JobAIRisk

Gambling and Sports Book Writers and Runners

Gambling and Sports Book Writers and Runners — AI exposure, safer roles, and a pivot plan.

Also known as: Bookie · Caller · Bet Taker · Bookmaker · Bingo Clerk · Bingo Caller

AI Task Exposure Score

High exposure

More exposed than 67% of 968 occupations · Rank #287 (1 = most exposed)

This score estimates how exposed the tasks in a role are to current and near-term AI capabilities. It does not predict whether a specific person will lose a job.

Most exposed tasks

Highest structured exposure values in this role’s task mix — the work AI systems can already do most of.

  • Record the number of tickets cashed and the amount paid out after each race or event.81
  • Collect bets in the form of cash or chips, verifying and recording amounts.75
  • Deliver tickets, cards, and money to bingo callers.60

Augmentable tasks

Work where AI assists rather than replaces — the productivity frontier of this role.

  • 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.58
  • Collect cards or tickets from players.57
  • Conduct gambling tables or games, such as dice, roulette, cards, or keno, and ensure that game rules are followed.57

Most durable tasks

Lowest exposure — typically judgment, relationships, physical presence, or accountability. This is the human moat.

The current data release does not distinguish durable tasks for this role.

Task exposure values and classifications come from the versioned data release — they are structured data, not model output. Bars show exposure contribution relative to this role’s task mix.

What this means

A score of 56 puts Gambling and Sports Book Writers and Runners in the third quartile of analyzed occupations. In practice, exposure this high is about the mix: 3 of 18 analyzed tasks lean automatable, 15 augmentable, and 0 durable. The useful question isn’t “will AI take this job” — it’s which tasks go first, which get faster, and where to reposition time. That’s what the personalized report maps against your actual week.

One next move: audit how much of your week sits in the exposed tasks above — then shift time toward the durable set or investigate the adjacent roles below.

Lower-exposure adjacent roles

Shown only when the target is at least 10 points lower under the same score version and skill overlap is at least 50%. These are adjacent roles with lower task exposure — not guaranteed “safe careers”.

Labor-market context

  • $34,980median wage
  • 8,950employed
  • 1,200annual openings
  • -6.1%projected growth

Context only — labor statistics are not inputs to the exposure score. See methodology.

Your week probably doesn’t match the average

This page scores the occupation. The $9 Personalized Risk & Action Report scores your task mix — paste what you actually do and get your own score, confidence level, task matrix, human moat, and a 7/30/90-day plan.

Personalize my result — $9

Related roles

Adjacent by skills or family — no exposure claim implied.

FAQ — Gambling and Sports Book Writers and Runners

What does a score of 56 mean for a Gambling and Sports Book Writers and Runners?
It means that, weighted across the 18 tasks we analyzed for this role, the task mix sits at 56 on a 0–100 exposure scale — in the third quartile of analyzed occupations. It measures task exposure to current and near-term AI capabilities, not the probability of losing a job.
Which tasks in this role are most exposed to AI?
The highest-exposure tasks are: Record the number of tickets cashed and the amount paid out after each race or event; Collect bets in the form of cash or chips, verifying and recording amounts; Deliver tickets, cards, and money to bingo callers. Exposure is scored per task from structured data, not generated by a language model.
Which parts of this job are most durable?
The current data release does not distinguish durable tasks for this role.
Is this score personalized to me?
No — this page shows the occupation-level baseline. Two people with the same title often do different work. The $9 personalized report recalculates the score from the tasks you actually do and builds a concrete 7/30/90-day plan around them.

Score version jr-v1 · data release 2026.07.11-r1 · updated 2026-07-11 · baseline mapping: 18 of 18 tasks carry source-level provenance · methodology