Research summaries and presentation production can be accelerated by AI. Credible analysis still requires understanding how an organization works and testing whether a proposed change is feasible and useful.
Consulting, internal improvement and organizational analysis vary by sector. A generic efficiency recommendation does not address the incentives, exceptions and constraints of a specific operating process.
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 10 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 5 ai-assisted 3 human-led
Reading uncertainty: changing one task by one
category step would put this index at approximately 25–38/100. 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
Gather and organize information on problems or procedures.
O*NET task 7276 · Importance 4.48/5
Task source: 08/2022 · Rating: 08/2022
AI-assisted
Accessible records can be organized and summarized. Finding missing evidence and deciding whether the records describe the actual process require investigation.
Confer with personnel concerned to ensure successful functioning of newly implemented systems or procedures.
O*NET task 7278 · Importance 4.48/5
Task source: 08/2022 · Rating: 08/2022
Human-led
Implementation requires cooperation from the people doing the work. A communication draft cannot resolve incentives, resistance or a mismatch between procedure and reality.
Analyze data gathered and develop solutions or alternative methods of proceeding.
O*NET task 7277 · Importance 4.45/5
Task source: 08/2022 · Rating: 08/2022
AI-assisted
Data exploration and alternative calculations are assistable. Recommending a solution requires causal reasoning and checking how it behaves under operational constraints.
Document findings of study and prepare recommendations for implementation of new systems, procedures, or organizational changes.
O*NET task 7282 · Importance 4.24/5
Task source: 08/2022 · Rating: 08/2022
AI-assisted
A draft report can organize verified findings. Responsibility remains for evidence quality, implementation trade-offs and clearly separating assumptions from observed facts.
Interview personnel and conduct on-site observation to ascertain unit functions, work performed, and methods, equipment, and personnel used.
O*NET task 7281 · Importance 4.10/5
Task source: 08/2022 · Rating: 08/2022
Human-led
Interviews and direct observation reveal work that may not appear in records. Tools can help organize notes; interpretation requires attention to context and conflicting accounts.
Plan study of work problems and procedures, such as organizational change, communications, information flow, integrated production methods, inventory control, or cost analysis.
O*NET task 7285 · Importance 4.10/5
Task source: 08/2022 · Rating: 08/2022
Human-led
Choosing a study's scope and method determines what problems it can reveal. An analysis plan is incomplete without access, stakeholder agreement and an appropriate comparison.
Prepare manuals and train workers in use of new forms, reports, procedures or equipment, according to organizational policy.
O*NET task 7283 · Importance 3.84/5
Task source: 08/2022 · Rating: 08/2022
AI-assisted
Manuals and training drafts can be assisted. Checking procedures against actual work and helping employees apply them remains essential.
Review forms and reports and confer with management and users about format, distribution, and purpose, identifying problems and improvements.
O*NET task 7280 · Importance 3.74/5
Task source: 08/2022 · Rating: 08/2022
AI-assisted
Document comparison can expose inconsistent formats or repeated fields. Conversations with users establish whether changing them solves a real problem or removes useful information.
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 13-1111.00,
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 organization wants to reduce approval delays. A tool summarizes interviews and organizes process data. The analyst checks whether delays arise from capacity, unclear authority, incomplete submissions or a control that cannot simply be removed.
What must be checked
Validate the process map with the people doing the work, test the diagnosis against exception cases and quantify implementation effort. State whose workload or risk would increase if the recommendation is adopted.
Practical skills to strengthen
Create a process study that separates observed facts from interview opinions.
Practice estimating implementation cost and defining a useful outcome measure.
Show an example where new evidence changed your initial recommendation.
Changes worth watching
Watch whether clients expect implementation support in addition to a report.
Measure whether faster analysis creates more time for observation and testing, or merely more presentation output.
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.
Copilot in ExcelSpreadsheet assistance. A plausible formula is not evidence that its assumptions fit the decision.
Copilot in PowerPointPresentation drafting; instructional and factual quality still need evaluation.
Pay, demand and entry context
BLS reports median annual pay of $101,860
in 2025, with 94,100 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 + 10.1%
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
Bachelor's degree
Related work experience
Less than 5 years
Typical on-the-job training
None
Operations research requires more formal mathematical modeling. Project management emphasizes delivery ownership. Broad communication skill overlap is a starting point for exploration, not proof of readiness for either role.
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.
Take a scoped recommendation through delivery with owners, dependencies and acceptance criteria.
BLS typical entry: Bachelor's degree; related experience: None.
10 shared skills among each role's top
12
Reading Comprehension, Active Listening, Critical Thinking, Writing, Speaking, Complex Problem Solving, Judgment and Decision Making, Monitoring, Social Perceptiveness, Coordination.
These broad O*NET skills are selected by importance, with
ties broken by skill ID. Overlap does not measure
proficiency or hiring readiness.
Model a constrained decision, explain the objective and validate the solution against an operational example.
BLS typical entry: Bachelor's degree; related experience: None.
9 shared skills among each role's top
12
Reading Comprehension, Active Listening, Critical Thinking, Writing, Speaking, Complex Problem Solving, Judgment and Decision Making, Systems Evaluation, Systems Analysis.
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.
