The Task Exposure Indexv2026.Q3
Occupation · SOC 39-4011.00 · Job Zone 3

AI exposure: Embalmers

Prepare bodies for interment in conformity with legal requirements.

Reading this score

computed

Embalmers is among the least exposed occupations measured, at 5.3% of weighted task load, rank 870 of 923. 90.5% of this job is work current AI systems cannot produce at all. That is not a statement about skill or value. It is a statement about what these systems can and cannot do.

What holds the line here is embodiment. Across this occupation's 26 tasks it averages 2.55 out of 3, the highest of the five friction dimensions. In plain terms, the work has to happen in physical space. A language model cannot move matter. Until the robotics to do this work is both good enough and cheap enough to deploy widely, capability in software does not reach it.

The most exposed thing this job does is Maintain records, at 73.3%. The least is Press diaphragm to evacuate air from lungs, at 0.0%. A gap of 73.3% between two parts of the same job is the reason this index publishes at task level. An occupation-wide number would have hidden both.

Within personal care and service occupations, this one is less exposed than the median of 24.4% across the group's 31 roles, with 30 scoring higher. Being in an exposed family does not make a particular job exposed, and the reverse holds too.

What would move this score. Of 26 tasks, 2 are currently banded exposed, 1 assisted and 23 untouched. For that distribution to shift materially would take robotics cheap and reliable enough to deploy at scale, not a better language model. The score is re-computed every quarter against a fresh capability reference, and the change is published rather than quietly applied.

Where the score comes from

judged

Every task is scored through the standardised work activities it maps to. These are this occupation’s averages on the six rubric dimensions. Capability is what AI can do; the other five are what stands in the way.

DimensionMeanScale
Capability0.380-4
Embodiment2.550-3
Presence1.880-3
Accountability1.730-3
Context1.230-3
Verification cost1.540-3

Task by task

26 tasks, O*NET 31.0
TaskExposedAssistedUntouchedImportanceBand
Maintain records, such as itemized lists of clothing or valuables delivered with body and names of persons embalmed.73.3%26.7%0.0%4.35exposed
Conduct interviews to arrange for the preparation of obituary notices, to assist with the selection of caskets or urns, and to determine the location and time of burials or cremations.26.7%23.3%50.0%4.51exposed
Conform to laws of health and sanitation and ensure that legal requirements concerning embalming are met.16.7%33.3%50.0%4.85assisted
Supervise funeral attendants and other funeral home staff.13.3%11.7%75.0%4.18untouched
Assist coroners at death scenes or at autopsies, file police reports, and testify at inquests or in court, if employed by a coroner.7.8%17.2%75.0%3.58untouched
Apply cosmetics to impart lifelike appearance to the deceased.0.0%0.0%100.0%4.74untouched
Join lips, using needles and thread or wire.0.0%0.0%100.0%4.74untouched
Close incisions, using needles and sutures.0.0%0.0%100.0%4.67untouched
Incise stomach and abdominal walls and probe internal organs, using trocar, to withdraw blood and waste matter from organs.0.0%0.0%100.0%4.67untouched
Clean and disinfect areas in which bodies are prepared and embalmed.0.0%0.0%100.0%4.66untouched
Dress bodies and place them in caskets.0.0%0.0%100.0%4.65untouched
Make incisions in arms or thighs and drain blood from circulatory system and replace it with embalming fluid, using pump.0.0%0.0%100.0%4.63untouched
Remove the deceased from place of death and transport to funeral home.0.0%0.0%100.0%4.61untouched
Perform the duties of funeral directors, including coordinating funeral activities.0.0%0.0%100.0%4.57untouched
Attach trocar to pump-tube, start pump, and repeat probing to force embalming fluid into organs.0.0%0.0%100.0%4.54untouched
Reshape or reconstruct disfigured or maimed bodies when necessary, using dermasurgery techniques and materials such as clay, cotton, plaster of Paris, and wax.0.0%0.0%100.0%4.52untouched
Pack body orifices with cotton saturated with embalming fluid to prevent escape of gases or waste matter.0.0%0.0%100.0%4.52untouched
Insert convex celluloid or cotton between eyeballs and eyelids to prevent slipping and sinking of eyelids.0.0%0.0%100.0%4.49untouched
Assist with placing caskets in hearses and organize cemetery processions.0.0%0.0%100.0%4.38untouched
Wash and dry bodies, using germicidal soap and towels or hot air dryers.0.0%0.0%100.0%4.31untouched
Arrange for transporting the deceased to another state for interment.0.0%0.0%100.0%4.27untouched
Perform special procedures necessary for remains that are to be transported to other states or overseas, or where death was caused by infectious disease.0.0%0.0%100.0%4.21untouched
Serve as pallbearers, attend visiting rooms, and provide other assistance to the bereaved.0.0%0.0%100.0%4.16untouched
Direct casket and floral display placement and arrange guest seating.0.0%0.0%100.0%4.10untouched
Arrange funeral home equipment and perform general maintenance.0.0%0.0%100.0%4.00untouched
Press diaphragm to evacuate air from lungs.0.0%0.0%100.0%2.89untouched

Task text and importance ratings sourced from O*NET 31.0. Shares computed. The occupation score is the importance-weighted mean.

Occupations either side of this one

The four closest scores in the same occupational family, then the four closest anywhere in the index.

Read this carefully. Exposure is not displacement. A high score means current AI systems can produce this work, not that anyone will stop paying a person to do it. Adoption depends on economics, regulation and inertia that this index deliberately does not model. How the score is built.

What this means in practice

Most of this work is not reachable by current systems, so the immediate pressure is on the administrative edges of the role rather than its core: the scheduling, the reporting, the written records. That is where time is recovered.