VOLOVLOAutomation risk & transition, task by task
AskOccupationsMajorsBusinessFoundersChangesNotesMethod
Search occupations, majors…
EN
  • English
  • 简体中文
  • 日本語
  • Español
  • Português
  • Français
VLO
VOLO

Understanding how automation changes work — task by task, with the evidence shown and the uncertainty admitted.

AskOccupationsMajorsBusinessFoundersChangesNotesMethodWill AI replace my job?AboutRole diagnosisOpen dataOntologyPro MCPPrivacyTerms
© 2026 VOLO
Occupations
All occupations
AI / software
Translator / InterpreterBank tellerCopywriterContent moderatorCustomer service representativeAdministrative assistantSoftware tester / QA engineerGraphic designerParalegalVideo editorAccountant / BookkeeperMarketing specialistFrontend developerTax preparer / tax agentVoice actorMedical coderData analystInsurance claims handlerTechnical writer / documentation engineerJunior software developerInsurance underwriterHR / recruiterLoan officer / credit officerFinancial analystProcurement / supply chain specialistJournalistSales / account managerReal estate agentIT support specialist / helpdeskAuditorManagement consultantBackend developerAI researcherProduct / UX designerBusiness systems ownerE-commerce operations specialistActuaryRadiologistData engineerLawyerMedical assistant / clinic assistantQuantity surveyorMachine learning engineerExperienced software engineerDevOps / platform / SRE engineerProduct managerPharmacistPartnerships / channel managerSecurity analyst (SOC)Financial adviser / financial plannerCompliance officerLibrarianArchitectFirst-line manager / team supervisorCounsellor / therapistRetail salesperson / shop assistantCivil / structural engineerSecurity guardBus driverInsurance agentSchool teacherGeneral practitioner / primary care doctorAirline pilotWaiter / restaurant serverRadiographer / radiologic technologistAuto mechanic / vehicle technicianPolice officerSonographerAir traffic controllerVeterinarianPhysiotherapist / rehabilitation therapistDentistConstruction workerSocial workerRegistered nurseCare worker / nursing assistantPlumberAI implementation lead
RPA / self-service
Government service clerkOperations coordinatorMetro train driverReceptionist / front desk
Robotics
Retail cashier / shop assistantContainer port workerWarehouse workerAssembly line workerMedical laboratory technicianWelderChef / cookCleaner / janitorFarmerFirefighterCabin crewElectrician
Autonomous driving
Ride-hail / taxi driverTruck driverDelivery rider / courier
Majors
All majorsEnglish / Foreign languagesComputer scienceAccountingPsychologyJournalism / CommunicationFinanceLawVisual communication designMarketingNursingBusiness administrationEducation and teacher trainingArchitecturePublic administrationMedicineHospitality and tourism managementEconomicsInformation systems
Guides
Ask VOLOFor businessFor foundersRecent changesNotesRole diagnosisFirst AI experimentMethod & evidenceAboutFollow an occupationSearch
You are reading as:I have a jobI am studyingI run a companyI am building something
On this pageWhat is happeningTask breakdownRecent changesFor youWhat it means for youWhat you can doHow we knowWhat these rest on
Occupations›Welder

Get told when a verified record lands on this occupation →

Welder

Joins metal: reads the drawing, prepares and fits the parts, chooses the process and lays the weld — flat, vertical or overhead — then checks it. Robots have done repeated welds on production lines for decades, and shipyards now build them for large structural blocks too: Singapore's Sembcorp Marine reported robots welding large built-up blocks in several directions, and a technician operating a robotic welding system remotely. Out-of-position, site and repair welding, fitting parts that never quite match, and the judgement about each joint remain welders' work.

Manufacturing, shipbuilding & constructionAssessed 2026-09-26
Tasks automating
1of 6
3 being augmented
Still human-led
1of 6
1 new task
Evidence-backed judgements
2of 6
2 verified records
Test this week · first of 3 directions

Check which welding positions and processes your current certificates cover, and which ones the job adverts near you ask for.

See all 3 ↓
40/100
Automation impact indexLow confidence

This is not a probability of losing your job. It combines how much of the role's task load is exposed to automation with how far adoption has actually gone — useful for comparing occupations on one consistent basis, and for nothing else.

Where this applies

Written for welders who join metal by hand in fabrication shops, shipyards, construction and repair, and for those who now set up and run welding robots. Operators who only tend automated welding lines are a separate occupation in most classifications; this page covers that work as the direction the trade is moving in. A shipbuilder's own sustainability reports establish that robots weld large structural blocks in its yard and that a technician runs such a system remotely; they do not say how much welding the robots do or how many welders work there. The other judgements on this page rest on what welding robots and sensors can do rather than on a measurement of how welders' time has changed. Nothing on this page counts welders.

What is happening

What is actually changing#

The unit of analysis is the task, not the job title. A role is not replaced — its task mix shifts.

AutomatingBeing augmentedStill human-ledNew taskStriped: our inference, not yet backed by a verified record

Each tile is one task. Its size is how much of the job it is; its colour is where the task is heading. Click a tile to see what the judgement does not establish.

Significant task
Reading the drawing and choosing the method
Being augmented≈ Platform inference
What this does NOT mean

This rests on what welding software can do, not on a measurement of how much planning welders still do themselves.

Read this task in full →Make this your first AI experiment at work →
Core task
Preparing, cutting and fitting the parts
Being augmented≈ Platform inference
What this does NOT mean

This rests on how fabrication is done and what cutting lines and fixtures can do, not on a count of shops using them.

Read this task in full →Make this your first AI experiment at work →
Core task
Welding repeated joints and structural blocks
Automating✓ Evidence-backed
What this does NOT mean

The shipyard's report does not say how much of its welding the robots do or how many welders work alongside them; it shows the work being automated in one yard, not a share of the trade.

Read this task in full →Make this your first AI experiment at work →
Core task
Out-of-position, site and repair welding
Still human-led≈ Platform inference
What this does NOT mean

This rests on what welding robots can reach and handle, not on a measurement of how much site and repair work there is.

Read this task in full →
Significant task
Setting up and running welding robots
New task✓ Evidence-backed
What this does NOT mean

The report shows one person in that role in one yard; it does not say how many people do this work, or what it replaced.

Read this task in full →
Significant task
Inspecting welds and fixing defects
Being augmented≈ Platform inference
What this does NOT mean

This rests on what monitoring and inspection systems can do, not on a measurement of how many welds are now checked by machine.

Read this task in full →Make this your first AI experiment at work →

Is this your job? Say so and this page narrows to your share of it.

A job title is a bundle of tasks bought together, and no two people hold the same bundle. Nothing is sent anywhere — it stays in this browser.

Reading the drawing and choosing the methodBeing augmented≈ Platform inferencePreparing, cutting and fitting the partsBeing augmented≈ Platform inferenceWelding repeated joints and structural blocksAutomating✓ Evidence-backedOut-of-position, site and repair weldingStill human-led≈ Platform inferenceSetting up and running welding robotsNew task✓ Evidence-backedInspecting welds and fixing defectsBeing augmented≈ Platform inference

Read all 6 tasks in full — direction, reasoning and limits →

Recent changes#

20192020202120222023202420252026today2019-12-31 · DeploymentSembcorp Marine reported installing a robotics steel fabrication workshop and developing robots that carry out multi-directional welding of large built-up structural blocks2021-12-31 · DeploymentSembcorp Marine's 2021 sustainability report shows a structural fabrication technician operating and controlling an automated robotic welding system that welds complex offshore structures remotely
Can move a judgementCannot move one (forecast, capability demo…)
Deployment2021-12-31Verified 2026-09-26
Sembcorp Marine's 2021 sustainability report shows a structural fabrication technician operating and controlling an automated robotic welding system that welds complex offshore structures remotely

A photo caption in the shipbuilder's own sustainability report for the 2021 financial year (the report gives its period, not a publication date, so the date here is the end of that year): a technician in the Structural Fabrication department, a graduate of a work-study diploma in marine and offshore engineering, operates and controls the automated robotic welding system to weld complex offshore structures remotely, under the guidance of his mentor. It shows that the operator role exists in that company; it does not say how many people do it, how much welding runs this way, or what the role replaced.

An employer has put it into production. Can move the baseline — weighted by scale and how similar the setting is.

Sembcorp Marine (now Seatrium) — Sustainability Report 2021 (hosted on seatrium.com) ↗Full impact card →
Deployment2019-12-31Verified 2026-09-26
Sembcorp Marine reported installing a robotics steel fabrication workshop and developing robots that carry out multi-directional welding of large built-up structural blocks

The shipbuilder's own sustainability report for 2019, covering its yards; the report states its period (the 2019 financial year) but no publication date, so the date here is the end of that year. It lists 'installed a robotics steel fabrication workshop' among the year's results and says the company works with robotics manufacturers to customise and develop robots that weld large built-up structural blocks in several directions, calling the capability safer, more efficient and better for product quality. It gives no figure for how much of the yard's welding the robots do, how many welders work alongside them, or any change in headcount. One company in shipbuilding and offshore fabrication; production lines in other industries have used welding robots for decades.

An employer has put it into production. Can move the baseline — weighted by scale and how similar the setting is.

Sembcorp Marine (now Seatrium) — Sustainability Report 2019 (hosted on seatrium.com) ↗Full impact card →
What it means for you

What this means for you#

If you are starting out

If you are starting out, the welds robots take first are the repeated ones on parts that can be clamped and positioned. Build your trade on what they cannot reach — out-of-position work, pipe, site and repair welding, and fitting up real structures — and learn to set up and check a welding robot, because the yards that use them need people who understand the weld.

If you are experienced

Expect less repeated production welding by hand and more work at the edges: fitting up for robots, running and correcting them, repairing what they miss, and the out-of-position and site work they cannot do. Your eye for a good weld and your certifications are what a robot cell still needs; make sure your employer knows you can do both the hand work and the setup.

Your options#

Four directions, each with its real constraints and one thing you can test this week. Continuing as you are is a legitimate choice — it just has to be a chosen one.

Stay and strengthen

Stay a welder, and specialise where robots cannot reach

Pipe, out-of-position, site and repair welding depend on adjusting to each joint as it goes in — the part of the trade that robots handle worst.

Real constraints

These positions usually require specific welder qualifications and tests, and site work can mean shifts, travel and confined spaces.

Test this week

Check which welding positions and processes your current certificates cover, and which ones the job adverts near you ask for.

Reshape the role

Become the person who sets up and runs the welding robot

Robot cells need someone who knows what a good weld looks like to teach paths, set parameters and judge the output — a shipyard in Singapore already has technicians doing this from a control position.

Real constraints

The robots differ by maker, training is often tied to an employer's equipment, and the move may start as a trainee role.

Test this week

Ask your supervisor whether your shop has, or plans, a welding robot or collaborative welding cell, and who is trained to run it.

Adjacent move

Move into welding inspection or quality

Automated welding produces more welds to check, and certified inspection and sign-off stay with qualified people.

Real constraints

Inspector roles usually require a recognised certification and years of welding experience, and the work moves from making welds to judging them.

Test this week

Find out which weld inspector certification employers in your country ask for, and what experience it requires before you can sit the exam.

Common questions#

Will AI and robots replace welders?

Robots are taking the repeated welds — on production lines for decades, and now on large structural blocks in shipyards. Out-of-position, site and repair welding, fitting up real parts and judging a weld remain welders' work on present evidence, and running the robots is new work for people who understand welding.

How long do I have before this job disappears?

We do not answer that with a number of years. There is a signal you can watch instead: whether the work your shop puts in front of robots is only the repeated welds on clamped parts, or also the fit-up, repair and out-of-position jobs you do now. The first is the change already under way; the second would mean the core of the trade is under pressure.

Are shipyards using robots to weld?

Some are. Singapore's Sembcorp Marine, now Seatrium, reported installing a robotics steel fabrication workshop and developing robots that weld large built-up structural blocks in several directions, and its 2021 report shows a technician operating a robotic welding system remotely. Neither report says how much of the yard's welding the robots do.

Is welding still a good trade to go into?

It depends on which part of the trade you aim for. Repeated production welding on parts that can be clamped is the part robots take first. Pipe, site, repair and out-of-position welding, and setting up and checking welding robots, are the parts that depend on a person who understands the weld.

How we know

What these judgements rest on#

2 of 6 task judgements on this page are backed by a verified event and 4 are platform inference, each labelled where it appears. Behind them sit 2 technology dimensions, a reconstructed trajectory since language models reached the public, and 2 verified events.

See which technologies, how it got here, and the method →

Where it sits in the official classification: skills, knowledge, related jobs →

Other roles in the same function#

A company divides its work into functions before it divides it into jobs. These sit in Core delivery (industry-specific) alongside this one — a fact about org charts, not a judgement that they are similar or that they are changing in the same direction.

Content moderator · Registered nurse · Radiologist · Radiographer / radiologic technologist · General practitioner / primary care doctor · Care worker / nursing assistant · Counsellor / therapist · Pharmacist · School teacher · Chef / cook · Electrician · Plumber · Architect · Civil / structural engineer · Quantity surveyor · Journalist · Translator / Interpreter · Retail cashier / shop assistant · Bank teller · Medical assistant / clinic assistant · Waiter / restaurant server · Construction worker · Auto mechanic / vehicle technician · Medical laboratory technician · Physiotherapist / rehabilitation therapist · Firefighter · Police officer · Farmer · Social worker · Dentist · Veterinarian · Librarian · Sonographer