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 dataOntologyVOLO ProPrivacyTerms
© 2026 VOLO
Occupations
All occupations
AI / software
Translator / InterpreterBank tellerCopywriterContent moderatorCustomer service representativeAdministrative assistantSoftware tester / QA engineerData entry clerkGraphic 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 agentNetwork engineerIllustratorTravel agent / travel advisorIT support specialist / helpdeskAuditorSupply chain plannerManagement consultantPhotographerBackend developerAI researcherProduct / UX designerBusiness systems ownerE-commerce operations specialistActuaryAnimator and VFX artistWriter and authorPayroll specialist / payroll clerkRadiologistData engineerProject managerData scientistCourt reporterEditor and proofreaderLawyerMedical assistant / clinic assistantQuantity surveyorContent creatorQuantitative analystMachine learning engineerExperienced software engineerDevOps engineer / platform engineer / SREBusiness analystMusician and composerGIS analyst / cartographerProperty appraiser / valuerProduct managerDietitian / nutritionistPharmacistPartnerships / channel managerSecurity analyst (SOC)Financial adviser / financial plannerInterpreterPathologistChip design engineerGrant writer / grants officerCompliance officerLibrarianDrafter / CAD technicianArchitectFirst-line manager / team supervisorCounsellor / psychotherapistRetail salesperson / shop assistantCivil / structural engineerElectrical engineerIndustrial engineerStatisticianSecurity guardInterior designerUniversity lecturerPsychologistBus driverInsurance agentMechanical engineerFashion designerOptometristNotarySchool teacherGeneral practitioner / primary care doctorAirline pilotDriving instructorUrban plannerEmergency dispatcherWaiter / restaurant serverRadiographer / radiologic technologistLand surveyorAuto mechanic / vehicle technicianPolice officerSonographerAircraft maintenance technicianDental hygienistAnaesthesiologist / anaesthetistBuilding inspectorAir traffic controllerVeterinarianBartender / baristaPhysiotherapist / rehabilitation therapistDentistSurgeonParamedic / EMTConstruction workerSocial workerJudge / magistrateRegistered nurseMassage therapistCare worker / nursing assistantPlumberAI implementation lead
RPA / self-service
Government service clerkOperations coordinatorMetro train driverReceptionist / front deskPharmacy technicianRespiratory therapist
Robotics
Retail cashier / shop assistantContainer port workerWarehouse workerAssembly line workerMedical laboratory technicianActor and modelMachinist / CNC machinistWelderChef / cookGardener / landscaperCleaner / janitorFarmerFirefighterHVAC technicianBricklayer / blocklayerCarpenter / joinerCabin crewHairdresser / barberElectrician
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 experimentVOLO ProMethod & 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›Machinist / CNC machinist

Get told when a verified record lands on this occupation → · Mark which of these tasks are yours (VOLO Pro, free during the launch) →

Machinist / CNC machinist

Programs, sets up and runs lathes, milling machines and other machine tools, most of them computer numerically controlled (CNC), and checks that the parts come out to size. The US labour statistics agency expects the work to shift rather than vanish: CNC tool operators are projected to fall 9% to 2035 while CNC programmers grow 6%, because CNC equipment needs programmers instead of people setting up and tending machines. In studies, language models have written working machine code for simple parts but still need an expert to check it, and measurement is moving onto the machine itself. No record yet measures how much unattended machining has spread.

ManufacturingAssessed 2026-10-01
Tasks automating
1of 4
2 being augmented
Still human-led
1of 4
0 new tasks
Evidence-backed judgements
0of 4
5 verified records
Test this week · first of 3 directions

Ask who writes the programs in your shop and whether you could shadow them on one job.

See all 3 ↓
42/100
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 machinists, CNC machine operators and CNC programmers in metal and plastic parts shops; welders, assembly-line workers and mechanical engineers have their own pages. The evidence is two US labour projections, two studies of language models writing machine code checked in simulation, and one study of measurement on the machine in production; it establishes how official forecasters expect the mix of these jobs to shift and what AI can do in tests, not how many machinists' hours have changed in real shops.

Every judgement on this page is platform inference, not sourced evidence.

The evidence base holds verified records for other occupations, but not one for this one yet. Until it does, the analysis below is reasoning about task structure and known technical capability — for this job in particular it is not backed by traceable sources, and we would rather say so than cite things we have not verified. An empty section here is a gap in our coverage, not a finding about the work.

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.

Core task
Programming machines
Being augmented≈ Platform inference
What this does NOT mean

Simulation tests on simple parts; they do not show models programming complex parts or being used in real shops.

Read this task in full →Make this your first AI experiment at work →
Core task
Setting up machines
Still human-led≈ Platform inference
What this does NOT mean

A projection and the absence of a record; they do not measure how setup work is changing.

Read this task in full →
Core task
Running and tending machines
Automating≈ Platform inference
What this does NOT mean

A forecast that also names foreign competition; no record measures how far robot loading or unattended machining has spread.

Read this task in full →Make this your first AI experiment at work →
Significant task
Inspecting parts
Being augmented≈ Platform inference
What this does NOT mean

One feature type on one machine family; it is not evidence of how widely in-machine measurement is used.

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.

Programming machinesBeing augmented≈ Platform inferenceSetting up machinesStill human-led≈ Platform inferenceRunning and tending machinesAutomating≈ Platform inferenceInspecting partsBeing augmented≈ Platform inference

Read all 4 tasks in full — direction, reasoning and limits →

Recent changes#

20252026today2025-01-29 · CapabilityLanguage models wrote G-code for six simple shapes with about 80% success, and 100% for most when a person supplied structured parameters, a BTW 2025 industrial paper found2025-07-29 · CapabilityGPT-4o wrote working G-code for one 3-axis milling part checked in simulation, but complex work still needs CAM programming and expert supervision, a peer-reviewed study found2026-08-03 · CapabilityMeasuring buttress-thread pitch diameter with a touch-trigger probe on the CNC machine stayed within manufacturing tolerance in a production environment, a 2026 study found2026-08-27 · ForecastMachinist employment will grow 1% from 2025 to 2035, limited as CNC machine tools and autoloaders make machinists more efficient, the US Bureau of Labor Statistics estimated2026-08-27 · ForecastCNC tool operator jobs will fall 9% and CNC programmer jobs grow 6% from 2025 to 2035, as CNC equipment needs programmers, the US Bureau of Labor Statistics estimated
Can move a judgementCannot move one (forecast, capability demo…)
Forecast2026-08-27Verified 2026-10-01
Machinist employment will grow 1% from 2025 to 2035, limited as CNC machine tools and autoloaders make machinists more efficient, the US Bureau of Labor Statistics estimated

United States. The statistics bureau projects machinists' employment to grow from 288,300 to 291,200 between 2025 and 2035, 1 percent. It says machinists will be required to set up, monitor and maintain systems such as CNC machine tools, autoloaders and high-speed machining, but their employment growth is expected to be limited as improvements in these technologies increase their efficiency.

A named person with standing publicly predicted something, on a date, in an attributable statement. It is recorded so that who said what, and when, stays checkable — and it never moves a task's assessment, because a prediction is not an observation. Its value arrives later: the record sits on the same page as the evidence about that occupation, so anyone reading the forecast reads the record of what happened next beside it. That is the reckoning; this site publishes no verdict on whether a forecast came true.

U.S. Bureau of Labor Statistics — Occupational Outlook Handbook: Machinists and Tool and Die Makers (2025–35 projections, released August 27, 2026) ↗Full impact card →
Forecast2026-08-27Verified 2026-10-01
CNC tool operator jobs will fall 9% and CNC programmer jobs grow 6% from 2025 to 2035, as CNC equipment needs programmers, the US Bureau of Labor Statistics estimated

United States. The statistics bureau projects CNC tool operators to fall from 170,000 to 154,100 between 2025 and 2035, 9 percent, and CNC tool programmers to grow from 28,600 to 30,300, 6 percent. It says firms keep expanding laborsaving technologies such as CNC tools and robots, that CNC equipment requires CNC tool programmers instead of machine setters, operators and tenders, and it also names foreign competition.

A named person with standing publicly predicted something, on a date, in an attributable statement. It is recorded so that who said what, and when, stays checkable — and it never moves a task's assessment, because a prediction is not an observation. Its value arrives later: the record sits on the same page as the evidence about that occupation, so anyone reading the forecast reads the record of what happened next beside it. That is the reckoning; this site publishes no verdict on whether a forecast came true.

U.S. Bureau of Labor Statistics — Occupational Outlook Handbook: Metal and Plastic Machine Workers (2025–35 projections, released August 27, 2026) ↗Full impact card →
Capability2026-08-03Verified 2026-10-01
Measuring buttress-thread pitch diameter with a touch-trigger probe on the CNC machine stayed within manufacturing tolerance in a production environment, a 2026 study found

Poland, a production environment. The study evaluates a procedure for measuring pitch diameter with a touch-trigger probe on the CNC machine tool: the error spread was about ±0.015 mm, within the manufacturing tolerance of ±0.07 mm, and the authors call the method reliable for production use, though automatic correction routines may need minor adjustments. One thread type on one machine family.

A demo, benchmark or paper shows the task can be done. Updates what the technology can do — not what employers will do.

Krawczyk B, Szablewski P, Wencel S — Measurement of the Pitch Diameter of Buttress Threads Using a Touch-Trigger Probe on a CNC Machine Tool, Materials (published 3 August 2026; PubMed 42590370) ↗Full impact card →
Capability2025-07-29Verified 2026-10-01
GPT-4o wrote working G-code for one 3-axis milling part checked in simulation, but complex work still needs CAM programming and expert supervision, a peer-reviewed study found

Slovenia, a laboratory study. The authors asked ChatGPT-3.5 and GPT-4o to write ISO G-code for a sample part and checked it in simulation: GPT-4o produced fully functional code, while GPT-3.5's code caused a collision. They conclude that GPT-4o cannot yet replace traditional CAM programming, especially for complex operations, and that it still requires expert supervision. One part, simulated, not cut.

A demo, benchmark or paper shows the task can be done. Updates what the technology can do — not what employers will do.

Šket K et al. — G-code generation for 3-axis milling with ChatGPT, Advances in Production Engineering & Management 20(2) (published on-line 29 July 2025) ↗Full impact card →
Capability2025-01-29Verified 2026-10-01
Language models wrote G-code for six simple shapes with about 80% success, and 100% for most when a person supplied structured parameters, a BTW 2025 industrial paper found

Germany, a software company's study in a peer-reviewed conference's industrial track. Across six G-code tasks for simple shapes, checked against target toolpaths in simulation and averaged over five runs, two models reached about 80 percent success, and structured prompts in which a person had already extracted the parameters reached 100 percent for most tasks. Nothing was cut; the authors build tools of this kind.

A demo, benchmark or paper shows the task can be done. Updates what the technology can do — not what employers will do.

Abdelaal M, Lokadjaja S, Engert G — GLLM: Self-Corrective G-Code Generation using Large Language Models with User Feedback, Industrial Track of BTW 2025 (arXiv 2501.17584, 29 January 2025) ↗Full impact card →
What it means for you

What this means for you#

If you are starting out

If you are starting out, expect fewer jobs that only load parts and press start, and more that ask you to program, set up and check the machine. Learn CAM and how to read a model's code critically before trusting it.

If you are experienced

Expect tending work to shrink and programming and setup to matter more. Your judgement on fixtures, tools and first parts is what the machines and models still lack.

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.

Reshape the role

Move from running machines to programming them

The US projects CNC programmer jobs to grow while CNC operator jobs fall, because CNC equipment needs programmers.

Real constraints

Programming needs CAM skills and an understanding of tools and materials that takes time to build.

Test this week

Ask who writes the programs in your shop and whether you could shadow them on one job.

Stay and strengthen

Specialise in setup and first-part work

No record shows setup being automated, and official forecasts still expect machinists to set up and maintain CNC machines.

Real constraints

Setup roles are fewer than operator roles and need broad experience across machines.

Test this week

List which machines in your shop you can set up alone and which you can only run.

Adjacent move

Move into quality and metrology

As measurement moves onto the machine and into software, shops need people who can set up probing and judge measurement results.

Real constraints

Metrology roles often expect training on coordinate measuring machines and quality systems.

Test this week

Find out whether your shop's machines have probes and who sets up the measuring cycles.

Common questions#

Will AI replace machinists?

Not on present evidence, but the job is shifting. The US projects CNC operator jobs to fall and CNC programmer jobs to grow, and language models can write simple machine code only under expert supervision.

How long do I have before this job disappears?

We do not answer that with a number of years. Watch whether your shop adds robot loading or runs machines unattended overnight, and whether programming moves to fewer people. Those tell you more than any date.

Can ChatGPT write CNC G-code?

For simple parts, in tests. A peer-reviewed study found GPT-4o produced working G-code for a sample part checked in simulation, but the authors say it cannot yet replace CAM programming for complex operations and still needs an expert to check it.

Is CNC machining a good career with AI and automation?

It depends on which part of the job. US projections to 2035 have CNC programmers growing 6% and CNC operators falling 9%, with machinists overall roughly flat; programming and setup look stronger than tending machines.

How we know

What these judgements rest on#

0 of 4 task judgements on this page are backed by a verified event and 4 are platform inference, each labelled where it appears. Behind them sit 3 technology dimensions, a reconstructed trajectory since language models reached the public, and 5 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 · Pathologist · Radiographer / radiologic technologist · General practitioner / primary care doctor · Surgeon · Anaesthesiologist / anaesthetist · Respiratory therapist · Optometrist · Care worker / nursing assistant · Counsellor / psychotherapist · Psychologist · Dietitian / nutritionist · Pharmacist · Pharmacy technician · School teacher · Driving instructor · University lecturer · Chef / cook · Electrician · Plumber · HVAC technician · Architect · Building inspector · Drafter / CAD technician · Interior designer · Civil / structural engineer · Land surveyor · Urban planner · GIS analyst / cartographer · Electrical engineer · Chip design engineer · Mechanical engineer · Industrial engineer · Quantity surveyor · Journalist · Editor and proofreader · Translator / Interpreter · Interpreter · Retail cashier / shop assistant · Bank teller · Medical assistant / clinic assistant · Waiter / restaurant server · Bartender / barista · Hairdresser / barber · Construction worker · Bricklayer / blocklayer · Carpenter / joiner · Auto mechanic / vehicle technician · Medical laboratory technician · Physiotherapist / rehabilitation therapist · Massage therapist · Firefighter · Paramedic / EMT · Police officer · Emergency dispatcher · Farmer · Gardener / landscaper · Social worker · Dentist · Dental hygienist · Veterinarian · Librarian · Welder · Sonographer

Will AI replace machinists? What is changing | VOLO