AI JOB RISK SCANNER
O*NET-SOC 13-1081.02 / model V11 rated-task engine

Will AI replace
Logistics Analysts?

Analyze product delivery or supply chain processes to identify or recommend changes. May manage route activity including invoicing, electronic bills, and shipment tracing.

Estimated AI task exposure
85%

Very High exposure

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

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

Digital/info work

82/100

Physical moat

20/100

Human moat

20/100

Rating coverage

100%

31 task statements / 31 rated

Highest-weighted occupation tasks

Maintain databases of logistics information.
Importance 87/100Relevance 96/100Frequency 68/100Weight 0.86
Track product flow from origin to final delivery.
Importance 84/100Relevance 91/100Frequency 64/100Weight 0.82
Interpret data on logistics elements, such as availability, maintainability, reliability, supply chain management, strategic sourcing or distribution, supplier management, or transportation.
Importance 80/100Relevance 96/100Frequency 56/100Weight 0.80
Remotely monitor the flow of vehicles or inventory, using Web-based logistics information systems to track vehicles or containers.
Importance 85/100Relevance 82/100Frequency 69/100Weight 0.80
Recommend improvements to existing or planned logistics processes.
Importance 78/100Relevance 100/100Frequency 46/100Weight 0.78
Maintain logistics records in accordance with corporate policies.
Importance 73/100Relevance 100/100Frequency 54/100Weight 0.78
Provide ongoing analyses in areas such as transportation costs, parts procurement, back orders, or delivery processes.
Importance 74/100Relevance 100/100Frequency 50/100Weight 0.78
Apply analytic methods or tools to understand, predict, or control logistics operations or processes.
Importance 78/100Relevance 91/100Frequency 56/100Weight 0.77
Prepare reports on logistics performance measures.
Importance 76/100Relevance 100/100Frequency 42/100Weight 0.77
Enter logistics-related data into databases.
Importance 75/100Relevance 86/100Frequency 64/100Weight 0.77

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

Helpers--Extraction Workers

5%

80 points lower exposure • 57% profile similarity

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

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

Electric Motor, Power Tool, and Related Repairers

5%

80 points lower exposure • 57% 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%

76 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

Millwrights

5%

80 points lower exposure • 57% profile similarity

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

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

Farmworkers and Laborers, Crop, Nursery, and Greenhouse

8%

77 points lower exposure • 59% profile similarity

Median wage: $35,660 Growth 2025–2035: -2.4% Annual openings: 72

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

Mobile Heavy Equipment Mechanics, Except Engines

5%

80 points lower exposure • 56% profile similarity

Median wage: $65,510 Growth 2025–2035: +6.7% Annual openings: 15

more physical-world work, less digital task exposure

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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