Research organization and document drafting can be assisted. Legal work also requires fact development, professional judgment, client communication and responsibility for the advice or representation provided.
Transactional practice, litigation and other specialties have different task mixes. The broad occupation sample is not a prediction of demand in a particular practice area and does not provide advice about an individual legal matter.
Compare the duties below with a normal week in your own role. Time
spent, responsibility, employer tools and access to reliable data can
change the picture substantially. Use the personal task audit to
identify those differences.
Task-by-task exposure
We selected 8 of 15 O*NET core
tasks by importance. Importance is an O*NET rating on a 1–5 scale; it
is not the percentage of time spent. The category and explanation are
our interpretation, not an O*NET assessment of AI.
0 routine automation 3 ai-assisted 5 human-led
Reading uncertainty: changing one task by one
category step would put this index at approximately 13–25/100. This is a
sensitivity example, not a statistical confidence interval. Small
score differences are not a sound reason to change careers.
Selected core tasks and our interpretation
Task and source detail
Assessment and reason
Interpret laws, rulings and regulations for individuals and businesses.
O*NET task 3774 · Importance 4.54/5
Task source: 08/2024 · Rating: 08/2024
Human-led
Applying law to a client's facts requires accountable legal interpretation. Retrieval and summarization can support research without establishing that a conclusion is correct for the matter.
Analyze the probable outcomes of cases, using knowledge of legal precedents.
O*NET task 3775 · Importance 4.41/5
Task source: 08/2024 · Rating: 08/2024
AI-assisted
Research tools can organize authorities and arguments. The lawyer must assess jurisdiction, procedural posture, missing facts and uncertainty before advising on possible outcomes.
Gather evidence to formulate defense or to initiate legal actions by such means as interviewing clients and witnesses to ascertain the facts of a case.
O*NET task 3778 · Importance 4.40/5
Task source: 08/2024 · Rating: 08/2024
Human-led
Gathering evidence includes interviewing people and testing conflicting accounts. A transcript summary does not establish credibility, completeness or admissibility.
Represent clients in court or before government agencies.
O*NET task 3779 · Importance 4.34/5
Task source: 08/2024 · Rating: 08/2024
Human-led
Representation involves advocacy, procedural obligations and decisions during proceedings. Drafting support does not appear for the client or carry the lawyer's professional responsibilities.
Evaluate findings and develop strategies and arguments in preparation for presentation of cases.
O*NET task 3777 · Importance 4.31/5
Task source: 08/2024 · Rating: 08/2024
Human-led
Choosing a legal strategy involves client objectives, facts, costs and professional judgment. An assistant can outline options without determining the appropriate course for the client.
Advise clients concerning business transactions, claim liability, advisability of prosecuting or defending lawsuits, or legal rights and obligations.
O*NET task 3773 · Importance 4.27/5
Task source: 08/2024 · Rating: 08/2024
Human-led
Advising a client requires understanding their circumstances and explaining consequences. The task extends beyond generating a general statement of legal rules.
Examine legal data to determine advisability of defending or prosecuting lawsuit.
O*NET task 3780 · Importance 4.21/5
Task source: 08/2024 · Rating: 08/2024
AI-assisted
Software can assist document review and locate relevant material. A lawyer must verify sources and assess the practical and legal grounds for bringing or defending a case.
Prepare, draft, and review legal documents, such as wills, deeds, patent applications, mortgages, leases, and contracts.
O*NET task 20877 · Importance 4.18/5
Task source: 08/2024 · Rating: 08/2024
AI-assisted
An assistant can produce or revise an initial document. The lawyer must verify the facts, provisions, jurisdiction and client instructions before relying on the text.
Routine automation includes conventional configured software; it does
not imply autonomous AI or adoption by every employer. Human-led
allows supporting tools. Vendor links document a capability, not a
validated rating of this complete task. Older task dates are shown
even though the database release is August 2026.
Task wording and importance: O*NET occupation 23-1011.00,
O*NET 31.0 Database
, U.S. Department of Labor, Employment and Training Administration, CC BY 4.0.
Selected and adapted by Career Risk Score; USDOL/ETA has not approved,
endorsed or tested these changes.
What assistance looks like in practice
Hypothetical workflow to illustrate the boundary; not a reported case
study.
An approved assistant produces a draft research memo. The lawyer checks each authority, its jurisdiction and its relevance to the actual facts, then determines which conclusions remain uncertain.
What must be checked
Read the original authorities, verify quoted propositions and check the current procedural context. An apparently persuasive memo can rely on nonexistent, outdated or inapplicable material.
Practical skills to strengthen
Develop a repeatable source-verification process for assisted research.
Build skill in client interviewing and explaining uncertainty.
Document how factual investigation changed a proposed legal strategy.
Changes worth watching
Watch whether routine drafting changes staffing or billing expectations.
Track demand for specialist knowledge, client relationships and accountable matter strategy.
There is no supported date when this occupation becomes “safe” or
disappears. Revisit these observations as your tasks and tools change.
Tools behind these capability examples
These are relevant documented capabilities, not endorsements,
adoption statistics or hands-on product reviews. Features depend on
the product, plan and employer configuration. References checked
September 2026.
BLS reports median annual pay of $159,670
in 2025, with 28,700 projected
openings per year on average during 2025–35. Openings include
replacement needs as well as growth; they are not a count of currently
advertised vacancies.
The projected employment change is + 4.7%
over ten years. Employment growth can coexist with automation of particular tasks. It does not make every worker or location equally likely to benefit.
Typical entry education
Doctoral or professional degree
Related work experience
None
Typical on-the-job training
None
The occupation has substantial professional entry requirements. A lower task index is not a reason to assume law is an easy or inexpensive pivot from another document-based job.
BLS categories describe typical entry, not a complete qualification
checklist. “None” does not mean no learning is needed. National
medians are not starting salaries; location, sector, experience, hours
and benefits matter. Wage data exclude self-employed earnings. Consult
local job descriptions and relevant credential authorities before
paying for training.
These links identify transferable work and a concrete gap to explore.
They are not guaranteed pathways, “AI-proof” jobs or recommendations
based on a small score difference.
Explore a specific compliance function and the operational evidence required to support decisions.
BLS typical entry: Bachelor's degree; related experience: None.
10 shared skills among each role's top
12
Speaking, Reading Comprehension, Active Listening, Critical Thinking, Writing, Complex Problem Solving, Judgment and Decision Making, Persuasion, Social Perceptiveness, Time Management.
These broad O*NET skills are selected by importance, with
ties broken by skill ID. Overlap does not measure
proficiency or hiring readiness.
Develop a process-improvement case that goes beyond interpreting legal requirements to implementation and measurement.
BLS typical entry: Bachelor's degree; related experience: Less than 5 years.
8 shared skills among each role's top
12
Speaking, Reading Comprehension, Active Listening, Critical Thinking, Writing, Complex Problem Solving, Judgment and Decision Making, Social Perceptiveness.
These broad O*NET skills are selected by importance, with
ties broken by skill ID. Overlap does not measure
proficiency or hiring readiness.
Use your own plausible pay figures to explore a move. Both pay fields start
at this occupation's national median so the calculator does not imply a
salary increase. A destination median describes existing workers, not your
likely starting offer.
A fixed-pay illustration in nominal dollars. Unpaid months occur at the
start of preparation; costs are charged at the start. Transition must fit
within the comparison period. Excludes taxes, benefits, raises, inflation,
investment returns and the chance of getting a job. A negative result is
possible. No inputs are saved or sent by this calculator.
Calculation and a worked example
Stay = current pay × years. Move = preparation pay × (preparation years −
unpaid months ÷ 12) + new pay × (years − preparation years) − one-time
cost.
For $60,000 current pay, $70,000 new pay, $50,000 preparation pay, two
years preparing, three unpaid months, $8,000 costs and a ten-year
comparison: stay = $600,000; move = $639,500. The $39,500 difference is a
scenario result, not a forecast. Break-even checks cumulative totals each
month under these same assumptions.
Check the evidence and limits
The index weights these sampled tasks equally. It does not measure
time, adoption, cost savings, unemployment or individual ability. The
examples and transition exercises are editorial inferences. Product
documentation supports the narrower capability described, not the
claim that a whole job can be replaced.
