JobAIRisk

Geographers

Geographers — AI exposure, safer roles, and a pivot plan.

Also known as: Glaciologist · Biogeographer · Geomorphologist · Imagery Analyst · Economic Geographer · Physical Geographer

AI Task Exposure Score

High exposure

More exposed than 64% of 968 occupations · Rank #311 (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.

  • Collect data on physical characteristics of specified areas, such as geological formations, climates, and vegetation, using surveying or meteorological equipment.70
  • Create and modify maps, graphs, or diagrams, using geographical information software and related equipment, and principles of cartography, such as coordinate systems, longitude, latitude, elevation, topography, and map scales.66
  • Gather and compile geographic data from sources such as censuses, field observations, satellite imagery, aerial photographs, and existing maps.66

Augmentable tasks

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

  • Provide consulting services in fields such as resource development and management, business location and market area analysis, environmental hazards, regional cultural history, and urban social planning.55
  • Conduct field work at outdoor sites.52
  • Study the economic, political, and cultural characteristics of a specific region's population.45

Most durable tasks

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

  • Teach geography.32

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 55 puts Geographers in the third quartile of analyzed occupations. In practice, exposure this high is about the mix: 6 of 12 analyzed tasks lean automatable, 5 augmentable, and 1 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

  • $102,040median wage
  • 1,400employed
  • 100annual openings
  • +0.0%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 — Geographers

What does a score of 55 mean for a Geographers?
It means that, weighted across the 12 tasks we analyzed for this role, the task mix sits at 55 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: Collect data on physical characteristics of specified areas, such as geological formations, climates, and vegetation, using surveying or meteorological equipment; Create and modify maps, graphs, or diagrams, using geographical information software and related equipment, and principles of cartography, such as coordinate systems, longitude, latitude, elevation, topography, and map scales; Gather and compile geographic data from sources such as censuses, field observations, satellite imagery, aerial photographs, and existing maps. Exposure is scored per task from structured data, not generated by a language model.
Which parts of this job are most durable?
The most durable responsibilities are: Teach geography. 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: 12 of 12 tasks carry source-level provenance · methodology