Hazardous materials removal workers

AI Overlap Index
32.5 / 100
Selectively Exposed

Physical, social, or oversight-heavy work that AI augments rather than replaces.

SOC 47-4041 · Construction And Extraction

Bureau of Labor Statistics
Median pay
$48,490/yr
Hourly
$23/hr
Jobs 2024
51,300
Projected 2034
51,800
10-yr outlook
+1% · Slower than average
Employment change
500
Entry education
High school diploma or equivalent
SOC code
47-4041

Signal composition

how the 0-100 score is assembled

Task Automation Impact weight 60%
19.6
contribution to AOI: 11.8
Automation Potential weight 10%
20.0
contribution to AOI: 2.0
Market Pressure weight 15%
55.0
contribution to AOI: 8.2
Entry Barrier Erosion weight 15%
70.0
contribution to AOI: 10.5

By seniority

multiplicative adjustment from category curve

Entry
38.4
mult 1.18x
Mid
32.5
mult 1.00x
Senior
27.6
mult 0.85x

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
Supporting t9

Keep records of cleanup activities

AI can automate most record-keeping by processing voice notes, photos, sensor data, and generating compliance documentation. Workers could dictate observations and AI would structure them into required formats, though human review remains necessary for accuracy in regulatory contexts.

BLS evidence: Workers must 'Keep records of cleanup activities' as listed in the duties section.

72
automation
Important t10

Comply with state and federal laws regarding waste disposal

AI can track regulatory requirements, flag compliance issues, and generate required documentation, but the physical execution of proper disposal and the legal accountability for hazmat handling keeps humans in the loop. AI serves as a strong assistant for navigating complex regulations but cannot ensure physical compliance.

BLS evidence: Workers must 'Comply with state and federal laws regarding waste disposal' and follow EPA or OSHA regulations when preparing and transporting materials.

45
automation
Core t2

Test hazardous materials to determine the proper way to clean up

AI can assist with interpreting test results and recommending cleanup protocols based on material safety data sheets, but the physical testing itself requires on-site sample collection and equipment operation in hazardous environments. Human expertise remains essential for selecting appropriate tests and validating AI recommendations in high-stakes scenarios.

BLS evidence: Workers must 'Test hazardous materials to determine the proper way to clean up' and 'identify materials in a spill or leak and choose the proper method for safe cleanup.'

35
automation
Important t7

Operate heavy equipment and machinery to move materials from contaminated sites

While autonomous heavy equipment exists in controlled mining environments, hazmat sites present unpredictable obstacles, contamination risks, and safety requirements that require human operators. The operator must assess structural stability, contamination spread, and coordinate with cleanup crews in real-time.

BLS evidence: Workers 'use equipment such as forklifts, earthmoving machinery, and trucks' to 'move materials from contaminated sites to incinerators, landfills, or storage facilities.'

15
automation
Core t3

Follow safety procedures before, during, and after cleanup

Safety procedures in hazmat work require physical execution (donning PPE, establishing perimeters, monitoring air quality) and real-time situational awareness in dangerous environments. While AI could provide checklists or reminders, the actual compliance requires human physical presence and judgment that cannot be automated.

BLS evidence: The duties section lists 'Follow safety procedures before, during, and after cleanup' first, and the page emphasizes that 'Cleaning or removing hazardous materials is dangerous, and workers must follow specific safety procedures.'

12
automation
Important t5

Package, transport, or store hazardous materials

Involves careful physical handling of dangerous materials with strict safety protocols, operating in varied environments (buildings, outdoor sites, vehicles). Requires fine motor control for proper sealing and labeling, plus real-time judgment about container integrity that autonomous systems cannot safely execute.

BLS evidence: The duties include 'Package, transport, or store hazardous materials,' and workers 'prepare and transport hazardous materials for treatment, storage, or disposal.'

10
automation
Supporting t8

Clean contaminated tools and equipment for reuse

Requires physical decontamination procedures with specialized equipment, manual scrubbing, and verification that tools meet safety standards for reuse. The variety of tools and contamination types, plus the need for physical handling in decontamination stations, makes this unsuitable for current automation.

BLS evidence: The duties section lists 'Clean contaminated tools and equipment for reuse' as a regular activity.

9
automation
Core t1

Remove, neutralize, or clean up hazardous materials that are found or spilled

Requires physical presence in unpredictable contaminated environments, fine motor skills for handling hazardous materials safely, and real-time judgment about containment strategies that cannot be delegated to AI systems. Robotics for hazmat cleanup remains experimental and unsuitable for the variety of spill scenarios encountered.

BLS evidence: The duties section lists 'Remove, neutralize, or clean up hazardous materials that are found or spilled' as a primary activity, and the occupation is defined by cleaning up harmful substances.

8
automation
Important t6

Apply chemicals to surfaces to soften asbestos or remove lead-based paint

Demands precise manual application of chemicals in confined spaces or on irregular surfaces, with real-time assessment of material response and safety conditions. Robotics lack the dexterity and environmental adaptability for this work, especially in residential or industrial buildings with varying layouts.

BLS evidence: Asbestos and lead abatement workers 'apply chemicals to surfaces, such as walls and ceilings, in order to soften asbestos or remove lead-based paint.'

7
automation
Important t4

Construct scaffolding or build containment areas before cleaning up

Requires skilled manual labor in unpredictable contaminated sites, including carpentry, welding, and structural assessment. Current robotics cannot match the dexterity and adaptability needed for custom scaffolding construction in varied hazardous environments.

BLS evidence: Workers 'Construct scaffolding or build containment areas before cleaning up' as listed in the duties section.

6
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
20
karpathy 2/10
  • Karpathy/BLS Digital AI Exposure (0-10 scale rescaled to 0-100)
Market Pressure
55
outlook: Slower than average
  • BLS projected outlook: Slower than average (1%)
  • Indeed demand signal (monthly refresh pending)
Entry Barrier Erosion
70
ed: High school diploma or equivalent
  • BLS typical entry-level education: High school diploma or equivalent
  • Credential trend signal (annual refresh)

Related in Construction And Extraction

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