AI JOB RISK SCANNER
O*NET-SOC 37-1012.00 / model V11 rated-task engine

Will AI replace
First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers?

Directly supervise and coordinate activities of workers engaged in landscaping or groundskeeping activities. Work may involve reviewing contracts to ascertain service, machine, and workforce requirements; answering inquiries from potential customers regarding methods, material, and price ranges; and preparing estimates according to labor, material, and machine costs.

Estimated AI task exposure
35%

Low-Moderate exposure

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

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

Digital/info work

49/100

Physical moat

53/100

Human moat

29/100

Rating coverage

100%

28 task statements / 28 rated

Highest-weighted occupation tasks

Schedule work for crews, depending on work priorities, crew or equipment availability, or weather conditions.
Importance 80/100Relevance 97/100Frequency 68/100Weight 0.84
Monitor project activities to ensure that instructions are followed, deadlines are met, and schedules are maintained.
Importance 80/100Relevance 100/100Frequency 63/100Weight 0.83
Inspect completed work to ensure conformance to specifications, standards, and contract requirements.
Importance 79/100Relevance 100/100Frequency 65/100Weight 0.83
Direct activities of workers who perform duties, such as landscaping, cultivating lawns, or pruning trees and shrubs.
Importance 79/100Relevance 97/100Frequency 67/100Weight 0.83
Plant or maintain vegetation through activities such as mulching, fertilizing, watering, mowing, or pruning.
Importance 76/100Relevance 96/100Frequency 61/100Weight 0.80
Establish and enforce operating procedures and work standards that will ensure adequate performance and personnel safety.
Importance 82/100Relevance 92/100Frequency 58/100Weight 0.80
Provide workers with assistance in performing duties as necessary to meet deadlines.
Importance 70/100Relevance 100/100Frequency 63/100Weight 0.80
Tour grounds, such as parks, botanical gardens, cemeteries, or golf courses, to inspect conditions of plants and soil.
Importance 80/100Relevance 88/100Frequency 62/100Weight 0.79
Inventory supplies of tools, equipment, or materials to ensure that sufficient supplies are available and items are in usable condition.
Importance 71/100Relevance 99/100Frequency 51/100Weight 0.77
Direct or assist workers engaged in the maintenance or repair of equipment, such as power tools or motorized equipment.
Importance 68/100Relevance 94/100Frequency 63/100Weight 0.76

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

$58,430

BLS OEWS May 2025

National employment

130,760

BLS OEWS May 2025

Projected growth

+4.0%

BLS Employment Projections 2025–2035

Average annual openings

24

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

Bicycle Repairers

5%

30 points lower exposure • 81% 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%

25 points lower exposure • 85% profile similarity

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

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

Butchers and Meat Cutters

5%

30 points lower exposure • 80% profile similarity

Median wage: $40,140 Growth 2025–2035: +2.4% Annual openings: 15

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

Millwrights

5%

30 points lower exposure • 82% 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%

30 points lower exposure • 80% profile similarity

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

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

Chefs and Head Cooks

12%

23 points lower exposure • 86% profile similarity

Median wage: $62,470 Growth 2025–2035: +6.6% Annual openings: 25

stronger human/judgment moat, more physical-world work

Personalized career defense protocol

AI-Proofing Plan

AUTOMATE

    AUGMENT

    • administrative support tasks
    • planning and documentation

    PROTECT

      LEARN

      • basic AI literacy

      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
      I am your guide.
      Knowledge is your strongest upgrade.