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Remote Sensing Scientists and Technologists

Remote Sensing Scientists and Technologists — AI exposure, safer roles, and a pivot plan.

Also known as: Drone Pilot · Drone Operator · Image Scientist · Commercial Drone Pilot · Geospatial Image Analyst · Commercial Drone Operator

AI Task Exposure Score

Very High exposure

More exposed than 75% of 968 occupations · Rank #229 (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.

  • Compile and format image data to increase its usefulness.84
  • Develop or build databases for remote sensing or related geospatial project information.73
  • Analyze data acquired from aircraft, satellites, or ground-based platforms, using statistical analysis software, image analysis software, or Geographic Information Systems (GIS).70

Augmentable tasks

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

  • Manage or analyze data obtained from remote sensing systems to obtain meaningful results.59
  • Integrate other geospatial data sources into projects.59
  • Train technicians in the use of remote sensing technology.59

Most durable tasks

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

  • Design or implement strategies for collection, analysis, or display of geographic data.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 60 puts Remote Sensing Scientists and Technologists in the most-exposed quarter of analyzed occupations. In practice, exposure this high is about the mix: 12 of 20 analyzed tasks lean automatable, 7 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

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

  • $122,570median wage
  • 22,300employed
  • 2,000annual openings
  • +0.6%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 — Remote Sensing Scientists and Technologists

What does a score of 60 mean for a Remote Sensing Scientists and Technologists?
It means that, weighted across the 20 tasks we analyzed for this role, the task mix sits at 60 on a 0–100 exposure scale — in the most-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?
The highest-exposure tasks are: Compile and format image data to increase its usefulness; Develop or build databases for remote sensing or related geospatial project information; Analyze data acquired from aircraft, satellites, or ground-based platforms, using statistical analysis software, image analysis software, or Geographic Information Systems (GIS). 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: Design or implement strategies for collection, analysis, or display of geographic data. 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: 20 of 20 tasks carry source-level provenance · methodology