Surveyors

AI Overlap Index
40.7 / 100
Partially Exposed

Clear pressure on routine tasks. Composition of the role will shift within the decade.

SOC 17-1022 · Architecture And Engineering

Bureau of Labor Statistics
Median pay
$72,740/yr
Hourly
$35/hr
Jobs 2024
56,100
Projected 2034
58,600
10-yr outlook
+4% · As fast as average
Employment change
2,500
Entry education
Bachelor's degree
SOC code
17-1022

Signal composition

how the 0-100 score is assembled

Task Automation Impact weight 60%
39.5
contribution to AOI: 23.7
Automation Potential weight 10%
50.0
contribution to AOI: 5.0
Market Pressure weight 15%
45.0
contribution to AOI: 6.8
Entry Barrier Erosion weight 15%
35.0
contribution to AOI: 5.2

By seniority

multiplicative adjustment from category curve

Entry
48.8
mult 1.20x
Mid
40.7
mult 1.00x
Senior
31.7
mult 0.78x

Entry-level roles carry the brunt because they concentrate the most automatable subset of tasks. Senior work is insulated by judgment, relationships, and accountability.

Task-level analysis

scored 0-100 for current-generation AI feasibility, weighted by BLS-stated importance

10 tasks · model: claude-sonnet-4-5-20250929
Important t8

Use GIS and CAD software to create digital maps and visualizations

AI can process surveying data to automatically generate digital maps in GIS and CAD formats, create visualizations, apply symbology, and produce standard deliverables. Modern systems can handle most routine mapping tasks end-to-end with minimal human intervention beyond initial parameter setting.

BLS evidence: Surveyors 'use Geographic Information Systems (GIS) technology to present spatial information as visualizations in maps, reports, and charts' and 'use Computer Aided Design (CAD) software to create digital maps.'

80
automation
Important t6

Prepare or supervise preparation of plots, maps, and reports

AI can generate plots, maps, and standardized reports from surveying data with minimal human input. Modern systems can automatically create boundary descriptions, calculate areas, generate plat drawings, and format reports according to templates. Human supervision for quality control and final approval remains necessary.

BLS evidence: The duties section lists 'prepare or supervise preparation of plots, maps, and reports' as a typical surveyor activity.

75
automation
Important t3

Search legal records and land titles to obtain property boundary information

AI can effectively search digital legal records, extract property descriptions, parse deed language, and identify relevant boundary information from land titles. Most records are now digitized and searchable, making this largely an information retrieval and text analysis task where LLMs excel.

BLS evidence: Surveyors 'search legal records, survey records, and land titles to obtain information about property boundaries in areas to be surveyed.'

72
automation
Important t5

Record surveying results and verify accuracy of data

AI can automatically record digital measurements from modern surveying equipment, perform statistical analysis to verify accuracy, flag outliers, and check for closure errors in traverse calculations. Human review is still needed for final validation, but the computational verification work is highly automatable.

BLS evidence: Surveyors 'record the results of surveying and verify the accuracy of data' as part of their regular duties.

68
automation
Important t9

Present findings to clients

Presenting findings requires reading client reactions, answering unpredictable questions about methodology and results, building trust around high-stakes property decisions, and adapting explanations to varied technical literacy levels. AI can generate presentation materials but cannot effectively handle the interpersonal dynamics.

BLS evidence: The duties section explicitly includes 'present findings to clients' as a typical surveyor responsibility.

35
automation
Core t1

Measure distances and angles between points on, above, and below the Earth's surface

Requires physical presence in varied outdoor environments with specialized equipment (total stations, GPS units) and real-time judgment about measurement quality in unpredictable terrain and weather conditions. AI cannot operate the physical instruments or navigate complex field conditions autonomously.

BLS evidence: The duties section explicitly states surveyors 'measure distances and angles between points on, above, and below the Earth's surface' as a primary activity.

25
automation
Core t7

Use GPS units and robotic total stations to take field measurements

While GPS units and robotic total stations are increasingly automated, they still require human operators to transport equipment to sites, set up instruments, ensure proper leveling and orientation, and make real-time decisions about measurement strategies in varied field conditions.

BLS evidence: When taking measurements in the field, surveyors 'use handheld Global Positioning System (GPS) units as well as robotic total stations.'

22
automation
Core t2

Establish official land and water boundaries for legal documents

Establishing official legal boundaries requires physical field verification, professional judgment about conflicting evidence, and legal liability that necessitates licensed human surveyors. The legal and physical requirements make this essentially unautomatable despite some data analysis components.

BLS evidence: Surveyors 'establish official land and water boundaries for deeds, leases, and other legal documents' and 'mark and document the location of legal property lines.'

18
automation
Core t4

Travel to locations and use reference points to determine exact feature locations

Requires physical travel to sites, often in unpredictable outdoor environments, locating physical monuments and reference points in varied terrain, and operating surveying equipment. The combination of mobility, environmental variability, and physical manipulation is beyond current AI+robotics capabilities.

BLS evidence: The duties section states surveyors 'travel to locations and use known reference points to determine the exact location of important features.'

15
automation
Supporting t10

Testify in court regarding survey work

Court testimony requires physical presence, responding to adversarial cross-examination, defending professional judgment under pressure, and establishing credibility as a licensed expert witness. The legal, interpersonal, and high-stakes nature makes this essentially unautomatable.

BLS evidence: Surveyors may 'testify in court regarding survey work' as part of their legal documentation responsibilities.

8
automation

Task heatmap

automation score by task, sorted by weighted contribution

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External signals and sources

category-level priors and BLS fields that feed the four non-task signals

Automation Potential
50
karpathy 5/10
  • Karpathy/BLS Digital AI Exposure (0-10 scale rescaled to 0-100)
Market Pressure
45
outlook: As fast as average
  • BLS projected outlook: As fast as average (4%)
  • Indeed demand signal (monthly refresh pending)
Entry Barrier Erosion
35
ed: Bachelor's degree
  • BLS typical entry-level education: Bachelor's degree
  • Credential trend signal (annual refresh)

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