from the pattern

Step 1Pick a real example: the next time you superimpose bent.
Step 2Fill in [Workpiece] and [Reference] with the real details, then run the prompt.
Step 3Measure back from the datum to two marks before any cutting or drilling.

Importance 3.4/5 · O*NET work activity: Draw guide lines or markings on materials or workpieces using patterns or other references..

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Your next moves

Skills to build

From O*NET's ratings of how important each skill is in this job, matched to which part of the work it supports.

Stays human Deepen these

They power the human-led work, which is the part of the job AI can't take over.

  • Critical Thinkingimportance 3.0/5
    Used in: Estimating the Quantifiable Characteristics of Products, Events, or Information
  • Quality Control Analysisimportance 3.1/5
    Used in: Repairing and Maintaining Electronic Equipment
  • Operations Monitoringimportance 3.0/5
    Used in: Repairing and Maintaining Electronic Equipment
  • Complex Problem Solvingimportance 2.9/5
    Used in: Repairing and Maintaining Electronic Equipment

With AI Use these to work with AI

When AI does the first draft, these are the skills you use to brief it and check what comes back.

  • Active Listeningimportance 3.0/5
    Used in: Making Decisions and Solving Problems
  • Reading Comprehensionimportance 2.9/5
    Used in: Making Decisions and Solving Problems
  • Active Learningimportance 2.5/5
    Used in: Making Decisions and Solving Problems
  • Writingimportance 2.9/5
    Used in: Documenting/Recording Information

Where you could move

Related jobs from O*NET with the closest skill profile, favouring ones where more of the work stays human. No step down in preparation.

New tasks appearing in this job

O*NET has started tracking 1 new or updated task here: 0 AI-ready, 0 AI-assist, 1 stays human. They have no worker ratings yet, so they aren't counted in the bar above.

Apply surface decorations, such as colored glass, enamels, and lusters.

New in O*NET

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a glass blower / molder / bender / finisher. Part of my job is to apply surface decorations, such as colored glass, enamels, and lusters.

Context: The work draws on design, chemistry and production and processing.
Product: [part, component, pastry]
Finish: [coating, decoration]

List application steps and quality checks. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Finishing step plan

Step 1Pick a real example: the next time you apply surface decorations.
Step 2Fill in [Product] and [Finish] with the real details, then run the prompt.
Step 3Check the finish against the spec or sample.

New O*NET task (08/2026). O*NET hasn't linked it to work activities yet, so its label comes from similar tasks, such as “Apply weatherproof, decorative coverings to exterior surfaces of buildings, such as by troweling or spraying on coats of stucco.” (Plasterers and Stucco Masons), and was checked by hand. O*NET work activity: Apply protective or decorative finishes to workpieces or products.. Also involves: Apply decorative masonry finishes.; Apply decorative or textured finishes or coverings..

Getting into this job

O*NET has not surveyed education and training for this occupation yet.

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