Gini Loh System Tools

AI Automation Index

Will AI Replace Terrazzo Workers and Finishers?

Task-level automation exposure for Terrazzo Workers and Finishers: 26 O*NET tasks scored against their work activities, plus the simulator.

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

Automation Exposure

10% weighted task index

26 of 26 tasks scored

Median Salary

$76,170 / year

BLS OEWS, May 2025 — this exact occupation

Employment Level

Low

1,180 people hold this job — size, not growth

Projected 2025–35

-13.0% employment change

100 openings a year · BLS line item

Pay by state

BLS OEWS publishes 7 state estimates for this occupation. Each is its own survey estimate, not the national median adjusted for local prices.

$41,430 – $123,820

Highest medians

New York $123,820
Illinois $107,190
Michigan $72,450
Wisconsin $57,930
New Jersey $57,550

Lowest medians

California $41,430
Florida $49,500
New Jersey $57,550
Wisconsin $57,930
Michigan $72,450

State figures come from the 47-2053 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 10%

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

Physical work 95%

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

Judgment & influence 5%

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

Routine administration 0%

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 0/100 Low

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

26 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) 5%

1 tasks

Medium exposure (≥ 35%) 0%

0 tasks

Low exposure (below 35%) 95%

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

#9825 · Core · 13% automatable

Measure designated amounts of ingredients for terrazzo or grout, according to standard formulas and specifications, using graduated containers and scales, and load ingredients into portable mixer.

physical manipulation — Physical measurement for assembly fitting

Measure materials or objects for installation or assembly. Mix substances or compounds needed for work activities. Load materials into construction equipment.
#9829 · Core · 8% automatable

Grind surfaces with a power grinder, or polish surfaces with polishing or surfacing machines.

physical manipulation — Abrasive hand work on physical surfaces

Smooth surfaces with abrasive materials or tools.
#9823 · Core · 5% automatable

Cut metal division strips and press them into the terrazzo base for joints or changes of color to form designs or patterns or to help prevent cracks.

physical manipulation — Metal cutting with tools, hands-on

Cut metal components for installation. Apply decorative masonry finishes.
#9824 · Core · 8% automatable

Blend marble chip mixtures, place into panels, and push a roller over the surface to embed the chips.

physical manipulation — Physical handling of substances in workspace

Mix substances or compounds needed for work activities. Apply decorative masonry finishes.
#9831 · Core · 60% automatable

Modify mixing, grouting, grinding, or cleaning procedures, according to type of installation or material used.

decision support — Sequence planning aided; production constraints human-verified

Plan production or operational procedures or sequences.
#9827 · Core · 5% automatable

Spread, level, or smooth concrete or terrazzo mixtures to form bases or finished surfaces, using rakes, shovels, hand or power trowels, hand or power screeds, or floats.

physical manipulation — Manual spreading of concrete and aggregates

Spread concrete or other aggregate mixtures. Finish concrete surfaces.
#9828 · Core · 8% automatable

Grind curved surfaces or areas inaccessible to surfacing machine, such as stairways or cabinet tops, with portable hand grinder.

physical manipulation — Abrasive hand work on physical surfaces

Smooth surfaces with abrasive materials or tools.
#9832 · Core · 10% automatable

Wash polished terrazzo surface, using cleaner and water, and apply sealer and curing agent according to manufacturer's specifications, using brush or sprayer.

physical manipulation — Surface preparation is hands-on physical work

Clean surfaces in preparation for work activities. Apply sealants or other protective coatings.
#9830 · Core · 4% automatable

Position and secure moisture membrane and wire mesh in preparation for pouring base materials for terrazzo installation.

physical manipulation — Aligning masonry is skilled manual work

Align masonry materials.
#9838 · Core · 5% automatable

Fill slight grinding depressions with matching grout material and hand-trowel for a smooth, uniform surface.

physical manipulation — Applying filler to surfaces is hands-on

Apply material to fill gaps in surfaces.
#9837 · Core · 10% automatable

Clean installation site, mixing and storage areas, tools, machines, and equipment, and store materials and equipment.

physical manipulation — Work site cleaning is physical labor

Clean work sites. Clean equipment or facilities.
#9834 · Core · 4% automatable

Sprinkle colored marble or stone chips, powdered steel, or coloring powder over surface to produce prescribed finish.

physical manipulation — Hands-on masonry finishing

Apply decorative masonry finishes.
#9835 · Core · 4% automatable

Wet surface to prepare for bonding, fill holes and cracks with grout or slurry, and smooth with a trowel.

physical manipulation — Applying filler to surfaces is hands-on

Prepare surfaces for finishing. Install masonry materials. Apply material to fill gaps in surfaces.
#9833 · Core · 12% automatable

Mix cement, sand, and water to produce concrete, grout, or slurry, using hoe, trowel, tamper, scraper, or concrete-mixing machine.

physical manipulation — Physical handling of substances in workspace

Mix substances or compounds needed for work activities.
#9839 · Core · 8% automatable

Chip, scrape, or grind high spots, ridges, or rough projections to finish concrete, using pneumatic chisel, hand chisel, or other hand tools.

physical manipulation — Abrasive hand work on physical surfaces

Smooth surfaces with abrasive materials or tools.
#9826 · Core · 3% automatable

Mold expansion joints and edges, using edging tools, jointers, or straightedges.

physical manipulation — Skilled hand finishing of concrete surfaces

Finish concrete surfaces.
#9841 · Core · 7% automatable

Move terrazzo installation materials, tools, machines, or work devices to work areas, manually or using wheelbarrow.

physical manipulation — Manual moving of construction materials on site

Move construction or extraction materials to locations where they are needed.
#9840 · Core · 10% automatable

Clean chipped area, using wire brush, and feel and observe surface to determine if it is rough or uneven.

physical manipulation — Surface preparation is hands-on physical work

Clean surfaces in preparation for work activities.
#9836 · Supplemental · 8% automatable

Repair concrete by cutting out damaged areas, drilling holes for reinforcing rods, and positioning reinforcing rods, using power saw and drill.

physical manipulation — Drilling construction materials is hands-on tool work

Drill holes in construction materials. Position structural components. Break up rock, asphalt, or concrete.
#9845 · Supplemental · 4% automatable

Precast terrazzo blocks in wooden forms.

physical manipulation — Physical pouring of materials into areas

Pour materials into or on designated areas.
#9848 · Supplemental · 3% automatable

Wet concrete surface and rub with stone to smooth surface and obtain specified finish.

physical manipulation — Skilled hand finishing of concrete surfaces

Finish concrete surfaces.
#9842 · Supplemental · 7% automatable

Build wooden molds, clamping molds around areas to be repaired, or setting up frames to the proper depth and alignment.

physical manipulation — Manual placement and alignment of forms on site

Position construction forms or molds. Build construction forms or molds.
#9846 · Supplemental · 4% automatable

Spread roofing paper on surface of foundation and spread concrete onto roofing paper with trowel to form terrazzo base.

physical manipulation — Manual spreading of concrete and aggregates

Spread concrete or other aggregate mixtures. Install roofing materials.
#9844 · Supplemental · 3% automatable

Produce rough concrete surface, using broom.

physical manipulation — Skilled hand finishing of concrete surfaces

Finish concrete surfaces.
#9847 · Supplemental · 6% automatable

Remove frames when the foundation is dry.

physical manipulation — Dismantling structures is heavy physical labor

Dismantle equipment or temporary structures.
#9843 · Supplemental · 5% automatable

Signal truck driver to position truck to facilitate pouring concrete and move chute to direct concrete on forms.

physical manipulation — Directing equipment operators via physical signals

Pour materials into or on designated areas. Signal equipment operators to indicate proper equipment positioning.
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Community Sentiment

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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 →

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