← Risk register SOC 29-2061 · reviewed 2026-08-11

Licensed Practical and Licensed Vocational Nurses

648,410 US workers · median $64,400/yr · Healthcare

SAFE

The core of this job — administering injections and oral meds, changing dressings, inserting catheters, taking vitals, repositioning and bathing residents, feeding, monitoring for skin breakdown — happens with hands on a human body in nursing homes and clinics, where robotics is nowhere close. AI will absorb the charting, care-plan documentation, shift-report summaries, and insurance paperwork that eat a real share of the shift, which changes the day but not the headcount. State licensure and personal accountability for medication administration keep a credentialed human in the loop; note that this is a regulatory shield, and scope-of-practice rules can be rewritten.

10-year outlook: Demand keeps climbing with an aging population in nursing homes and home health; expect documentation load to shrink and bedside hours per shift to rise.

Score — 73/100 resistance

Five dimensions, 0–20 each, summed. Higher means more protected. The arithmetic is shown so you can check it: 15 + 18 + 15 + 15 + 10 = 73.

Task resistance 15/20

Tasks largely resist digitisation. At 15, the shift is dominated by tasks no software can perform — wound irrigation and packing, IM and subcutaneous injections, Foley insertion, ostomy care, glucose checks, two-person transfers — but it isn't 18 because MAR reconciliation, MDS-adjacent documentation, prior-auth forms, and shift-change reporting are genuine hours of the day and are exactly what language models eat first.

Embodiment 18/20

Hands-on in uncontrolled environments. An 18 reflects a body that must be within arm's reach of another body in an uncontrolled setting: turning a 240-lb resident on a fall-risk mattress, catching a combative dementia patient mid-slide, palpating for a vein, smelling a wound before you see it — the 2 points held back only because a slice of LPN work is now telehealth triage and clinic phone follow-up.

Liability shield 15/20

Licensed human required and personally liable. 15 is right because your NCLEX-PN license and state board number are attached to every med you push and every entry you sign, and a diversion or wrong-dose error goes to your license, not just your employer's — but it sits below the 18-20 band because your scope is defined and supervised by the RN or physician who writes the orders, so you carry accountability without independent authority.

Trust premium 15/20

The human relationship is the product. In long-term care you are the person a resident sees three shifts a week for two years, and families call asking for you by name because you noticed the appetite change first; 15 rather than 19 because agency staffing, high turnover, and rotating floor assignments mean the institution, not the individual, is often what the patient is stuck with.

Judgment & accountability 10/20

Meaningful discretion. 10 fits the reality that you decide when a change in mentation, output, or skin color warrants escalating to the RN or calling the family — real triage discretion under time pressure — but the definitive calls on diagnosis, med changes, and code status belong to others, and much of your day runs on standing orders, care plans, and protocol.

Confidence: high · reviewed 2026-08-11 · how scoring works

Tasks already automatable

What survives

Active moats: embodiment, licensure, trust

How to future-proof this job

Field report — do you do this job?

Has AI actually changed your work?

Self-reported and unverified — a sentiment signal, not a survey. One response per person per occupation; you can change your answer.

From people who do this job

Nobody has filed one yet. If you do this work, you know things the rubric can't see.

What has actually changed in your work?

Concrete beats general: a tool that arrived, a task that moved, a headcount decision you watched happen. Don't include anything that identifies you or your employer if that would put you at risk.