Not cooked*
chartmypath.io/AICookedMyDegree
LLB in Law & Land Administration
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 HUMAN4
with AI4
shifting5
no data yet (no source, no guess)1
tasks charted · feeds 2 jobs13
of 13 charted tasks: 4 stay human · 4 run with AI in the loop · 5 are shifting. 1 more are no data yet: no source, no guess. counts only: we don't do scores.
Attorney / Lawyer (JD pathway)[feeds: source]
Analyzing probable case outcomes using legal precedent; researching case law and statuteswith AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Preparing and drafting legal documents such as briefs, contracts, wills, and pleadingswith AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Representing clients in court or before government agencies; presenting evidence and argumentsstays human
"Labor market impacts of AI: a new measure and early evidence" (2026-03) · dated 2026-03.
open source ↗Interviewing clients and witnesses to gather facts and evidencestays human
O*NET OnLine occupation profiles (task + detail pages) · dated 2026-07.
open source ↗Negotiating settlements, contracts, or agreements on behalf of clientsstays human
O*NET OnLine occupation profiles (task + detail pages) · dated 2026-07.
open source ↗Advising clients on business transactions, legal rights and obligations, and the advisability of pursuing or defending a lawsuitno data yet
O*NET OnLine occupation profiles (task + detail pages) · dated 2026-07.
open source ↗Law Teachers, Postsecondary[feeds: source]
Initiate, facilitate, and moderate classroom discussions.stays human
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Evaluate and grade students' class work, assignments, papers, and oral presentations.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 ↗Compile, administer, and grade examinations, or assign this work to others.with AI
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.shifting
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 civil procedure, contracts, and torts.shifting
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open source ↗Maintain student attendance records, grades, and other required records.with AI
Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.
open 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 ↗the delta: what moves your picture
#1 Verifying AI-drafted legal research and case citations against primary sources before they go into a filing
In LLB in Law & Land Administration's own task ledger, Attorney / Lawyer (JD pathway)'s "Analyzing probable case outcomes using legal precedent; researching case law…" rates augmented; the one matched row here rates augmented. Reading the actual case yourself, not just the summary, is what keeps a legal argument standing up in court. first step: Cornell Law School LII: Wex: Case Law · free · ~15 min
#2 Drafting contracts, pleadings, or wills with an AI tool, then checking every clause against the applicable law and the client's actual facts before filing or signing
Among LLB in Law & Land Administration's matched ledger rows, Attorney / Lawyer (JD pathway)'s "Preparing and drafting legal documents such as briefs, contracts, wills, and…" rates augmented; the one matched row here rates augmented. Checking each clause against the real law and the real facts is what keeps a legal document safe to sign. first step: Cornell Law School: Wex Legal Dictionary and Encyclopedia · free · ~15 min
#3 Treating an AI's prediction of a case outcome as one input, then checking it against the actual controlling precedent in the jurisdiction
Looking at the roles LLB in Law & Land Administration feeds into, Attorney / Lawyer (JD pathway)'s "Analyzing probable case outcomes using legal precedent; researching case law…" rates augmented; the one matched row here rates augmented. Checking a predicted outcome against the controlling cases in your own jurisdiction is what keeps a case strategy sound. first step: Cornell Law School LII: Wex: Case Law · free · ~15 min
* THE HONESTY BOX
“not cooked” ≠ “nothing changes.” 4 of your 13 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.
“not cooked” ≠ “nothing changes.” 4 of your 13 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.
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