What does a score of 38 mean for a Preventive Medicine Physicians?

It means that, weighted across the 15 tasks we analyzed for this role, the task mix sits at 38 on a 0–100 exposure scale — in the least-exposed quarter 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?

This role has no strongly automatable task in the current data release.

Which parts of this job are most durable?

The most durable responsibilities are: Perform epidemiological investigations of acute and chronic diseases; Design, implement, or evaluate health service delivery systems to improve the health of targeted populations; Evaluate the effectiveness of prescribed risk reduction measures or other interventions. Durable tasks typically depend on judgment, relationships, physical presence, or accountability.

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.

Preventive Medicine Physicians

Preventive Medicine Physicians — AI exposure, safer roles, and a pivot plan.

Also known as: Physician · Primary Clinician · Public Health Officer · Occupational Physician · Public Health Physician · Preventive Medicine Officer

AI Task Exposure Score

Low exposure

More exposed than 24% of 968 occupations · Rank #707 (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.

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Most exposed tasks

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

No strongly automatable task in the current data release.

Augmentable tasks

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

Provide information about potential health hazards and possible interventions to the media, the public, other health care professionals, or local, state, and federal health authorities.50
Document or review comprehensive patients' histories with an emphasis on occupation or environmental risks.45
Direct public health education programs dealing with topics such as preventable diseases, injuries, nutrition, food service sanitation, water supply safety, sewage and waste disposal, insect control, and immunizations.45

Most durable tasks

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

Perform epidemiological investigations of acute and chronic diseases.29
Design, implement, or evaluate health service delivery systems to improve the health of targeted populations.29
Evaluate the effectiveness of prescribed risk reduction measures or other interventions.31

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 38 puts Preventive Medicine Physicians in the least-exposed quarter of analyzed occupations. In practice, exposure this level is about the mix: 0 of 15 analyzed tasks lean automatable, 10 augmentable, and 5 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: lean into the durable core above and adopt AI on the routine remainder before it becomes a mandate.

Lower-exposure adjacent roles

No adjacent role in the current data release is at least 10 points lower with ≥50% skill overlap — we don’t label anything “safer” unless the data supports it.

Labor-market context

$265,930median wage
342,720employed
9,600annual openings
+2.5%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.

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Related roles

Adjacent by skills or family — no exposure claim implied.

FAQ — Preventive Medicine Physicians

What does a score of 38 mean for a Preventive Medicine Physicians?: It means that, weighted across the 15 tasks we analyzed for this role, the task mix sits at 38 on a 0–100 exposure scale — in the least-exposed quarter 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?: This role has no strongly automatable task in the current data release.
Which parts of this job are most durable?: The most durable responsibilities are: Perform epidemiological investigations of acute and chronic diseases; Design, implement, or evaluate health service delivery systems to improve the health of targeted populations; Evaluate the effectiveness of prescribed risk reduction measures or other interventions. Durable tasks typically depend on judgment, relationships, physical presence, or accountability.
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: 15 of 15 tasks carry source-level provenance · methodology