AI JOB RISK SCANNER
O*NET-SOC 13-1081.01 / model V11 rated-task engine

Will AI replace
Logistics Engineers?

Design or analyze operational solutions for projects such as transportation optimization, network modeling, process and methods analysis, cost containment, capacity enhancement, routing and shipment optimization, or information management.

Estimated AI task exposure
84%

Very High exposure

V11 weights occupation tasks using O*NET Importance, Relevance and Frequency ratings instead of treating every task equally.

30 tasks have usable Task Rating records; weighted-task coverage is 100%.

Digital/info work

82/100

Physical moat

18/100

Human moat

25/100

Rating coverage

100%

30 task statements / 30 rated

Highest-weighted occupation tasks

Identify cost-reduction or process-improvement logistic opportunities.
Importance 82/100Relevance 100/100Frequency 39/100Weight 0.78
Analyze or interpret logistics data involving customer service, forecasting, procurement, manufacturing, inventory, transportation, or warehousing.
Importance 81/100Relevance 91/100Frequency 52/100Weight 0.78
Conduct logistics studies or analyses, such as time studies, zero-base analyses, rate analyses, network analyses, flow-path analyses, or supply chain analyses.
Importance 74/100Relevance 100/100Frequency 36/100Weight 0.74
Prepare logistic strategies or conceptual designs for production facilities.
Importance 80/100Relevance 100/100Frequency 24/100Weight 0.74
Review contractual commitments, customer specifications, or related information to determine logistics or support requirements.
Importance 70/100Relevance 100/100Frequency 36/100Weight 0.73
Identify or develop business rules or standard operating procedures to streamline operating processes.
Importance 71/100Relevance 100/100Frequency 31/100Weight 0.72
Develop or maintain cost estimates, forecasts, or cost models.
Importance 68/100Relevance 96/100Frequency 36/100Weight 0.71
Direct the work of logistics analysts.
Importance 60/100Relevance 96/100Frequency 48/100Weight 0.70
Prepare or validate documentation on automated logistics or maintenance-data reporting or management information systems.
Importance 67/100Relevance 96/100Frequency 34/100Weight 0.70
Interview key staff or tour facilities to identify efficiency-improvement, cost-reduction, or service-delivery opportunities.
Importance 70/100Relevance 91/100Frequency 34/100Weight 0.69

Task weighting

Each rated task receives a composite weight: 38% relevance, 37% importance and 25% frequency. Core tasks receive a small additional multiplier. Low-precision rows flagged by O*NET for suppression are excluded.

Occupation scoring

When rating coverage is strong, rated tasks contribute 60% of the digital, physical and human task signals and Work Activities contribute 40%. Lower-coverage occupations automatically rely more on Work Activities.

U.S. labor market

BLS Wage & Employment Outlook

Median annual wage

$82,320

BLS OEWS May 2025

National employment

251,040

BLS OEWS May 2025

Projected growth

+17.6%

BLS Employment Projections 2025–2035

Average annual openings

27

BLS Employment Projections 2025–2035

BLS labor-market figures are separate from the site's AI-exposure model. Missing values mean a compatible detailed BLS occupation estimate was not published or could not be mapped.

Career pivot radar

Safer Career Alternatives

These options are selected from the same 923-occupation model. They favor a similar task/work profile with meaningfully lower estimated AI exposure. They are suggestions for exploration, not guarantees of job fit.

SAFER ALTERNATIVE

Millwrights

5%

79 points lower exposure • 58% profile similarity

Median wage: $65,700 Growth 2025–2035: +0.9% Annual openings: 3

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Electric Motor, Power Tool, and Related Repairers

5%

79 points lower exposure • 56% profile similarity

Median wage: $56,210 Growth 2025–2035: +4.4% Annual openings: 1

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Heating, Air Conditioning, and Refrigeration Mechanics and Installers

9%

75 points lower exposure • 59% profile similarity

Median wage: $61,010 Growth 2025–2035: +10.9% Annual openings: 41

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Helpers--Extraction Workers

5%

79 points lower exposure • 55% profile similarity

Median wage: $47,730 Growth 2025–2035: +1.7% Annual openings: 1

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Bicycle Repairers

5%

79 points lower exposure • 55% profile similarity

Median wage: $42,780 Growth 2025–2035: -5.7% Annual openings: 1

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Hydroelectric Production Managers

10%

74 points lower exposure • 59% profile similarity

Median wage: $126,060 Growth 2025–2035: +2.6% Annual openings: 17

stronger human/judgment moat, more physical-world work

Personalized career defense protocol

AI-Proofing Plan

AUTOMATE

  • routine information gathering
  • first-pass document drafting
  • standard reporting and summarization
  • repeatable administrative workflows

AUGMENT

  • research and analysis
  • quality checking AI-generated work
  • decision preparation
  • scenario generation

PROTECT

  • domain expertise
  • exception handling
  • accountability for outcomes

LEARN

  • AI-assisted research
  • workflow automation
  • data literacy
  • prompt and workflow design
  • AI output verification

AI-PROOFING RESOURCES

What this score does not mean

The percentage is a comparative task-exposure index. It is not the probability that this occupation disappears, that a worker is laid off, or that AI can perform the entire job.

New in V11

Find a Safer Career Path

High exposure does not mean starting over. V11 compares your occupation with the other 922 O*NET occupations and surfaces lower-exposure options with similar work profiles.

EXPLORE CAREER ALTERNATIVES
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