AI exposure: Museum Technicians and Conservators
Restore, maintain, or prepare objects in museum collections for storage, research, or exhibit. May work with specimens such as fossils, skeletal parts, or botanicals; or artifacts, textiles, or art. May identify and record objects or install and arrange them in exhibits. Includes book or document conservators.
Reading this score
computedAt 29.0% of weighted task load, Museum Technicians and Conservators sits at the 51th percentile, below the point where a job's centre of gravity has moved. 57.0% of what this role does is untouched, meaning current systems cannot produce that work at all, whatever the commercial incentive.
What holds the line here is context. Across this occupation's 24 tasks it averages 1.55 out of 3, the highest of the five friction dimensions. In plain terms, the work depends on knowledge the model cannot hold. Much of this job runs on things that were never written down: what this particular organisation does, what happened last week, what the person across the table actually meant. That context is the barrier, and it erodes as systems are given more access.
The most exposed thing this job does is Plan and conduct research to develop and improve methods of restoring and preserving specimens, at 86.7%. The least is Preserve or direct preservation of objects, at 0.0%. A gap of 86.7% 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 educational instruction and library occupations, this one is less exposed than the median of 42.4% across the group's 62 roles, with 56 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 24 tasks, 10 are currently banded exposed, 1 assisted and 13 untouched. For that distribution to shift materially would take systems being given deeper access to the organisation's own records and history, which is already happening. 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
judgedEvery 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.
| Dimension | Mean | Scale |
|---|---|---|
| Capability | 1.70 | 0-4 |
| Embodiment | 1.46 | 0-3 |
| Presence | 0.69 | 0-3 |
| Accountability | 0.74 | 0-3 |
| Context | 1.55 | 0-3 |
| Verification cost | 1.13 | 0-3 |
Task by task
24 tasks, O*NET 31.0| Task | Exposed | Assisted | Untouched | Importance | Band |
|---|---|---|---|---|---|
| Plan and conduct research to develop and improve methods of restoring and preserving specimens. | 86.7% | 13.3% | 0.0% | 4.04 | exposed |
| Prepare reports on the operation of conservation laboratories, documenting the condition of artifacts, treatment options, and the methods of preservation and repair used. | 73.3% | 26.7% | 0.0% | 4.39 | exposed |
| Estimate cost of restoration work. | 73.3% | 26.7% | 0.0% | 3.30 | exposed |
| Enter information about museum collections into computer databases. | 64.2% | 23.3% | 12.5% | 4.14 | exposed |
| Perform tests and examinations to establish storage and conservation requirements, policies, and procedures. | 55.0% | 20.0% | 25.0% | 4.46 | exposed |
| Lead tours and teach educational courses to students and the general public. | 55.0% | 20.0% | 25.0% | 2.96 | exposed |
| Specialize in particular materials or types of object, such as documents and books, paintings, decorative arts, textiles, metals, or architectural materials. | 47.9% | 14.6% | 37.5% | 4.74 | exposed |
| Recommend preservation procedures, such as control of temperature and humidity, to curatorial and building staff. | 45.0% | 30.0% | 25.0% | 4.67 | exposed |
| Classify and assign registration numbers to artifacts and supervise inventory control. | 33.3% | 29.2% | 37.5% | 3.22 | exposed |
| Notify superior when restoration of artifacts requires outside experts. | 30.0% | 20.0% | 50.0% | 3.45 | exposed |
| Construct skeletal mounts of fossils, replicas of archaeological artifacts, or duplicate specimens, using a variety of materials and hand tools. | 28.7% | 13.0% | 58.3% | 3.00 | untouched |
| Perform on-site field work which may involve interviewing people, inspecting and identifying artifacts, note-taking, viewing sites and collections, and repainting exhibition spaces. | 20.8% | 10.4% | 68.8% | 3.52 | untouched |
| Study object documentation or conduct standard chemical and physical tests to ascertain the object's age, composition, original appearance, need for treatment or restoration, and appropriate preservation method. | 20.0% | 30.0% | 50.0% | 4.52 | assisted |
| Direct and supervise curatorial, technical, and student staff in the handling, mounting, care, and storage of art objects. | 13.3% | 11.7% | 75.0% | 4.38 | untouched |
| Supervise and work with volunteers. | 13.3% | 11.7% | 75.0% | 3.00 | untouched |
| Determine whether objects need repair and choose the safest and most effective method of repair. | 10.0% | 15.0% | 75.0% | 4.83 | untouched |
| Photograph objects for documentation. | 10.0% | 15.0% | 75.0% | 4.29 | untouched |
| Deliver artwork on courier trips. | 7.9% | 4.6% | 87.5% | 3.20 | untouched |
| Install, arrange, assemble, and prepare artifacts for exhibition, ensuring the artifacts' safety, reporting their status and condition, and identifying and correcting any problems with the set up. | 0.0% | 0.0% | 100.0% | 4.59 | untouched |
| Clean objects, such as paper, textiles, wood, metal, glass, rock, pottery, and furniture, using cleansers, solvents, soap solutions, and polishes. | 0.0% | 0.0% | 100.0% | 4.50 | untouched |
| Repair, restore, and reassemble artifacts, designing and fabricating missing or broken parts, to restore them to their original appearance and prevent deterioration. | 0.0% | 0.0% | 100.0% | 4.46 | untouched |
| Prepare artifacts for storage and shipping. | 0.0% | 0.0% | 100.0% | 3.96 | untouched |
| Coordinate exhibit installations, assisting with design, constructing displays, dioramas, display cases, and models, and ensuring the availability of necessary materials. | 0.0% | 0.0% | 100.0% | 3.21 | untouched |
| Preserve or direct preservation of objects, using plaster, resin, sealants, hardeners, and shellac. | 0.0% | 0.0% | 100.0% | 3.58 | untouched |
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.