AI JOB RISK SCANNER
O*NET-SOC 15-1243.01 / model V11 rated-task engine

Will AI replace
Data Warehousing Specialists?

Design, model, or implement corporate data warehousing activities. Program and configure warehouses of database information and provide support to warehouse users.

Estimated AI task exposure
87%

Very High exposure

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

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

Digital/info work

82/100

Physical moat

18/100

Human moat

15/100

Rating coverage

100%

18 task statements / 18 rated

Highest-weighted occupation tasks

Verify the structure, accuracy, or quality of warehouse data.
Importance 86/100Relevance 100/100Frequency 48/100Weight 0.82
Develop data warehouse process models, including sourcing, loading, transformation, and extraction.
Importance 86/100Relevance 100/100Frequency 44/100Weight 0.81
Map data between source systems, data warehouses, and data marts.
Importance 80/100Relevance 100/100Frequency 40/100Weight 0.78
Develop and implement data extraction procedures from other systems, such as administration, billing, or claims.
Importance 78/100Relevance 100/100Frequency 43/100Weight 0.78
Perform system analysis, data analysis or programming, using a variety of computer languages and procedures.
Importance 71/100Relevance 100/100Frequency 53/100Weight 0.77
Write new programs or modify existing programs to meet customer requirements, using current programming languages and technologies.
Importance 73/100Relevance 100/100Frequency 49/100Weight 0.77
Provide or coordinate troubleshooting support for data warehouses.
Importance 73/100Relevance 100/100Frequency 45/100Weight 0.76
Design and implement warehouse database structures.
Importance 77/100Relevance 100/100Frequency 38/100Weight 0.76
Create supporting documentation, such as metadata and diagrams of entity relationships, business processes, and process flow.
Importance 70/100Relevance 100/100Frequency 31/100Weight 0.71
Implement business rules via stored procedures, middleware, or other technologies.
Importance 64/100Relevance 96/100Frequency 46/100Weight 0.71

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

$139,500

BLS OEWS May 2025

National employment

67,140

BLS OEWS May 2025

Projected growth

+9.4%

BLS Employment Projections 2025–2035

Average annual openings

4

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%

82 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

Mobile Heavy Equipment Mechanics, Except Engines

5%

82 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
SAFER ALTERNATIVE

Electric Motor, Power Tool, and Related Repairers

5%

82 points lower exposure • 54% profile similarity

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

stronger human/judgment moat, more physical-world work
SAFER ALTERNATIVE

Tank Car, Truck, and Ship Loaders

6%

81 points lower exposure • 57% profile similarity

Median wage: $58,870 Growth 2025–2035: +2.8% Annual openings: 1

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

Home Appliance Repairers

5%

82 points lower exposure • 57% profile similarity

Median wage: $50,990 Growth 2025–2035: +1.9% Annual openings: 3

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

Wind Turbine Service Technicians

5%

82 points lower exposure • 55% profile similarity

Median wage: $64,120 Growth 2025–2035: +29.5% Annual openings: 2

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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