Do researchers agree on the risk for Gambling Surveillance Officers and Gambling Investigators?

Only partly. Individual estimates for Gambling Surveillance Officers and Gambling Investigators run from 14 to 57 out of 100 across the 6 sources behind this score, so the single number smooths over real disagreement. More recent and higher confidence studies carry more weight in it.

Which public sector / government roles face similar AI exposure?

The closest published public sector / government roles to Gambling Surveillance Officers and Gambling Investigators by score are Customs and Border Protection Officers (34/100), Private Detectives and Investigators (34/100), and Retail Loss Prevention Specialists (31/100). Each has its own page with the research behind its number.

Occupation baseline · Research consensus

Will AI replace Gambling Surveillance Officers and Gambling Investigators?

Lower risk

Baseline AI displacement risk for Gambling Surveillance Officers and Gambling Investigators, aggregated from 6 research sources.

What this score means

Gambling Surveillance Officers and Gambling Investigators leans toward the safer end for Public Sector / Government. Parts of the role touch tasks AI is getting good at, but the core still depends on hands on work or judgment that resists automation. At 36 out of 100 it scores 13 points above the Public Sector / Government average of 23. Across the 6 sources behind this baseline, individual estimates run from 14 to 57, so the score is a weighted consensus rather than any single figure.

The number is a consensus estimate for the typical version of the role, built from published academic and industry research scored occupation by occupation. It is not a prediction about any individual. How scoring works

What this job actually involves

Exposure follows the work itself rather than the job title, so it is worth seeing what the role is made of. These are the tasks O*NET records for Gambling Surveillance Officers and Gambling Investigators, most central first.

01Monitor establishment activities to ensure adherence to all state gaming regulations and company policies and procedures.
02Observe casino or casino hotel operations for irregular activities, such as cheating or theft by employees or patrons, using audio and video equipment and one-way mirrors.
03Report all violations and suspicious behaviors to supervisors, verbally or in writing.
04Develop and maintain log of surveillance observations.
05Inspect and monitor audio or video surveillance equipment to ensure it is working appropriately.
06Review video surveillance footage.
07Act as oversight or security agents for management or customers.
08Supervise or train surveillance observers.

Task statements from O*NET by the National Center for O*NET Development, used under CC BY 4.0. The tasks are descriptive; the exposure score above is ours.

The research behind this score

This baseline aggregates 6 research sources that scored Gambling Surveillance Officers and Gambling Investigators for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.

01Anthropic Economic Index 2026 - AI Task Exposure · 2026Anthropic
02Global Automation Atlas: Task Substitution Exposure by Occupation · 2026Garg, Crosta, Baier (2026), arXiv:2605.17086
03Generative AI and Jobs: A Refined Global Index of Occupational Exposure · 2025International Labour Organization, Working Paper 140 (2025)
04Working with AI: Measuring the Applicability of Generative AI to Occupations · 2025Tomlinson, Jaffe et al., Microsoft Research (2025)
05GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024Eloundou, Manning, Mishkin, Rock (Science, 2024)
06AI Occupational Exposure to Language Modeling · 2023Felten, Raj, Seamans (2023)

Common questions

How likely is AI to replace Gambling Surveillance Officers and Gambling Investigators?: Published research puts Gambling Surveillance Officers and Gambling Investigators at 36 out of 100 for AI displacement risk, in the lower risk band. The number is a weighted consensus of 6 research sources and describes the typical version of the role, not any individual.
Do researchers agree on the risk for Gambling Surveillance Officers and Gambling Investigators?: Only partly. Individual estimates for Gambling Surveillance Officers and Gambling Investigators run from 14 to 57 out of 100 across the 6 sources behind this score, so the single number smooths over real disagreement. More recent and higher confidence studies carry more weight in it.
Which public sector / government roles face similar AI exposure?: The closest published public sector / government roles to Gambling Surveillance Officers and Gambling Investigators by score are Customs and Border Protection Officers (34/100), Private Detectives and Investigators (34/100), and Retail Loss Prevention Specialists (31/100). Each has its own page with the research behind its number.

Also covers

Casino Enforcement Agent · Casino Investigator · Casino Surveillance Officer · Dual Rate Surveillance Officer · Entertainment And Recreation Industry Surveillance Operator · Gambling Monitor · Gambling Surveillance Observer · Gambling Surveillance Officer and related titles

Estimated displacement window

The dated estimate for this role is included in the full personalised report.

Your number is not the baseline

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Informational guidance based on published research, not professional career or financial advice. Scores update as new research is ingested.