Structural Iron and Steel Workers
Construction and Extraction Occupations- O*NET-SOC code
- 47-2221.00
Raise, place, and unite iron or steel girders, columns, and other structural members to form completed structures or structural frameworks. May erect metal storage tanks and assemble prefabricated metal buildings.
- Data source: BLSPublished: 2026-08
Low· relative
LowFour relative bandsVery highGroup-level value
Scale, basis and source
Four relative bands (Low / Moderate / High / Very high)
831 detailed occupations in the BLS Employment Projections table. Assigned per National Employment Matrix (NEM) code, so occupations sharing a NEM code carry the same band
- Data source: AnthropicPublished: 2026-03
0.049
0.000Range of values carried here0.745Scale, basis and source
Observed exposure index, 0–1 as published
Mapped onto O*NET tasks
Published per SOC 2018 occupation; every O*NET occupation with the same SOC 2018 code carries this value
- Data source: ILOPublished: 2025
0.11
0.09Range of values carried here0.70Group-level value
Scale, basis and source
Generative AI exposure index, 0–1 as published
Published per ISCO-08 unit group. Linked to this occupation, wholly or in part, by applying U.S. Bureau of Labor Statistics crosswalks (ISCO-08 to 2010 SOC, 2010 SOC to 2018 SOC) as published
What kind of figure this source publishes
The BLS category is a relative rank, not an absolute level, and it is not a first-hand measurement: it groups an occupation's percentile ranks across several published studies into four bands. It is not an employment or wage forecast, not a probability of adoption, and it does not separate automation from augmentation.
Task-level exposure
Exposed tasks only20 rated tasks · 1 tasks with β ≥ 0.5 (5.0%)
β = direct exposure (E1) + 0.5 × exposure when tools are available (E2), per the source repository's definition.
- Source unit: O*NET 27.2 tasks → O*NET 31.0 occupation code
- 2 rated tasks are not in the O*NET 31.0 task list; their scores are kept as published for O*NET 27.2.
- Source
- OpenAI "GPTs are GPTs" exposure rubric
- Release
- gh-main-0471612
- License
- MIT License, Copyright (c) 2024 OpenAI
| Task (O*NET 20.1) | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Read specifications or blueprints to determine the locations, quantities, or sizes of materials required.47-2221.00 | 0.0048100.0 | 0.0086100.0 |
| Not observed on any surface — 19 task(s) — These tasks have no row in the source for this release. The 0 in the share row is a display-stage composition ratio; absence is what the — in the raw row states. | ||
Verify vertical and horizontal alignment of structural steel members, using plumb bobs, laser equipment, transits, or levels. | —0 | —0 |
Connect columns, beams, and girders with bolts, following blueprints and instructions from supervisors. | —0 | —0 |
Bolt aligned structural steel members in position for permanent riveting, bolting, or welding into place. | —0 | —0 |
Fabricate metal parts, such as steel frames, columns, beams, or girders, according to blueprints or instructions from supervisors. | —0 | —0 |
Pull, push, or pry structural steel members into approximate positions for bolting into place. | —0 | —0 |
Cut, bend, or weld steel pieces, using metal shears, torches, or welding equipment. | —0 | —0 |
Fasten structural steel members to hoist cables, using chains, cables, or rope. | —0 | —0 |
Assemble hoisting equipment or rigging, such as cables, pulleys, or hooks, to move heavy equipment or materials. | —0 | —0 |
Force structural steel members into final positions, using turnbuckles, crowbars, jacks, or hand tools. | —0 | —0 |
Erect metal or precast concrete components for structures, such as buildings, bridges, dams, towers, storage tanks, fences, or highway guard rails. | —0 | —0 |
Unload and position prefabricated steel units for hoisting as needed. | —0 | —0 |
Drive drift pins through rivet holes to align rivet holes in structural steel members with corresponding holes in previously placed members. | —0 | —0 |
Dismantle structures or equipment. | —0 | —0 |
Hoist steel beams, girders, or columns into place, using cranes or signaling hoisting equipment operators to lift and position structural steel members. | —0 | —0 |
Ride on girders or other structural steel members to position them or use rope to guide them into position. | —0 | —0 |
Insert sealing strips, wiring, insulating material, ladders, flanges, gauges, or valves, depending on types of structures being assembled. | —0 | —0 |
Catch hot rivets in buckets and insert rivets in holes, using tongs. | —0 | —0 |
Place blocks under reinforcing bars used to reinforce floors. | —0 | —0 |
Hold rivets while riveters use air hammers to form heads on rivets. | —0 | —0 |
Values in this tab are predicted labels, not observations. Eloundou et al. (2023) published two rating regimes — human raters and GPT-4 — and the β shown here is derived from the GPT-4 rater basis alone; the same task can take a different value under the other regime. The unit and the meaning differ from the observed shares (%) in the other tabs, so do not place them on the same axis.
| Task (O*NET 27.2) | βE1 + 0.5 × E2 |
|---|---|
Read specifications or blueprints to determine the locations, quantities, or sizes of materials required.O*NET Task ID 11544 | 0.5 |
Verify vertical and horizontal alignment of structural steel members, using plumb bobs, laser equipment, transits, or levels.O*NET Task ID 11545 | 0.0 |
Connect columns, beams, and girders with bolts, following blueprints and instructions from supervisors.O*NET Task ID 11546 | 0.0 |
Bolt aligned structural steel members in position for permanent riveting, bolting, or welding into place.O*NET Task ID 11548 | 0.0 |
Ride on girders or other structural steel members to position them, or use rope to guide them into position.O*NET Task ID 11549 | 0.0 |
Fabricate metal parts, such as steel frames, columns, beams, or girders, according to blueprints or instructions from supervisors.O*NET Task ID 11550 | 0.0 |
Pull, push, or pry structural steel members into approximate positions for bolting into place.O*NET Task ID 11551 | 0.0 |
Cut, bend, or weld steel pieces, using metal shears, torches, or welding equipment.O*NET Task ID 11552 | 0.0 |
Fasten structural steel members to hoist cables, using chains, cables, or rope.O*NET Task ID 11553 | 0.0 |
Assemble hoisting equipment or rigging, such as cables, pulleys, or hooks, to move heavy equipment or materials.O*NET Task ID 11554 | 0.0 |
Force structural steel members into final positions, using turnbuckles, crowbars, jacks, or hand tools.O*NET Task ID 11555 | 0.0 |
Erect metal or precast concrete components for structures, such as buildings, bridges, dams, towers, storage tanks, fences, or highway guard rails.O*NET Task ID 11556 | 0.0 |
Unload and position prefabricated steel units for hoisting, as needed.O*NET Task ID 11557 | 0.0 |
Drive drift pins through rivet holes to align rivet holes in structural steel members with corresponding holes in previously placed members.O*NET Task ID 11558 | 0.0 |
Dismantle structures or equipment.O*NET Task ID 11559 | 0.0 |
Insert sealing strips, wiring, insulating material, ladders, flanges, gauges, or valves, depending on types of structures being assembled.O*NET Task ID 11560 | 0.0 |
Catch hot rivets in buckets and insert rivets in holes, using tongs.O*NET Task ID 11561 | 0.0 |
Place blocks under reinforcing bars used to reinforce floors.O*NET Task ID 11562 | 0.0 |
Hold rivets while riveters use air hammers to form heads on rivets.O*NET Task ID 11563 | 0.0 |
Hoist steel beams, girders, or columns into place, using cranes or signaling hoisting equipment operators to lift and position structural steel members.O*NET Task ID 20795 | 0.0 |
β = E1 + 0.5 × E2 · E1 = tasks where direct LLM access alone cuts time by at least 50%, E2 = tasks where software built on top of an LLM cuts time by at least 50%. Values take only 0 / 0.5 / 1.0.
Data sources & licenses — O*NET®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page
All O*NET 31.0 task statements (20)
All O*NET 31.0 task statements for this occupation (English, as published; task type core or supplemental). Exposure values are not listed here; they are in the table above, next to each task statement as worded in the O*NET version each source used.
| Task (O*NET 31.0) | Type |
|---|---|
| Read specifications or blueprints to determine the locations, quantities, or sizes of materials required. | Core |
| Verify vertical and horizontal alignment of structural steel members, using plumb bobs, laser equipment, transits, or levels. | Core |
| Connect columns, beams, and girders with bolts, following blueprints and instructions from supervisors. | Core |
| Bolt aligned structural steel members in position for permanent riveting, bolting, or welding into place. | Core |
| Ride on girders or other structural steel members to position them, or use rope to guide them into position. | Core |
| Fabricate metal parts, such as steel frames, columns, beams, or girders, according to blueprints or instructions from supervisors. | Core |
| Pull, push, or pry structural steel members into approximate positions for bolting into place. | Core |
| Cut, bend, or weld steel pieces, using metal shears, torches, or welding equipment. | Core |
| Fasten structural steel members to hoist cables, using chains, cables, or rope. | Core |
| Force structural steel members into final positions, using turnbuckles, crowbars, jacks, or hand tools. | Core |
| Erect metal or precast concrete components for structures, such as buildings, bridges, dams, towers, storage tanks, fences, or highway guard rails. | Core |
| Unload and position prefabricated steel units for hoisting, as needed. | Core |
| Drive drift pins through rivet holes to align rivet holes in structural steel members with corresponding holes in previously placed members. | Core |
| Dismantle structures or equipment. | Core |
| Assemble or inspect hoisting equipment or rigging, such as cables, pulleys, or hooks, to move heavy equipment or materials. | Core |
| Lift steel beams, girders, or columns using cranes or forklifts, or by signaling hoisting equipment operators to lift or position structural steel members. | Core |
| Insert sealing strips, wiring, insulating material, ladders, flanges, gauges, or valves, depending on types of structures being assembled. | Supplemental |
| Catch hot rivets in buckets and insert rivets in holes, using tongs. | Supplemental |
| Place blocks under reinforcing bars used to reinforce floors. | Supplemental |
| Hold rivets while riveters use air hammers to form heads on rivets. | Supplemental |
0.93/ 3· Robot exposure index
Scale, basis and source
Each physical task is graded 0–3 by the setting in which robots that have been deployed, sold or demonstrated could do it (0 none · 1 purpose-built robot settings such as a fenced machine cell or a bottling line · 2 structured facilities such as a hospital pharmacy or a container port · 3 unstructured settings such as a private home or a construction site), and the grades are averaged by share of working time
Physical tasks among this occupation's O*NET 29.3 tasks
Anthropic estimated the grades and time shares with Claude Opus 5 using web search, as of 2026.
The robot exposure index is a different measure from the AI exposure figures on this site and cannot be added to or compared with them. It does not measure actual adoption or cost, and 0 also covers occupations with no physical tasks.
Tier of each physical task
Robot environment tiers (E0–E3)
E0 noneDetails
Rated not doable by robots that have been deployed, sold or demonstrated, even in a purpose-built setting
E1 purpose-built robot settingsDetails
Rated doable in a setting built around the machine, such as a fenced machine cell or a bottling line
E2 structured facilitiesDetails
Rated doable in a human work facility that an institution keeps to a working standard, such as a hospital pharmacy or a container port
E3 unstructured settingsDetails
Rated doable in a setting that no institution keeps to a working standard, such as a private home or a construction site
Only tasks classified as physical are listed; other tasks have no tier in the source.
| Task (O*NET 29.3) | Robot environment tier |
|---|---|
| Verify vertical and horizontal alignment of structural steel members, using plumb bobs, laser equipment, transits, or levels. | E1 purpose-built robot settings |
| Connect columns, beams, and girders with bolts, following blueprints and instructions from supervisors. | E1 purpose-built robot settings |
| Bolt aligned structural steel members in position for permanent riveting, bolting, or welding into place. | E1 purpose-built robot settings |
| Fabricate metal parts, such as steel frames, columns, beams, or girders, according to blueprints or instructions from supervisors. | E1 purpose-built robot settings |
| Pull, push, or pry structural steel members into approximate positions for bolting into place. | E1 purpose-built robot settings |
| Cut, bend, or weld steel pieces, using metal shears, torches, or welding equipment. | E1 purpose-built robot settings |
| Fasten structural steel members to hoist cables, using chains, cables, or rope. | E1 purpose-built robot settings |
| Assemble hoisting equipment or rigging, such as cables, pulleys, or hooks, to move heavy equipment or materials. | E1 purpose-built robot settings |
| Force structural steel members into final positions, using turnbuckles, crowbars, jacks, or hand tools. | E1 purpose-built robot settings |
| Erect metal or precast concrete components for structures, such as buildings, bridges, dams, towers, storage tanks, fences, or highway guard rails. | E1 purpose-built robot settings |
| Unload and position prefabricated steel units for hoisting, as needed. | E1 purpose-built robot settings |
| Drive drift pins through rivet holes to align rivet holes in structural steel members with corresponding holes in previously placed members. | E1 purpose-built robot settings |
| Dismantle structures or equipment. | E0 none |
| Hoist steel beams, girders, or columns into place, using cranes or signaling hoisting equipment operators to lift and position structural steel members. | E1 purpose-built robot settings |
| Ride on girders or other structural steel members to position them, or use rope to guide them into position. | E1 purpose-built robot settings |
| Insert sealing strips, wiring, insulating material, ladders, flanges, gauges, or valves, depending on types of structures being assembled. | E1 purpose-built robot settings |
| Place blocks under reinforcing bars used to reinforce floors. | E1 purpose-built robot settings |
| Hold rivets while riveters use air hammers to form heads on rivets. | E1 purpose-built robot settings |
Occupation information
Employment outlook (BLS)
- Employment, 2025
- 68K
- Projected employment, 2035
- 70K
- Change (2025–35)
- +3.1%
- Median annual wage, 2025
- $62,780
- Typical education needed for entry
- High school diploma or equivalent
Korea classification links (KSCO)
Links from the current release of the Korea Occupation Direct Crosswalk v1.1, made by AI Changing Work. Relation values are read from the O*NET-SOC occupation side.
| KSCO code | KSCO title | Relation | Status |
|---|---|---|---|
| 78112 | 강구조물 건립원 | Same scope | confirmed |
| 78222 | 콘크리트패널 조립원 | Overlapping, not the same | confirmed |
Relation and status definitions(kr-direct v1.1)
ILO occupational description
AI Changing Work links the ISCO-08 unit groups below to this occupation by applying the U.S. Bureau of Labor Statistics crosswalks (2018 SOC to 2010 SOC, 2010 SOC to ISCO-08) as published, without case-by-case selection; each link may be whole or partial.
- ISCO-08 7214Structural Metal Preparers and Erectors
The definition, tasks and examples below are the ILO's description of that unit group, not of this occupation.
Structural metal preparers and erectors assemble, erect and dismantle structural metal frames of buildings and other structures.
Tasks
- (a) marking metal framework as a guide when drilling, cutting and shaping metal stock for use in buildings, ships and other structures;
- (b) drilling, cutting and shaping structural steel in a workshop;
- (c) erecting steel framework for buildings, bridges and other constructions;
- (d) assembling and erecting the framework and other metal parts of ships' structures;
- (e) shaping and fitting structural-steel plates of ships under construction or repair;
- (f) riveting structural metal members by hand, machine or pneumatic riveter.
Example occupations
Erector, structural metal · Preparer, structural metal · Riveter
Sources: ILO ISCO-08 — details: Credits
ESCO occupational vocabulary
Each entry below is matched to this occupation in the published ESCO-O*NET Crosswalk (version 1, 2022). The match types are that crosswalk's; the wording is AI Changing Work's.
- structural ironworkerESCO 7214.3Same scope
Structural ironworker in construction install iron elements into structures. They erect steel frameworks for buildings, bridges and other construction projects. They set metal rods, or rebar, to form reinforced concrete.
- ornamental metal workerESCO 7223.14Overlapping, not the same
Ornamental metal workers use finishing equipment and machinery to shape and finish fabricated ornamental metal workpieces, often used for the installation process in construction, such as railings, staircases, open steel flooring, fences and gates, and others.
- sheet metal workerESCO 7213.4Overlapping, not the same
Sheet metal workers in construction use sheet metal to construct roofs, ducts for heating, ventilation and air-conditioning, gutters and other metal structures. They read plans and determine the type and amount of materials to be used, then measure, bend, cut, shape, and attach pieces of sheet metal to create the required structure.
Source: European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)
License: CC BY 4.0 (EU Reuse Notice)
ESCO reuse terms and the modification notice are in Credits.
France classification links (ROME)
AI Changing Work's links between this occupation and ROME 4.0 job profiles, judged with AI models. Relations are read from this occupation's side. Links marked “provisional” were adopted on the judgments of two judges from the same model family (Claude) alone, or by an operator rule applied to their judgments, so they rest on weaker evidence than confirmed links.
| ROME code | ROME title (French) | Relation |
|---|---|---|
| F1502 | Monteur / Monteuse en structures métalliques | Same scope |
| H2911 | Métallier / Métallière | Overlapping, not the same |
Source: France Travail — Répertoire Opérationnel des Métiers et des Emplois (ROME 4.0), version 61, last updated 15 June 2026 (https://www.data.gouv.fr/datasets/repertoire-operationnel-des-metiers-et-des-emplois-rome). Licence Ouverte 2.0.
ROME codes and titles are reproduced unchanged; the links to O*NET-SOC occupations are AI Changing Work's own judgment and are not a France Travail correspondence.
(AI Changing Work link release: fr-direct v1)
Spain classification links (CNO-11)
AI Changing Work's links between this occupation and CNO-11 occupations, judged with AI models. Relations are read from this occupation's side.
| CNO-11 code | CNO-11 title (Spanish) | Relation |
|---|---|---|
| 7314 | Montadores de estructuras metálicas | This occupation is narrower |
| 7112 | Montadores de prefabricados estructurales (sólo hormigón) | This occupation is broaderprovisional |
| 7192 | Instaladores de fachadas técnicas | Related, not a matchprovisional |
Source: Instituto Nacional de Estadística (INE), National Classification of Occupations 2011 (CNO-11, Royal Decree 1591/2010) — www.ine.es · Licensed CC BY 4.0. CNO-11 codes and Spanish titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own judgment and are not an INE correspondence.
(AI Changing Work link release: es-direct v1)
Germany classification links (KldB)
AI Changing Work's links between this occupation and KldB occupations, judged with AI models. Relations are read from this occupation's side.
| KldB code | KldB title (German) | Relation |
|---|---|---|
| 24412 | Berufe im Metallbau - fachlich ausgerichtete Tätigkeiten | This occupation is narrower |
Source: © Statistik der Bundesagentur für Arbeit — Klassifikation der Berufe 2010 – überarbeitete Fassung 2020, https://statistik.arbeitsagentur.de. KldB codes and titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own mapping (eigene Zuordnung) and are not a Bundesagentur für Arbeit correspondence.
(AI Changing Work link release: de-direct v1)
Japan classification links (JSCO)
AI Changing Work's links between this occupation and JSCO occupations, judged with AI models. Relations are read from this occupation's side.
| JSCO code | JSCO title (Japanese) | Relation |
|---|---|---|
| 652 | とび職 | This occupation is narrowerprovisional |
| 525 | 鉄工,製缶従事者 | Related, not a matchprovisional |
Source: Ministry of Internal Affairs and Communications (MIC), Japan Standard Occupational Classification (Dec. 2009, MIC Notification No. 555). JSCO codes and Japanese titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own judgment and are not a MIC correspondence.
(AI Changing Work link release: jp-direct v1)
Sources, licenses and AI Changing Work's modification and translation notices for this page: Credits & sources