Not cooked*
chartmypath.io/AICookedMyDegree
MSc in Renewable Energy Technology
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 HUMAN7
with AI8
shifting1
tasks charted · feeds 2 jobs16
of 16 charted tasks: 7 stay human · 8 run with AI in the loop · 1 are shifting. counts only: we don't do scores.
Non-Destructive Testing Specialist[feeds: source]
Interpret or evaluate test results in accordance with applicable codes, standards, specifications, or procedures.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Interpret the results of all methods of non-destructive testing (NDT), such as acoustic emission, electromagnetic, leak, liquid penetrant, magnetic particle, neutron radiographic, radiographic, thermal or infrared, ultrasonic, vibration analysis, and visual testing.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Examine structures or vehicles such as aircraft, trains, nuclear reactors, bridges, dams, and pipelines, using non-destructive testing techniques.stays human
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Select, calibrate, or operate equipment used in the non-destructive testing of products or materials.stays human
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Identify defects in solid materials, using ultrasonic testing techniques.stays human
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Prepare reports on non-destructive testing results.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Document non-destructive testing methods, processes, or results.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Supervise or direct the work of non-destructive testing trainees or staff.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Photonics Technician[feeds: source]
Maintain clean working environments, according to clean room standards.stays human
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Compute or record photonic test data.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Adjust or maintain equipment, such as lasers, laser systems, microscopes, oscilloscopes, pulse generators, power meters, beam analyzers, or energy measurement devices.stays human
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Set up or operate assembly or processing equipment, such as lasers, cameras, die bonders, wire bonders, dispensers, reflow ovens, soldering irons, die shears, wire pull testers, temperature or humidity chambers, or optical spectrum analyzers.stays human
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Document procedures, such as calibration of optical or fiber optic equipment.shifting
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Perform diagnostic analyses of processing steps, using analytical or metrological tools, such as microscopy, profilometry, or ellipsometry devices.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Assist engineers in the development of new products, fixtures, tools, or processes.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Mix, pour, or use processing chemicals or gases according to safety standards or established operating procedures.stays human
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 document classification taxonomy, then checking it against real security and retention rules
In MSc in Renewable Energy Technology's own task ledger, Non-Destructive Testing Specialist's "Prepare reports on non-destructive testing results" rates augmented; all 2 matched rows here rate augmented. Checking a proposed category against the organization's real security and retention rules is what keeps a document taxonomy safe to apply to live records. first step: NARA: Records management basics (free federal guidance) · free · ~15 min
#2 Using AI to draft field or lab data logs, then reconciling every entry against the instrument or specimen record
Among MSc in Renewable Energy Technology's matched ledger rows, Photonics Technician's "Compute or record photonic test data" rates augmented; 1 of the 2 matched rows here rates augmented and 1 rates exposed. Reconciling every entry against the original instrument reading is what keeps a field log the record of note. first step: USGS: National Field Manual for the Collection of Water-Quality Data (free federal methods manual) · free · ~20 min
#3 Using AI to triage a lab diagnostic or support request, then confirming the finding on the actual instrument
Looking at the roles MSc in Renewable Energy Technology feeds into, Photonics Technician's "Perform diagnostic analyses of processing steps, using analytical or…" rates augmented; all 2 matched rows here rate augmented. Confirming a suggested cause on the actual instrument or sample is what keeps a diagnosis more than a plausible guess. first step: NIST: Metrology and measurement basics (free, official) · free · ~15 min
* THE HONESTY BOX
“not cooked” ≠ “nothing changes.” 8 of your 16 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.
“not cooked” ≠ “nothing changes.” 8 of your 16 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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