Veterinary assistants and laboratory animal caretakers

AI Overlap Index
26.3 / 100
Insulated

Embodied skill, frontline presence, or deep institutional judgment. Most insulated.

SOC 31-9096 · Healthcare

Bureau of Labor Statistics
Median pay
$37,320/yr
Hourly
$18/hr
Jobs 2024
117,800
Projected 2034
128,100
10-yr outlook
+9% · Much faster than average
Employment change
10,300
Entry education
High school diploma or equivalent
SOC code
31-9096

Signal composition

how the 0-100 score is assembled

Task Automation Impact weight 60%
15.5
contribution to AOI: 9.3
Automation Potential weight 10%
20.0
contribution to AOI: 2.0
Market Pressure weight 15%
30.0
contribution to AOI: 4.5
Entry Barrier Erosion weight 15%
70.0
contribution to AOI: 10.5

By seniority

multiplicative adjustment from category curve

Entry
28.9
mult 1.10x
Mid
26.3
mult 1.00x
Senior
21.6
mult 0.82x

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 t5

Maintain and sterilize surgical instruments and equipment

Involves physical manipulation of varied surgical instruments through cleaning and sterilization equipment, with quality verification; automated sterilization systems exist but require human loading, unloading, verification of sterility indicators, and handling of diverse instrument types.

BLS evidence: The duties section lists 'Maintain and sterilize surgical instruments and equipment' as a typical task.

25
automation
Important t4

Monitor and care for animals after surgery

Requires continuous physical presence to observe post-surgical animals for distress, bleeding, or complications, with real-time intervention capability; while monitoring devices can assist, the need for immediate physical response to emergent situations and nuanced behavioral assessment limits full automation.

BLS evidence: The duties section states workers 'Monitor and care for animals after surgery.'

22
automation
Important t7

Give medication or immunizations that veterinarians prescribe

Involves physical administration of medications via injection, oral, or topical routes to animals that may resist, requiring dosage verification, proper restraint coordination, and immediate response to adverse reactions; the physical variability and risk management exceed current automation capabilities.

BLS evidence: The duties section states workers 'Give medication or immunizations that veterinarians prescribe.'

20
automation
Important t3

Clean and disinfect cages, kennels, and examination and operating rooms

Involves physical cleaning in varied spatial configurations with unpredictable contamination patterns, requiring navigation around equipment and assessment of cleanliness standards; while robotic cleaners exist, the variability of veterinary spaces and need for thoroughness verification limits automation.

BLS evidence: The duties section includes 'Clean and disinfect cages, kennels, and examination and operating rooms' as a regular task.

18
automation
Supporting t10

Move animals during testing and other procedures

Involves safely transporting live animals of varying sizes and temperaments between locations, requiring physical handling, behavioral assessment to prevent escape or injury, and navigation through clinical spaces; the unpredictability of animal behavior and varied physical environments limit robotic automation.

BLS evidence: The page notes 'They also move animals during testing and other procedures.'

16
automation
Important t6

Assist in collecting blood, urine, and tissue samples

Requires precise physical manipulation to collect samples from live, potentially uncooperative animals, with real-time adjustment based on animal movement and anatomical variation; demands fine motor control and tactile feedback beyond current robotic capabilities in unstructured veterinary settings.

BLS evidence: The duties section includes 'Assist in collecting blood, urine, and tissue samples' as a regular responsibility.

15
automation
Supporting t9

Prepare equipment and pass surgical instruments to veterinarians during surgery

Requires anticipating surgeon needs, selecting correct instruments from varied sets, and passing them with precise timing and orientation during active surgery on live animals; while surgical robotics exist, the assistant role demands real-time human coordination and adaptability to unexpected surgical developments.

BLS evidence: The page states 'They may prepare equipment and pass surgical instruments and materials to veterinarians during surgery.'

14
automation
Core t1

Feed, bathe, and exercise animals

Requires physical interaction with live animals in unpredictable environments, including handling anxious or aggressive animals, fine motor skills for bathing, and real-time judgment about animal behavior and stress levels that current robotics cannot safely manage.

BLS evidence: The duties section lists 'Feed, bathe, and exercise animals' as a primary task performed by these workers.

12
automation
Important t8

Help provide emergency first aid to sick and injured animals

Demands rapid physical intervention in unpredictable emergency scenarios with live animals, requiring real-time triage, manual stabilization techniques, wound management, and coordination with veterinarians; the high-stakes, unstructured nature and need for immediate physical action make this essentially unautomatable.

BLS evidence: The duties section includes 'Help provide emergency first aid to sick and injured animals.'

10
automation
Core t2

Restrain animals during examination and laboratory procedures

Demands physical restraint of potentially struggling animals with appropriate force calibration to avoid injury while ensuring safety during procedures, requiring real-time tactile feedback and animal behavior reading that AI-robotics systems cannot reliably perform.

BLS evidence: The duties section explicitly states workers 'Restrain animals during examination and laboratory procedures.'

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
20
karpathy 2/10
  • Karpathy/BLS Digital AI Exposure (0-10 scale rescaled to 0-100)
Market Pressure
30
outlook: Much faster than average
  • BLS projected outlook: Much faster than average (9%)
  • 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 Healthcare

closest AOI neighbors in the same category