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Bachelor's in Public Health

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 HUMAN7
with AI8
shifting1
tasks charted · feeds 2 jobs16
of 16 charted tasks: 7 stay human · 8 run with AI in the loop · 1 are shifting. counts only: we don't do scores.

Health Specialties Teacher, Postsecondary[feeds: source]
usually via further study
Prepare course materials, such as syllabi, homework assignments, and handouts.shifting

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

open source ↗
Keep abreast of developments in the field by reading current literature, talking with colleagues, and participating in professional conferences.stays human

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

open source ↗
Evaluate and grade students' class work, assignments, and papers.with AI

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

open source ↗
Supervise laboratory sessions.stays human

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

open source ↗
Compile, administer, and grade examinations, or assign this work to others.with AI

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

open source ↗
Maintain student attendance records, grades, and other required records.with AI

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

open source ↗
Initiate, facilitate, and moderate classroom discussions.stays human

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

open source ↗
Plan, evaluate, and revise curricula, course content, course materials, and methods of instruction.with AI

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

open source ↗
Medical and Health Services Manager[feeds: source]
Direct, supervise and evaluate work activities of medical, nursing, technical, clerical, service, maintenance, and other personnel.stays human

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

open source ↗
Develop and maintain computerized record management systems to store and process data, such as personnel activities and information, and to produce reports.with AI

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

open source ↗
Plan, implement, and administer programs and services in a health care or medical facility, including personnel administration, training, and coordination of medical, nursing and physical plant staff.with AI

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

open source ↗
Conduct and administer fiscal operations, including accounting, planning budgets, authorizing expenditures, establishing rates for services, and coordinating financial reporting.stays human

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

open source ↗
Maintain awareness of advances in medicine, computerized diagnostic and treatment equipment, data processing technology, government regulations, health insurance changes, and financing options.with AI

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

open source ↗
Establish work schedules and assignments for staff, according to workload, space, and equipment availability.with AI

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

open source ↗
Monitor the use of diagnostic services, inpatient beds, facilities, and staff to ensure effective use of resources and assess the need for additional staff, equipment, and services.stays human

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

open source ↗
Direct or conduct recruitment, hiring, and training of personnel.stays human

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

open source ↗

the delta: what moves your picture
#1 Using AI to draft a curriculum or course-sequence revision, then checking every proposed change against the actual accreditation or department requirement before it goes to a curriculum committee
In Bachelor's in Public Health's own task ledger, Health Specialties Teacher, Postsecondary's "Plan, evaluate, and revise curricula, course content, course materials, and…" rates augmented; the one matched row here rates augmented. Checking a proposed curriculum change against the actual accreditation and department requirement is what keeps a revision ready for the committee. first step: Carnegie Mellon Eberly Center: Design Your Course · free · ~20 min
#2 Using AI to draft a first-pass health, safety, or monitoring program plan, then checking every target-population figure and resource assumption against your own site or community data before it's adopted
Among Bachelor's in Public Health's matched ledger rows, Medical and Health Services Manager's "Plan, implement, and administer programs and services in a health care or…" rates augmented; the one matched row here rates augmented. Checking every population figure and resource assumption against your own site data is what keeps a health program plan grounded in the community it's meant to serve. first step: WHO: Quality Health Services: A Planning Guide · free · ~25 min
#3 Using AI to draft personnel or operations reports from a facility's record-management system, then checking every figure against the underlying system record before it goes to leadership
Looking at the roles Bachelor's in Public Health feeds into, Medical and Health Services Manager's "Develop and maintain computerized record management systems to store and…" rates augmented; the one matched row here rates augmented. Checking every figure against the underlying system record before it goes to leadership is what keeps a facility report something they can act on. first step: CMS: Policies and Regulations (Interoperability) · free · ~15 min
* THE HONESTY BOX
“not cooked” ≠ “nothing changes.” 8 of your 16 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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