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First-Line Supervisors of Gambling Services Workers

Directly supervise and coordinate activities of workers in assigned gambling areas. May circulate among tables, observe operations, and ensure that stations and games are covered for each shift. May verify and pay off jackpots. May reset slot machines after payoffs and make repairs or adjustments to slot machines or recommend removal of slot machines for repair. May plan and organize activities and services for guests in hotels/casinos.

26,010 people do this job in the US. $63,820 a year.

now
24%

of the working time. Estimate.

Kinds of work
  • 32%
  • 29%
  • 39%
0%

Measured, from Anthropic's usage data (2025). Counts help on part of a task.

Half the desk work within reach
Already

On the chosen pace and reliability. Estimate.

Share of the working time within reach, now to 2030

0%25%50%75%100%2027202820292030NowDesk work: 32% of the time
Chosen to Ceiling: the share
DateNow
NowEnd of 2030

What each choice means: , , , , . Every pace starts from .

At this date and pace, models finish tasks up to 4.4 h long four times in five.

How far this has come

With GPT-4, measured in March 2023, 0% of this job's working time was within reach at . With Claude 3.7 Sonnet, measured in February 2025, 1%. With Claude Mythos Preview (early), measured in April 2026, 21%. Today's estimate: 24%.

0%10%20%30%2023202420252026GPT-4, March 2023: 0% within reachGPT-4 Turbo (Nov 2023), November 2023: 0% within reachGPT-4o, May 2024: 0% within reachClaude 3.5 Sonnet (June 2024), June 2024: 0% within reacho1-preview, September 2024: 0% within reachClaude 3.5 Sonnet (Oct 2024), October 2024: 0% within reacho1, December 2024: 0% within reachClaude 3.7 Sonnet, February 2025: 1% within reacho3, April 2025: 5% within reachGPT-5, August 2025: 7% within reachGemini 3 Pro, November 2025: 10% within reachClaude Opus 4.5, November 2025: 10% within reachGPT-5.2, December 2025: 12% within reachClaude Opus 4.6, February 2026: 13% within reachClaude Mythos Preview (early), April 2026: 21% within reachToday (estimate), September 2026: 24% within reach
Each step is a new best model measured by METR, four in five; the dashed end is today's estimate. Point at a dot for the model.

A backcast: today's task data with the best model METR had measured by each date. It shows how fast the models have moved, not what anyone forecast at the time.

The tasks

Sorted by . 30 tasks from .

TaskKind
Train, supervise, schedule, and evaluate workers.13%2.5 h50 min to 5 hStays with people
Interview and hire workers.9%1.7 h50 min to 3.3 hStays with people
Monitor game operations to ensure that house rules are followed, that tribal, state, and federal regulations are adhered to, and that employees provide prompt and courteous service.Done hourly or more by most who do it. 9%33 min13 min to 50 minStays with people
Determine how many gaming tables to open each day and schedule staff accordingly.Done daily by most who do it.8%2.5 h50 min to 6.7 h46%Half by Oct 2026
Observe gamblers' behavior for signs of cheating, such as marking, switching, or counting cards, and notify security staff of suspected cheating.Done hourly or more by most who do it. 7%25 min8 min to 38 minStays with people
Establish and maintain banks and table limits for each game.Done hourly or more by most who do it. 6%38 min13 min to 1.3 h98%Half by now
Maintain familiarity with the games at a facility and with strategies or tricks used by cheaters at such games.Done hourly or more by most who do it. 6%38 min13 min to 1.7 h95%Half by now
Supervise the distribution of complimentary meals, hotel rooms, discounts, or other items given to players, based on length of play and amount bet.Done daily by most who do it. 5%25 min8 min to 1.3 hStays with people
Establish policies on types of gambling offered, odds, or extension of credit.Done daily by most who do it.3%6.7 h1.7 h to 2.5 work days8%Half by Sep 2027
Direct workers compiling summary sheets for each race or event to record amounts wagered and amounts to be paid to winners.Done hourly or more by most who do it.3%33 min17 min to 1.1 hStays with people
Clean and maintain slot machines and surrounding areas.Done daily by most who do it. 3%25 min8 min to 50 minStays with people
Perform minor repairs or make adjustments to slot machines, resolving problems such as machine tilts and coin jams.Done hourly or more by most who do it. 3%13 min4 min to 38 minStays with people

Within reach, per task: the share of the task's time whose instances are short enough for a model to finish at the chosen date, pace and reliability. Half by: the date half of that time comes within reach.

Jobs that share skills with this one

From O*NET's related occupations. Within reach now and by the end of 2028, long-run pace, four in five.

Where this job works

The industry groups that employ the most of it (BLS, May 2025).

Where the most of these jobs are

The metro areas with the most people in it (BLS, May 2025).