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

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On this pageWhat is happeningTask breakdownRecent changesFor youWhat it means for youWhat you can doHow we knowWhat these rest on
Occupations›Electrical engineer

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Electrical engineer

Designs, analyses and answers for electrical systems — from chips and circuit boards to building installations and the grid: sets the requirements, designs circuits or power systems, runs load-flow and interconnection studies, tests and commissions equipment, and signs off designs that must meet safety codes. AI now helps write hardware code and lay out chips, and the largest US grid operator is using an AI tool to review interconnection applications. Live electrical work, sign-off on installations and the judgement behind a design remain engineers' work, and US projections expect the occupation to grow.

Energy, electronics & building servicesAssessed 2026-09-30
Tasks automating
0of 5
2 being augmented
Still human-led
3of 5
0 new tasks
Evidence-backed judgements
3of 5
8 verified records
Test this week · first of 3 directions

Try an AI assistant on one small piece of hardware or control code you know well, and note what it got wrong and how long checking took.

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 electrical and electronics engineers — in power utilities and grid operators, building services, and electronics and chip design. Electricians who install and repair wiring have their own page. The evidence is a grid operator's own announcement, US rules on interconnection and on work near live parts, Singapore's licensing regulations, a US labour projection and benchmarks of AI models on circuit design; it establishes what tools are in use, what rules require of a person and what models can do on test problems, not how engineers' time has changed.

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
Requirements and system design
Still human-led≈ Platform inference
What this does NOT mean

A projection is not a result, and it counts jobs, not how much of the design work tools now do.

Read this task in full →
Core task
Circuit, board and chip design
Being augmented≈ Platform inference
What this does NOT mean

The benchmarks test short problems and do not measure power, performance and area; the chip-layout claim is the company describing its own method, not an independent measurement.

Read this task in full →Make this your first AI experiment at work →
Significant task
Power studies and grid interconnection
Being augmented✓ Evidence-backed
What this does NOT mean

The grid operator's tool reviews application data rather than running the power-flow studies, and its impact has not been measured yet; the federal deadline does not require automation.

Read this task in full →Make this your first AI experiment at work →
Significant task
Testing, commissioning and faults
Still human-led✓ Evidence-backed
What this does NOT mean

A US safety rule for workplaces; it does not measure how testing is done or how much diagnostic work software now does.

Read this task in full →
Significant task
Codes and signing off installations
Still human-led✓ Evidence-backed
What this does NOT mean

Licensing rules differ by country and by type of installation; nothing here measures how much of the design behind a signed installation is drafted by software.

Read this task in full →

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.

Requirements and system designStill human-led≈ Platform inferenceCircuit, board and chip designBeing augmented≈ Platform inferencePower studies and grid interconnectionBeing augmented✓ Evidence-backedTesting, commissioning and faultsStill human-led✓ Evidence-backedCodes and signing off installationsStill human-led✓ Evidence-backed

Read all 5 tasks in full — direction, reasoning and limits →

Recent changes#

1990199119921993199419951996199719981999200020012002200320042005200620072008200920102011201220132014201520162017201820192020202120222023202420252026today1990-08-06 · ConstraintOnly qualified persons may work on electric circuit parts that have not been de-energised, and they must verify de-energisation with test equipment, US workplace rules require2023-09-06 · Policy mandateUS grid operators must complete interconnection cluster studies within 150 calendar days, with penalties of $1,000 per business day of delay, under FERC Order No. 20232023-12-10 · CapabilityGPT-4 passed 43.5% of human-written problems on the first try in VerilogEval, a benchmark of 156 hardware-description problems that leaves out power, performance and area2024-05-23 · CapabilityAn AI agent called AnalogCoder designed 20 analog circuits in its benchmark, five more than GPT-4o; its authors say models cannot yet design highly complex analog circuits2024-09-26 · CapabilityGoogle says its AlphaChip method has produced chip layouts used in the last three generations of its TPU accelerators, in hours rather than weeks or months2025-07-01 · ConstraintIn Singapore, a licensed electrical engineer, who must be a registered professional engineer, is entitled to design and take full responsibility for any electrical installation2026-08-03 · DeploymentPJM, the largest US grid operator, began using an AI tool to review interconnection application data in its reformed process, and says it will evaluate the tool's impact2026-08-27 · ForecastElectrical and electronics engineering jobs will grow 8 percent from 2025 to 2035, faster than average, with about 16,300 openings a year, the US Bureau of Labor Statistics estimated
Can move a judgementCannot move one (forecast, capability demo…)
Forecast2026-08-27Verified 2026-09-29
Electrical and electronics engineering jobs will grow 8 percent from 2025 to 2035, faster than average, with about 16,300 openings a year, the US Bureau of Labor Statistics estimated

United States. The statistics bureau projects that employment of electrical and electronics engineers will grow 8 percent from 2025 to 2035, faster than the average for all occupations, with about 16,300 openings a year on average; its table shows electrical engineers growing faster than electronics engineers. It counts jobs for one country, not which tasks those jobs involve.

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: Electrical and Electronics Engineers (Last modified date: August 27, 2026) ↗Full impact card →
Deployment2026-08-03Verified 2026-09-29
PJM, the largest US grid operator, began using an AI tool to review interconnection application data in its reformed process, and says it will evaluate the tool's impact

United States, the PJM region. The grid operator's own release says 715 new generation projects, capable of generating more than 200 GW, were accepted into Cycle 1 of its reformed interconnection process, that no backlog remains from prior queues, and that it is using HyperQ, an AI-enabled tool developed by Google's Tapestry, to help review large volumes of application data. It says PJM will be evaluating the tool's impact throughout Cycle 1. The tool reviews application data; the release does not say it runs the power-flow studies, and its partner has a commercial interest in the tool.

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

PJM Interconnection — news release, Over 700 New Generation Projects Accepted Into First Cycle of Reformed Interconnection Process (Valley Forge, Pa., Aug. 3, 2026), distributed by PR Newswire ↗Full impact card →
Constraint2025-07-01Verified 2026-09-29
In Singapore, a licensed electrical engineer, who must be a registered professional engineer, is entitled to design and take full responsibility for any electrical installation

Singapore. The regulations say the holder of an electrical engineer's licence is entitled to design, install, repair, maintain, operate, inspect, test and take full charge and responsibility for any electrical installation, and that the licence may be issued only to a registered professional engineer in electrical engineering with at least two years' relevant experience. An electrical technician may design and submit plans only for installations up to 1,000 volts and 150 kVA. It fixes responsibility for installations on a named, licensed person; it says nothing about software.

Failure, rollback, regulation or cost is suppressing adoption. Can lower an assessment or widen its uncertainty.

Singapore Statutes Online — Electricity (Electrical Workers) Regulations, regulations 4 and 5 (current version as at 30 Sep 2026; last amended by S 452/2025 with effect from 1 July 2025) ↗Full impact card →
Capability2024-09-26Verified 2026-09-29
Google says its AlphaChip method has produced chip layouts used in the last three generations of its TPU accelerators, in hours rather than weeks or months

The company's own account of a reinforcement-learning method for chip floorplanning. It says the method has been used to design superhuman chip layouts in the last three generations of Google's custom AI accelerator, the TPU, generating layouts in hours rather than weeks or months of human effort. It is the developer describing its own method and results, not an independent measurement, and it covers the placement of blocks on a chip, not the rest of chip design.

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

Google DeepMind blog — How AlphaChip transformed computer chip design (September 26, 2024) ↗Full impact card →
Capability2024-05-23Verified 2026-09-29
An AI agent called AnalogCoder designed 20 analog circuits in its benchmark, five more than GPT-4o; its authors say models cannot yet design highly complex analog circuits

An academic agent that designs analog circuits by generating circuit code, tested on the authors' own benchmark of analog circuit tasks. The abstract says it successfully designed 20 circuits, five more than standard GPT-4o; the paper's limitations section says LLMs currently lack the capability to design highly complex analog circuits. The authors are evaluating their own method, and the benchmark does not include extensive parameter optimisation.

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

Lai et al. (HKU, UT Austin, CUHK) — AnalogCoder: Analog Circuit Design via Training-Free Code Generation, arXiv 2405.14918 (submitted 23 May 2024) ↗Full impact card →
Capability2023-12-10Verified 2026-09-29
GPT-4 passed 43.5% of human-written problems on the first try in VerilogEval, a benchmark of 156 hardware-description problems that leaves out power, performance and area

A benchmark of 156 problems from the Verilog instructional website HDLBits, tested for functional correctness by simulation against a golden solution. In the corrected v2 results, GPT-4 passed 43.5% of the human-written problems on the first try and 58.9% within ten tries; GPT-3.5 passed 26.7%. The authors note that much of hardware design revolves around optimising power, performance and area, which the benchmark does not measure. It tests short instructional problems with 2023 models; the authors' employer designs chips and builds AI for chip design.

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

Liu et al. (NVIDIA) — VerilogEval: Evaluating Large Language Models for Verilog Code Generation, arXiv 2309.07544 (v2, 10 Dec 2023) ↗Full impact card →
Policy mandate2023-09-06Verified 2026-09-29
US grid operators must complete interconnection cluster studies within 150 calendar days, with penalties of $1,000 per business day of delay, under FERC Order No. 2023

United States, transmission providers under federal jurisdiction. The rule's pro forma procedures say the transmission provider shall complete the cluster study within 150 calendar days of the close of the customer engagement window, and the order sets a penalty of $1,000 per business day for cluster-study delays and $2,000 per business day for restudies. It puts interconnection study work on a clock; it does not require that the studies be automated.

Regulation, subsidy or public procurement is requiring or funding adoption — the mirror of a constraint. It shows adoption is being required, not that it has happened, so one mandate is never enough on its own; two independent ones are.

Federal Energy Regulatory Commission — Order No. 2023, Improvements to Generator Interconnection Procedures and Agreements, 88 FR 61014 (September 6, 2023) ↗Full impact card →
Constraint1990-08-06Verified 2026-09-29
Only qualified persons may work on electric circuit parts that have not been de-energised, and they must verify de-energisation with test equipment, US workplace rules require

United States, general industry workplaces. The rule says only qualified persons may work on electric circuit parts or equipment that have not been de-energised, and that a qualified person shall use test equipment to verify that circuit elements and equipment parts are de-energised before work proceeds. It applies to everyone doing such work, not only engineers, and it does not measure how testing or commissioning is done.

Failure, rollback, regulation or cost is suppressing adoption. Can lower an assessment or widen its uncertainty.

U.S. Occupational Safety and Health Administration — 29 CFR 1910.333, Selection and use of work practices (55 FR 32016, Aug. 6, 1990, as amended) ↗Full impact card →
What it means for you

What this means for you#

If you are starting out

If you are starting out, expect AI to take on routine hardware code and some layout, and expect interconnection and grid work to be short of engineers as rules put study deadlines on a clock. Learn to check what tools produce, and build towards the responsibilities the rules keep with a person: live work under safety rules and, where it applies, a licence to sign off installations.

If you are experienced

Expect more tools that draft code, layouts and study inputs, and more of your time checking and signing. Your licence, your judgement on safety margins and your ability to work safely near live equipment are what the rules and clients still depend on.

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 in design, and become the person who checks what tools produce

Benchmarks show AI passing a minority of hardware problems and missing power, performance and area; someone has to specify, verify and answer for the design.

Real constraints

Verification work can be less visible than design, and tools change quickly.

Test this week

Try an AI assistant on one small piece of hardware or control code you know well, and note what it got wrong and how long checking took.

Reshape the role

Move towards grid interconnection and planning

Federal deadlines and penalties have put interconnection studies on a clock, and grid operators are clearing record backlogs; the work needs engineers who can run and check studies.

Real constraints

Power-systems work usually needs specific study software and experience with utility standards.

Test this week

Look up your regional grid operator's interconnection queue and what study stage most projects are waiting at.

Adjacent move

Get licensed and move into regulated sign-off work

Where the law licenses electrical engineers, the responsibility for installations stays with the licence holder.

Real constraints

Licensing requires registration as a professional engineer and local experience, and rules differ by country.

Test this week

Check what licence your country requires to sign off electrical installations, and which of its requirements you already meet.

Common questions#

Will AI replace electrical engineers?

Not on present evidence. AI helps write hardware code, design simple circuits and lay out chips, and a grid operator is using an AI tool to review interconnection applications. But benchmarks show models passing a minority of problems, live electrical work is reserved for qualified people, installations are signed off by licensed engineers where the law requires it, and US projections expect the occupation to grow.

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 AI tools start producing designs that pass verification against power, performance and safety without an engineer's rework, and whether rules stop requiring a qualified or licensed person for live work and sign-off. Neither is true today.

Can AI design circuits?

Partly. On VerilogEval, a benchmark of 156 hardware-description problems, GPT-4 passed about 44% of the human-written problems on the first try; an academic system called AnalogCoder designed 20 analog circuits in its benchmark, five more than GPT-4o, and its authors say models cannot yet design highly complex analog circuits.

Is electrical engineering a good career with AI?

US projections expect electrical and electronics engineering employment to grow 8 percent from 2025 to 2035, faster than average. Grid interconnection is short of study capacity, and live work and sign-off stay with qualified and licensed people; the change is more tool-drafted design to check.

How we know

What these judgements rest on#

3 of 5 task judgements on this page are backed by a verified event and 2 are platform inference, each labelled where it appears. Behind them sit 3 technology dimensions, a reconstructed trajectory since language models reached the public, and 8 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 · Surgeon · Care worker / nursing assistant · Counsellor / therapist · Pharmacist · Pharmacy technician · School teacher · University lecturer · Chef / cook · Electrician · Plumber · Architect · Interior designer · Civil / structural 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 · Construction worker · Auto mechanic / vehicle technician · Medical laboratory technician · Physiotherapist / rehabilitation therapist · Firefighter · Police officer · Farmer · Social worker · Dentist · Veterinarian · Librarian · Welder · Sonographer