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MSc in Electrical & Electronic Engineering

verdict slip · printed 1 Aug 2026 · sources on every line

how to read this slip
stays humanthe evidence says this stays human led
with AIdone faster with AI in the loop: still needs you
shiftingthe evidence says AI already reaches this one
no data yetno source covers it yet, so we don't guess

STAYS HUMAN22
with AI21
shifting11
tasks charted · feeds 7 jobs54
of 54 charted tasks: 22 stay human · 21 run with AI in the loop · 11 are shifting. counts only: we don't do scores.

Electrical Engineer[feeds: source]
Designing, implementing, maintaining, or improving electrical instruments, equipment, facilities, components, products, or systemsstays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Directing or coordinating manufacturing, construction, installation, maintenance, support, documentation, or testing activities to ensure compliance with specifications, codes, or customer requirementsstays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Inspecting completed installations and observing operations to ensure conformance to design and equipment specifications and compliance with operational, safety, or environmental standardsstays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Compiling data and writing reports regarding existing or potential electrical engineering studies or projectsshifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Planning or implementing research methodology or procedures to apply principles of electrical theory to engineering projectsshifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Performing detailed calculations to compute and establish manufacturing, construction, or installation standards or specificationswith AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Preparing technical drawings and specifications of electrical systems to ensure that installation and operations conform to standards and customer requirementswith AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Electronics Engineer[feeds: source]
Directing or coordinating activities concerned with manufacture, construction, installation, maintenance, operation, or modification of electronic equipment, products, or systemsstays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Recommending repair or design modifications of electronics components or systems based on factors such as environment, service, cost, or system capabilitiesstays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Inspecting electronic equipment, instruments, products, or systems to ensure conformance to specifications, safety standards, or applicable codes or regulationsstays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Conferring with engineers, customers, vendors, or others to discuss existing or potential electronics engineering projects or productsshifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Determining project material or equipment needsshifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Designing electronic components, software, products, or systems for commercial, industrial, medical, military, or scientific applicationswith AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Analyzing electronics system requirements, capacity, cost, or customer needs to determine project feasibilitywith AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Engineering Teachers, Postsecondary[feeds: source]
Conduct research in a particular field of knowledge and publish findings in professional journals, books, or electronic media.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Prepare course materials, such as syllabi, homework assignments, and handouts.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Evaluate and grade students' class work, laboratory work, assignments, and papers.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Write grant proposals to procure external research funding.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Supervise undergraduate or graduate teaching, internship, and research work.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Keep abreast of developments in the field by reading current literature, talking with colleagues, and participating in professional conferences.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Prepare and deliver lectures to undergraduate or graduate students on topics such as mechanics, hydraulics, and robotics.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Initiate, facilitate, and moderate class discussions.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Computer Hardware Engineer[feeds: source]
Update knowledge and skills to keep up with rapid advancements in computer technology.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Design and develop computer hardware and support peripherals, including central processing units (CPUs), support logic, microprocessors, custom integrated circuits, and printers and disk drives.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Confer with engineering staff and consult specifications to evaluate interface between hardware and software and operational and performance requirements of overall system.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Build, test, and modify product prototypes, using working models or theoretical models constructed with computer simulation.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Write detailed functional specifications that document the hardware development process and support hardware introduction.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Test and verify hardware and support peripherals to ensure that they meet specifications and requirements, by recording and analyzing test data.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Direct technicians, engineering designers or other technical support personnel as needed.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Provide technical support to designers, marketing and sales departments, suppliers, engineers and other team members throughout the product development and implementation process.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Aerospace Engineer[feeds: source]
Formulate mathematical models or other methods of computer analysis to develop, evaluate, or modify design, according to customer engineering requirements.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Plan or conduct experimental, environmental, operational, or stress tests on models or prototypes of aircraft or aerospace systems or equipment.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Formulate conceptual design of aeronautical or aerospace products or systems to meet customer requirements or conform to environmental regulations.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Plan or coordinate investigation and resolution of customers' reports of technical problems with aircraft or aerospace vehicles.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Write technical reports or other documentation, such as handbooks or bulletins, for use by engineering staff, management, or customers.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Direct or coordinate activities of engineering or technical personnel involved in designing, fabricating, modifying, or testing of aircraft or aerospace products.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Evaluate product data or design from inspections or reports for conformance to engineering principles, customer requirements, environmental regulations, or quality standards.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Develop design criteria for aeronautical or aerospace products or systems, including testing methods, production costs, quality standards, environmental standards, or completion dates.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Architectural and Engineering Managers[feeds: source]
Manage the coordination and overall integration of technical activities in architecture or engineering projects.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Direct, review, or approve project design changes.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Consult or negotiate with clients to prepare project specifications.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Prepare budgets, bids, or contracts.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Present and explain proposals, reports, or findings to clients.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Confer with management, production, or marketing staff to discuss project specifications or procedures.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Assess project feasibility by analyzing technology, resource needs, or market demand.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Review, recommend, or approve contracts or cost estimates.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Radio Frequency Identification Device Specialist[feeds: source]
Identify operational requirements for new systems to inform selection of technological solutions.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Integrate tags, readers, or software in radio frequency identification device (RFID) designs.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Perform systems analysis or programming of radio frequency identification device (RFID) technology.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Test radio frequency identification device (RFID) software to ensure proper functioning.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Select appropriate radio frequency identification device (RFID) tags and determine placement locations.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Perform site analyses to determine system configurations, processes to be impacted, or on-site obstacles to technology implementation.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Perform acceptance testing on newly installed or updated systems.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Determine means of integrating radio frequency identification device (RFID) into other applications.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

the delta: what moves your picture
#1 Checking an AI-drafted feasibility or conformance assessment against real technical, cost, and market data
In MSc in Electrical & Electronic Engineering's own task ledger, Electronics Engineer's "Analyzing electronics system requirements, capacity, cost, or customer needs…" rates augmented and Aerospace Engineer's "Evaluate product data or design from inspections or reports for conformance to…" rates augmented; all 3 matched rows here rate augmented. Checking every technology, cost, and market assumption against real data is what keeps a feasibility study worth a go or no-go decision. first step: SBA: Market research and feasibility basics (free guide) · free · ~15 min
#2 Directing an AI tool to draft a technical drawing or spec sheet, then checking it against the real component datasheet
Among MSc in Electrical & Electronic Engineering's matched ledger rows, Electrical Engineer's "Preparing technical drawings and specifications of electrical systems to…" rates augmented and Electronics Engineer's "Designing electronic components, software, products, or systems for…" rates augmented; all 2 matched rows here rate augmented. Checking every dimension against the actual component datasheet is what keeps a spec sheet safe for someone else to build from. first step: Engineering ToolBox: free technical reference for design and specification checks · free · ~15 min
#3 Verifying an AI-drafted engineering calculation or cost estimate by hand before it goes into a design or a bid
Looking at the roles MSc in Electrical & Electronic Engineering feeds into, Electrical Engineer's "Performing detailed calculations to compute and establish manufacturing,…" rates augmented and Aerospace Engineer's "Formulate mathematical models or other methods of computer analysis to…" rates augmented; all 2 matched rows here rate augmented. Redoing a calculation by hand on a case with a known answer is what keeps an engineering estimate trustworthy on the project that doesn't have one. first step: MIT OpenCourseWare: 22.15 Essential Numerical Methods (free, no signup) · free · ~30 min
* THE HONESTY BOX
“not cooked” ≠ “nothing changes.” 21 of your 54 charted tasks already run with AI in the loop. this slip shows only what we could source: where studies disagree, we print both. nobody can promise outcomes; anyone who does is selling something.

Task-level AI evidence on this page is largely US-scoped research; local pay and market context differ.
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