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BSc in Energy Science & 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 HUMAN24
with AI39
shifting12
tasks charted · feeds 10 jobs75
of 75 charted tasks: 24 stay human · 39 run with AI in the loop · 12 are shifting. counts only: we don't do scores.

Engineering Teachers, Postsecondary[feeds: source]
usually via further study
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 ↗
Energy Engineers, Except Wind and Solar[feeds: source]
Identify and recommend energy savings strategies to achieve more energy-efficient operation.with AI

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

open source ↗
Conduct energy audits to evaluate energy use and to identify conservation and cost reduction measures.stays human

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

open source ↗
Monitor and analyze energy consumption.with AI

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

open source ↗
Monitor energy related design or construction issues, such as energy engineering, energy management, or sustainable design.with AI

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

open source ↗
Inspect or monitor energy systems, including heating, ventilating, and air conditioning (HVAC) or daylighting systems to determine energy use or potential energy savings.stays human

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

open source ↗
Advise clients or colleagues on topics such as climate control systems, energy modeling, data logging, sustainable design, or energy auditing.with AI

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

open source ↗
Analyze, interpret, or create graphical representations of energy data, using engineering software.with AI

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

open source ↗
Verify energy bills and meter readings.with AI

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

open source ↗
Mechatronics Engineers[feeds: source]
Create mechanical design documents for parts, assemblies, or finished products.with AI

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

open source ↗
Design advanced precision equipment for accurate or controlled applications.with AI

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

open source ↗
Design engineering systems for the automation of industrial tasks.with AI

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

open source ↗
Implement or test design solutions.stays human

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

open source ↗
Maintain technical project files.with AI

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

open source ↗
Identify materials appropriate for mechatronic system designs.with AI

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

open source ↗
Research, select, or apply sensors, communication technologies, or control devices for motion control, position sensing, pressure sensing, or electronic communication.with AI

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

open source ↗
Apply mechatronic or automated solutions to the transfer of materials, components, or finished goods.stays human

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

open source ↗
Microsystems Engineers[feeds: source]
usually via further study
Create schematics and physical layouts of integrated microelectromechanical systems (MEMS) components or packaged assemblies consistent with process, functional, or package constraints.with AI

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

open source ↗
Investigate characteristics such as cost, performance, or process capability of potential microelectromechanical systems (MEMS) device designs, using simulation or modeling software.with AI

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

open source ↗
Create or maintain formal engineering documents, such as schematics, bills of materials, components or materials specifications, or packaging requirements.with AI

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

open source ↗
Conduct analyses addressing issues such as failure, reliability, or yield improvement.with AI

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

open source ↗
Plan or schedule engineering research or development projects involving microelectromechanical systems (MEMS) technology.shifting

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

open source ↗
Propose product designs involving microelectromechanical systems (MEMS) technology, considering market data or customer requirements.shifting

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

open source ↗
Develop formal documentation for microelectromechanical systems (MEMS) devices, including quality assurance guidance, quality control protocols, process control checklists, data collection, or reporting.shifting

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

open source ↗
Communicate operating characteristics or performance experience to other engineers or designers for training or new product development purposes.stays human

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

open source ↗
Photonics Engineers[feeds: source]
Analyze system performance or operational requirements.with AI

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

open source ↗
Develop optical or imaging systems, such as optical imaging products, optical components, image processes, signal process technologies, or optical systems.stays human

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

open source ↗
Develop or test photonic prototypes or models.stays human

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

open source ↗
Design, integrate, or test photonics systems or components.stays human

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

open source ↗
Assist in the transition of photonic prototypes to production.with AI

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

open source ↗
Read current literature, talk with colleagues, continue education, or participate in professional organizations or conferences to keep abreast of developments in the field.with AI

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

open source ↗
Write reports or proposals related to photonics research or development projects.shifting

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

open source ↗
Conduct testing to determine functionality or optimization or to establish limits of photonics systems or components.stays human

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

open source ↗
Robotics Engineers[feeds: source]
Review or approve designs, calculations, or cost estimates.with AI

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

open source ↗
Process or interpret signals or sensor data.with AI

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

open source ↗
Debug robotics programs.with AI

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

open source ↗
Build, configure, or test robots or robotic applications.stays human

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

open source ↗
Create back-ups of robot programs or parameters.with AI

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

open source ↗
Provide technical support for robotic systems.shifting

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

open source ↗
Design end-of-arm tooling.stays human

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

open source ↗
Design robotic systems, such as automatic vehicle control, autonomous vehicles, advanced displays, advanced sensing, robotic platforms, computer vision, or telematics systems.stays human

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

open source ↗
Nanosystems Engineers[feeds: source]
usually via further study
Write proposals to secure external funding or to partner with other companies.shifting

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

open source ↗
Synthesize, process, or characterize nanomaterials, using advanced tools or techniques.stays human

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

open source ↗
Supervise technologists or technicians engaged in nanotechnology research or production.with AI

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

open source ↗
Prepare reports, deliver presentations, or participate in program review activities to communicate engineering results or recommendations.with AI

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

open source ↗
Provide scientific or technical guidance or expertise to scientists, engineers, technologists, technicians, or others, using knowledge of chemical, analytical, or biological processes as applied to micro and nanoscale systems.shifting

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

open source ↗
Conduct research related to a range of nanotechnology topics, such as packaging, heat transfer, fluorescence detection, nanoparticle dispersion, hybrid systems, liquid systems, nanocomposites, nanofabrication, optoelectronics, or nanolithography.with AI

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

open source ↗
Identify new applications for existing nanotechnologies.with AI

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

open source ↗
Design or conduct tests of new nanotechnology products, processes, or systems.stays human

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

open source ↗
Wind Energy Engineers[feeds: source]
Create or maintain wind farm layouts, schematics, or other visual documentation for wind farms.with AI

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

open source ↗
Recommend process or infrastructure changes to improve wind turbine performance, reduce operational costs, or comply with regulations.shifting

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

open source ↗
Create models to optimize the layout of wind farm access roads, crane pads, crane paths, collection systems, substations, switchyards, or transmission lines.with AI

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

open source ↗
Solar Energy Systems Engineers[feeds: source]
Create plans for solar energy system development, monitoring, and evaluation activities.with AI

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

open source ↗
Conduct engineering site audits to collect structural, electrical, and related site information for use in the design of residential or commercial solar power systems.stays human

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

open source ↗
Design or coordinate design of photovoltaic (PV) or solar thermal systems, including system components, for residential and commercial buildings.with AI

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

open source ↗
Create electrical single-line diagrams, panel schedules, or connection diagrams for solar electric systems, using computer-aided design (CAD) software.with AI

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

open source ↗
Review specifications and recommend engineering or manufacturing changes to achieve solar design objectives.stays human

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

open source ↗
Develop design specifications and functional requirements for residential, commercial, or industrial solar energy systems or components.shifting

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

open source ↗
Provide technical direction or support to installation teams during installation, start-up, testing, system commissioning, or performance monitoring.stays human

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

open source ↗
Perform computer simulation of solar photovoltaic (PV) generation system performance or energy production to optimize efficiency.with AI

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

open source ↗
Architectural and Engineering Managers[feeds: source]
usually via further study
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 ↗

the delta: what moves your picture
#1 Directing an AI tool to draft a technical drawing or spec sheet, then checking it against the real component datasheet
In BSc in Energy Science & Engineering's own task ledger, Energy Engineers, Except Wind and Solar's "Analyze, interpret, or create graphical representations of energy data, using…" rates augmented and Mechatronics Engineers' "Create mechanical design documents for parts, assemblies, or finished products" rates augmented; all 5 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
#2 Directing AI to draft a research methodology or experimental plan, then checking it against what the equipment can actually measure
Among BSc in Energy Science & Engineering's matched ledger rows, Engineering Teachers, Postsecondary's "Conduct research in a particular field of knowledge and publish findings in…" rates exposed and Microsystems Engineers' "Plan or schedule engineering research or development projects involving…" rates exposed; 2 of the 4 matched rows here rate augmented and 2 rate exposed. Checking a proposed methodology against what the available equipment can actually measure is what keeps an experimental plan worth running. first step: MIT OpenCourseWare: 22.15 Essential Numerical Methods (free, methodology and validation basics) · free · ~25 min
#3 Directing AI to draft energy-savings or performance recommendations, then verifying them against real meter and consumption data
Looking at the roles BSc in Energy Science & Engineering feeds into, Energy Engineers, Except Wind and Solar's "Identify and recommend energy savings strategies to achieve more…" rates augmented and Wind Energy Engineers' "Recommend process or infrastructure changes to improve wind turbine…" rates exposed; 4 of the 5 matched rows here rate augmented and 1 rates exposed. Checking a savings recommendation against real meter readings and consumption data is what keeps an energy advisory worth acting on. first step: ENERGY STAR (EPA/DOE): Energy Savings at Home hub (free, official) · free · ~15 min
* THE HONESTY BOX
“not cooked” ≠ “nothing changes.” 39 of your 75 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.
chartmypath.io/AICookedMyDegree · no account · results private by default
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