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BSc in Mechanical and Production 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 HUMAN16

with AI16

shifting6

tasks charted · feeds 5 jobs38

of 38 charted tasks: 16 stay human · 16 run with AI in the loop · 6 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 ↗

Cost Estimators[feeds: source]

Collect historical cost data to estimate costs for current or future products.with AI

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

open source ↗

Consult with clients, vendors, personnel in other departments, or construction foremen to discuss and formulate estimates and resolve issues.with AI

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

open source ↗

Prepare estimates used by management for purposes such as planning, organizing, and scheduling work.with AI

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

open source ↗

Analyze blueprints and other documentation to prepare time, cost, materials, and labor estimates.with AI

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

open source ↗

Confer with engineers, architects, owners, contractors, and subcontractors on changes and adjustments to cost estimates.stays human

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

open source ↗

Assess cost effectiveness of products, projects or services, tracking actual costs relative to bids as the project develops.with AI

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

open source ↗

Prepare estimates for use in selecting vendors or subcontractors.with AI

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

open source ↗

Set up cost monitoring and reporting systems and procedures.with AI

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

open source ↗

Electro-Mechanical and Mechatronics Technologist/Technician[feeds: source]

Test performance of electromechanical assemblies, using test instruments such as oscilloscopes, electronic voltmeters, or bridges.stays human

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

open source ↗

Install or program computer hardware or machine or instrumentation software in microprocessor-based systems.with AI

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

open source ↗

Read blueprints, schematics, diagrams, or technical orders to determine methods and sequences of assembly.shifting

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

open source ↗

Modify, maintain, or repair electrical, electronic, or mechanical components, equipment, or systems to ensure proper functioning.stays human

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

open source ↗

Inspect parts for surface defects.stays human

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

open source ↗

Install electrical or electronic parts and hardware in housings or assemblies, using soldering equipment and hand tools.stays human

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

open source ↗

Verify part dimensions or clearances to ensure conformance to specifications, using precision measuring instruments.stays human

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

open source ↗

Fabricate or assemble mechanical, electrical, or electronic components or assemblies.stays human

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 ↗

Mechanical Engineers[feeds: source]

Research, design, evaluate, install, operate, or maintain mechanical products, equipment, systems or processes to meet requirements.stays human

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

open source ↗

Read and interpret blueprints, technical drawings, schematics, or computer-generated reports.shifting

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

open source ↗

Investigate equipment failures or difficulties to diagnose faulty operation and recommend remedial actions.stays human

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

open source ↗

Specify system components or direct modification of products to ensure conformance with engineering design, performance specifications, or environmental regulations.with AI

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

open source ↗

Recommend design modifications to eliminate machine or system malfunctions.shifting

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

open source ↗

Estimate costs or submit bids for engineering, construction, or extraction projects.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 AI to draft a construction cost estimate or progress report, then checking every line and every compliance claim against the real blueprint and standard

In BSc in Mechanical and Production Engineering's own task ledger, Cost Estimators' "Prepare estimates used by management for purposes such as planning,…" rates augmented; all 2 matched rows here rate augmented. Tracing every line back to the real quantities and the real standard is what keeps an estimate or a compliance claim bid-ready. first step: FreshBooks: How to Build a Construction Cost Estimate · free · ~12 min

#2 Reviewing AI-drafted contracts and cost estimates against the real quotes and scope before approving them

Among BSc in Mechanical and Production Engineering's matched ledger rows, Architectural and Engineering Managers' "Prepare budgets, bids, or contracts" rates augmented; all 2 matched rows here rate augmented. Checking every line against the real vendor quotes and project scope is what keeps a cost estimate safe to approve. first step: SBA: Grow your business guide (free, official) · free · ~15 min

#3 Directing AI to draft a solar or mechanical system spec, then checking it against the real site and component data

Looking at the roles BSc in Mechanical and Production Engineering feeds into, Mechanical Engineers' "Specify system components or direct modification of products to ensure…" rates augmented; 1 of the 2 matched rows here rates augmented and 1 rates exposed. Checking a component spec and performance estimate against the real site conditions is what keeps a solar or mechanical design something you can finalize. first step: DOE: Homeowner's Guide to Solar (free, official) · free · ~15 min

* THE HONESTY BOX
“not cooked” ≠ “nothing changes.” 16 of your 38 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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