Nursing assistants and orderlies
Embodied skill, frontline presence, or deep institutional judgment. Most insulated.
SOC · Healthcare
Signal composition
how the 0-100 score is assembled
By seniority
multiplicative adjustment from category curve
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
Listen to and record patients' health concerns and report information to nurses
AI can transcribe and summarize patient statements with high accuracy, and flag concerning symptoms, but eliciting concerns requires empathetic human interaction and interpreting non-verbal cues. AI assists documentation substantially but cannot replace the interpersonal listening component.
BLS evidence: Nursing assistants 'listen to and record patients' health concerns and report that information to nurses' as part of their duties.
Measure patients' vital signs such as blood pressure and temperature
Modern automated devices can measure vitals, and AI can flag abnormalities, but physical placement of equipment (blood pressure cuffs, thermometers) on diverse patients and verification of proper readings still requires human presence and judgment in most care settings.
BLS evidence: The duties section states nursing assistants 'measure patients' vital signs, such as blood pressure and temperature.'
Stock supplies
Inventory management AI can track and predict supply needs effectively, and some automated delivery exists, but physical restocking in varied healthcare locations with different storage configurations and the need to verify expiration dates keeps significant human involvement necessary.
BLS evidence: Orderlies 'stock supplies' as part of their typical duties.
Dispense medication to patients
Automated dispensing systems exist but require human verification of patient identity, medication type, and patient ability to take medication safely. The physical act of administering and the liability for errors keep this task firmly human-centered despite technological assists.
BLS evidence: The page states 'depending on their training level and the state in which they work, nursing assistants also may dispense medication.'
Clean equipment and facilities
Robotic cleaning systems can handle floors and surfaces in structured environments, but healthcare equipment cleaning requires proper disinfection protocols, inspection for damage, and handling of diverse specialized instruments in varied spaces, limiting full automation.
BLS evidence: Orderlies typically 'clean equipment and facilities' as part of their duties.
Change linens
Requires physical manipulation of linens around patients or in occupied beds, judgment about infection control, and adaptation to different bed types and patient conditions. Robotic fabric manipulation in unstructured healthcare environments remains beyond current capabilities.
BLS evidence: Orderlies 'change linens' is listed among their typical duties.
Help patients move around the facility by pushing wheelchairs
Autonomous wheelchairs exist but navigating crowded, dynamic healthcare facilities while monitoring patient comfort and safety requires real-time human judgment. Liability concerns and the need to respond to patient distress during transport prevent automation.
BLS evidence: Orderlies 'help patients to move around the facility, such as by pushing their wheelchairs' is listed as a typical duty.
Serve meals and help patients eat
Involves physical meal delivery, assessing swallowing ability, adapting feeding pace to patient needs, and preventing aspiration—all requiring real-time physical presence and nuanced judgment about patient safety that robotics cannot reliably provide.
BLS evidence: Nursing assistants 'serve meals and help patients eat' is listed among their typical duties.
Turn, reposition, and transfer patients between beds and wheelchairs
Requires significant physical strength, real-time assessment of patient pain and stability, and adaptive manipulation in constrained spaces. While some lift-assist devices exist, autonomous repositioning of patients involves unacceptable safety risks that prevent AI/robotic deployment.
BLS evidence: Nursing assistants 'turn, reposition, and transfer patients between beds and wheelchairs' is listed as a core duty.
Clean and bathe patients
Requires physical dexterity, tactile sensitivity to patient comfort and skin condition, and real-time adaptation to patient mobility and cooperation in unpredictable care environments. Current robotics cannot safely handle the variability of human bodies and patient responses.
BLS evidence: Nursing assistants 'provide basic care and help with activities of daily living' and 'clean and bathe patients' is listed as a primary duty.
Help patients use the toilet and dress
Demands fine motor control for clothing manipulation, physical strength for patient support, and real-time judgment about patient dignity and safety during intimate care. Robotics lack the dexterity and situational awareness for this highly variable physical task.
BLS evidence: The duties section explicitly states nursing assistants 'help patients use the toilet and dress' as part of basic care.
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
- Karpathy/BLS Digital AI Exposure (0-10 scale rescaled to 0-100)
- BLS projected outlook: Slower than average (2%)
- Indeed demand signal (monthly refresh pending)
- BLS typical entry-level education: See How to Become One
- Credential trend signal (annual refresh)
Related in Healthcare
closest AOI neighbors in the same category