Not cooked*

chartmypath.io/AICookedMyDegree

BSc in Environmental Science

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 HUMAN14

with AI15

shifting13

no data yet (no source, no guess)1

tasks charted · feeds 7 jobs42

of 42 charted tasks: 14 stay human · 15 run with AI in the loop · 13 are shifting. 1 more are no data yet: no source, no guess. counts only: we don't do scores.

Compliance Officer / Compliance Specialist[feeds: source]

Evaluating applications, records, or documents to determine license/permit issuance or eligibility, and to check compliance with laws and regulationswith AI

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

open source ↗

Preparing reports of compliance activities, evaluations, or recommendationswith AI

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

open source ↗

Keeping informed of changes in laws, regulations, or policies relevant to the compliance areawith AI

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

open source ↗

Visiting establishments to verify compliance with licensing or permit requirementsstays human

"Labor market impacts of AI: a new measure and early evidence" (2026-03) · dated 2026-03.

open source ↗

Warning violators of infractions or penalties; advising licensees or applicants about license/permit regulationsno data yet

O*NET OnLine occupation profiles (task + detail pages) · dated 2026-07.

open source ↗

Environmental Science and Protection Technicians, Including Health[feeds: source]

Discuss test results and analyses with customers.with AI

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

open source ↗

Record test data and prepare reports, summaries, or charts that interpret test results.shifting

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

open source ↗

Develop or implement programs for monitoring of environmental pollution or radiation.with AI

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

open source ↗

Investigate hazardous conditions or spills or outbreaks of disease or food poisoning, collecting samples for analysis.stays human

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

open source ↗

Calibrate microscopes or test instruments.stays human

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

open source ↗

Provide information or technical or program assistance to government representatives, employers, or the general public on the issues of public health, environmental protection, or workplace safety.shifting

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

open source ↗

Collect samples of gases, soils, water, industrial wastewater, or asbestos products to conduct tests on pollutant levels or identify sources of pollution.stays human

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

open source ↗

Monitor emission control devices to ensure they are operating properly and comply with state and federal regulations.with AI

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

open source ↗

Forest and Conservation Technicians[feeds: source]

Thin and space trees and control weeds and undergrowth, using manual tools and chemicals, or supervise workers performing these tasks.stays human

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

open source ↗

Train and lead forest and conservation workers in seasonal activities, such as planting tree seedlings, putting out forest fires, and maintaining recreational facilities.stays human

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

open source ↗

Provide information about, and enforce, regulations, such as those concerning environmental protection, resource utilization, fire safety, and accident prevention.with AI

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

open source ↗

Patrol park or forest areas to protect resources and prevent damage.stays human

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

open source ↗

Map forest tract data using digital mapping systems.with AI

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

open source ↗

Regulatory Affairs Specialist (Drug Regulatory Affairs)[feeds: source]

Directing the collection and preparation of laboratory samples as requested by regulatory agenciesstays human

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

open source ↗

Coordinating recall or market withdrawal activities as necessarystays human

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

open source ↗

Writing or updating standard operating procedures, work instructions, or policieswith AI

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

open source ↗

Communicating with regulatory agencies on pre-submission strategies, regulatory pathways, and compliance requirementswith AI

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

open source ↗

Coordinating efforts associated with the preparation of regulatory documents or submissionsshifting

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

open source ↗

Reviewing adverse drug reactions and filing related reports per regulatory agency guidelinesshifting

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

open source ↗

Environmental Compliance Inspector[feeds: source]

Determine the nature of code violations and actions to be taken, and issue written notices of violation, participating in enforcement hearings, as necessary.stays human

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

open source ↗

Prepare, organize, and maintain inspection records.shifting

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

open source ↗

Investigate complaints and suspected violations regarding illegal dumping, pollution, pesticides, product quality, or labeling laws.with AI

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

open source ↗

Determine which sites and violation reports to investigate, and coordinate compliance and enforcement activities with other government agencies.with AI

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

open source ↗

Interview individuals to determine the nature of suspected violations and to obtain evidence of violations.stays human

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

open source ↗

Inform individuals and groups of pollution control regulations and inspection findings, and explain how problems can be corrected.shifting

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

open source ↗

Verify that hazardous chemicals are handled, stored, and disposed of in accordance with regulations.stays human

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

open source ↗

Learn and observe proper safety precautions, rules, regulations, and practices so that unsafe conditions can be recognized and proper safety protocols implemented.shifting

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

open source ↗

Government Property Inspector and Investigator[feeds: source]

Prepare correspondence, reports of inspections or investigations, or recommendations for action.shifting

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

open source ↗

Examine records, reports, or other documents to establish facts or detect discrepancies.with AI

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

open source ↗

Inspect government property, such as construction sites or public housing, to ensure compliance with contract specifications or legal requirements.stays human

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

open source ↗

Coroner[feeds: source]

Perform medicolegal examinations and autopsies, conducting preliminary examinations of the body to identify victims, locate signs of trauma, and identify factors that would indicate time of death.stays human

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

open source ↗

Inquire into the cause, manner, and circumstances of human deaths and establish the identities of deceased persons.with AI

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

open source ↗

Complete death certificates, including the assignment of cause and manner of death.shifting

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

open source ↗

Collect and document any pertinent medical history information.shifting

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

open source ↗

Arrange for the next of kin to be notified of deaths.shifting

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

open source ↗

Complete reports and forms required to finalize cases.shifting

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

open source ↗

Observe, record, and preserve any objects or personal property related to deaths, including objects such as medication containers and suicide notes.shifting

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

open source ↗

Inventory personal effects recovered from bodies, such as jewelry or wallets.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 Drafting environmental-monitoring and impact-assessment write-ups with AI, keeping the site visit and sign-off human

In BSc in Environmental Science's own task ledger, Compliance Officer / Compliance Specialist's "Evaluating applications, records, or documents to determine license/permit…" rates augmented and Environmental Science and Protection Technicians, Including Health's "Develop or implement programs for monitoring of environmental pollution or…" rates augmented; 4 of the 5 matched rows here rate augmented and 1 rates exposed. Verifying every finding against your own samples and site observations is what keeps a drafted assessment defensible. first step: US EPA: "National Environmental Policy Act Review Process" (free government guidance) · free · ~15 min

#2 Directing AI over instrument, sensor, or field-sample data while keeping QC and chain-of-custody human

Among BSc in Environmental Science's matched ledger rows, Environmental Science and Protection Technicians, Including Health's "Discuss test results and analyses with customers" rates augmented; 1 of the 2 matched rows here rates augmented and 1 rates exposed. Keeping calibration checks and chain-of-custody a human step is what keeps a flagged reading trustworthy. first step: USGS: National Field Manual for the Collection of Water-Quality Data (free federal methods manual) · free · ~20 min

#3 Directing AI to draft a regulatory submission or compliance write-up, then checking every claim against the actual code or standard

Looking at the roles BSc in Environmental Science feeds into, Regulatory Affairs Specialist (Drug Regulatory Affairs)'s "Communicating with regulatory agencies on pre-submission strategies,…" rates augmented; 1 of the 2 matched rows here rates augmented and 1 rates exposed. Tracing every cited requirement back to the actual code or standard is what keeps a regulatory submission safe to file. first step: FDA: Regulatory Information (how submissions and compliance reviews work) · free · ~15 min

* THE HONESTY BOX
“not cooked” ≠ “nothing changes.” 15 of your 42 charted tasks already run with AI in the loop, and 1 task has no source at all: marked unlisted, not estimated. 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