AI JOB RISK SCANNER
O*NET-SOC 39-3012.00 / model V11 rated-task engine

Will AI replace
Gambling and Sports Book Writers and Runners?

Post information enabling patrons to wager on various races and sporting events. Assist in the operation of games such as keno and bingo. May operate random number-generating equipment and announce the numbers for patrons. Receive, verify, and record patrons' wagers. Scan and process winning tickets presented by patrons and pay out winnings for those wagers.

Estimated AI task exposure
36%

Low-Moderate exposure

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

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

Digital/info work

29/100

Physical moat

10/100

Human moat

25/100

Rating coverage

100%

17 task statements / 17 rated

Highest-weighted occupation tasks

Answer questions about game rules or casino policies.
Importance 89/100Relevance 95/100Frequency 69/100Weight 0.86
Compute and verify amounts won or lost, paying out winnings or referring patrons to workers, such as gaming cashiers, so that winnings can be collected.
Importance 83/100Relevance 86/100Frequency 71/100Weight 0.81
Pay off or move bets as established by game rules and procedures.
Importance 99/100Relevance 66/100Frequency 85/100Weight 0.83
Collect cards or tickets from players.
Importance 85/100Relevance 70/100Frequency 61/100Weight 0.73
Check to ensure that all players have placed their bets before play begins.
Importance 90/100Relevance 64/100Frequency 69/100Weight 0.75
Supervise staff and games and mediate disputes.
Importance 84/100Relevance 60/100Frequency 81/100Weight 0.74
Conduct gambling tables or games, such as dice, roulette, cards, or keno, and ensure that game rules are followed.
Importance 98/100Relevance 58/100Frequency 57/100Weight 0.72
Start gaming equipment that randomly selects numbered balls and announce winning numbers and colors.
Importance 91/100Relevance 61/100Frequency 56/100Weight 0.71
Collect bets in the form of cash or chips, verifying and recording amounts.
Importance 84/100Relevance 64/100Frequency 50/100Weight 0.68
Record the number of tickets cashed and the amount paid out after each race or event.
Importance 88/100Relevance 61/100Frequency 25/100Weight 0.62

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

$34,980

BLS OEWS May 2025

National employment

8,950

BLS OEWS May 2025

Projected growth

+1.8%

BLS Employment Projections 2025–2035

Average annual openings

1

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%

31 points lower exposure • 81% profile similarity

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

more physical-world work, lower AI leverage
SAFER ALTERNATIVE

Bicycle Repairers

5%

31 points lower exposure • 78% profile similarity

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

more physical-world work, lower AI leverage
SAFER ALTERNATIVE

Electric Motor, Power Tool, and Related Repairers

5%

31 points lower exposure • 78% profile similarity

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

more physical-world work, lower AI leverage
SAFER ALTERNATIVE

Outdoor Power Equipment and Other Small Engine Mechanics

5%

31 points lower exposure • 78% profile similarity

Median wage: $47,880 Growth 2025–2035: +2.3% Annual openings: 4

more physical-world work, lower AI leverage
SAFER ALTERNATIVE

Butchers and Meat Cutters

5%

31 points lower exposure • 77% profile similarity

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

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

Cement Masons and Concrete Finishers

6%

30 points lower exposure • 81% profile similarity

Median wage: $57,020 Growth 2025–2035: +1.6% Annual openings: 14

more physical-world work, lower AI leverage

Personalized career defense protocol

AI-Proofing Plan

AUTOMATE

    AUGMENT

      PROTECT

      • domain expertise
      • exception handling
      • accountability for outcomes

      LEARN

      • cross-functional business knowledge
      • risk and governance

      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.