Geographers
Geographers — AI exposure, safer roles, and a pivot plan.
Also known as: Glaciologist · Biogeographer · Geomorphologist · Imagery Analyst · Economic Geographer · Physical Geographer
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.
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Collect data on physical characteristics of specified areas, such as geological formations, climates, and vegetation, using surveying or meteorological equipment.70
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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
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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.
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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
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Conduct field work at outdoor sites.52
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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.
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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”.
Geography Teachers, Postsecondary
37 ▼ 18 pts lower
Skill overlap ≈ 72% · Related O*NET role; Geography Teachers, Postsecondary is an adjacent path (Elevated band).
Geoscientists, Except Hydrologists and Geographers
45 ▼ 10 pts lower
Skill overlap ≈ 64% · Related O*NET role; Geoscientists, Except Hydrologists and Geographers is an adjacent path (Elevated band).
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 — $9Related 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