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BSS in Criminology

verdict slip · printed 1 Aug 2026 · sources on every line
how to read this slip
stays humanthe evidence says this stays human led
with AIdone faster with AI in the loop: still needs you
shiftingthe evidence says AI already reaches this one
no data yetno source covers it yet, so we don't guess
STAYS HUMAN5
with AI11
shifting6
tasks charted · feeds 3 jobs22
of 22 charted tasks: 5 stay human · 11 run with AI in the loop · 6 are shifting. counts only: we don't do scores.
Compliance Managers[feeds: source]
Report violations of compliance or regulatory standards to duly authorized enforcement agencies as appropriate or required.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Identify compliance issues that require follow-up or investigation.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Consult with corporate attorneys as necessary to address difficult legal compliance issues.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Conduct or direct the internal investigation of compliance issues.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Provide employee training on compliance related topics, policies, or procedures.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Verify that all regulatory policies and procedures have been documented, implemented, and communicated.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Loss Prevention Managers[feeds: source]
Coordinate or conduct internal investigations of problems such as employee theft and violations of corporate loss prevention policies.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Administer systems and programs to reduce loss, maintain inventory control, or increase safety.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Review loss prevention exception reports and cash discrepancies to ensure adherence to guidelines.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Train loss prevention staff, retail managers, or store employees on loss control and prevention measures.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Investigate or interview individuals suspected of shoplifting or internal theft.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Provide recommendations and solutions in crisis situations such as workplace violence, protests, and demonstrations.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Identify potential for loss and develop strategies to eliminate it.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Hire or supervise loss prevention staff.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Sociologist[feeds: source]
usually via further study
Analyze and interpret data to increase the understanding of human social behavior.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Collect data about the attitudes, values, and behaviors of people in groups, using observation, interviews, and review of documents.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Prepare publications and reports containing research findings.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Plan and conduct research to develop and test theories about societal issues such as crime, group relations, poverty, and aging.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Teach sociology.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Develop, implement, and evaluate methods of data collection, such as questionnaires or interviews.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Present research findings at professional meetings.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Develop approaches to the solution of groups' problems, based on research findings in sociology and related disciplines.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
the delta: what moves your picture
#1 Drafting incident and crisis response recommendations with AI, then checking them against the real playbook before acting
In BSS in Criminology's own task ledger, Loss Prevention Managers' "Train loss prevention staff, retail managers, or store employees on loss…" rates augmented; 2 of the 3 matched rows here rate augmented and 1 rates exposed. Checking a drafted response against the organization's actual playbook and chain of authority is what keeps a crisis recommendation safe to act on. first step: OSHA: Workplace Violence Prevention guidance (free) · free · ~15 min
#2 AI-assisted first-pass coding of interview and qualitative data, with the researcher owning the codebook
Among BSS in Criminology's matched ledger rows, Sociologist's "Collect data about the attitudes, values, and behaviors of people in groups,…" rates exposed; all 2 matched rows here rate exposed. Owning and revising the actual codebook yourself is what keeps a coded theme genuinely grounded in what people said. first step: Delve: "Essential Guide to Coding Qualitative Data" (free guide, no signup to read) · free · ~25 min
#3 Drafting document access-control policy and standards with AI, then checking it against the actual legal and security requirement
Looking at the roles BSS in Criminology feeds into, Loss Prevention Managers' "Administer systems and programs to reduce loss, maintain inventory control, or…" rates augmented; all 2 matched rows here rate augmented. Verifying every access rule against the real legal requirement and actual risk is what keeps an access-control policy safe to apply to live systems. first step: NIST SP 800-53 Rev. 5: Security and Privacy Controls for Information Systems and Organizations (free, official document) · free · ~15 min
* THE HONESTY BOX
“not cooked” ≠ “nothing changes.” 11 of your 22 charted tasks already run with AI in the loop. this slip shows only what we could source: where studies disagree, we print both. nobody can promise outcomes; anyone who does is selling something.

Task-level AI evidence on this page is largely US-scoped research; local pay and market context differ.
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