Library, Museum & Archives vs Retail & Service

How does Library, Museum & Archives compare to Retail & Service on AI displacement risk? Library, Museum & Archives averages 39.4/100 (median 35.9, mode 33) across 39 assessed roles, while Retail & Service averages 40.8/100 (median 42.5, mode 45) across 249 roles. Explore the zone distributions, specialisms, and individual roles below.

Library, Museum & Archives

39.4 /100

Mean39.4

Median35.9

Mode33

39 roles assessed

Green 12 Yellow 23 Red 4

Specialisms

Specialism	Avg Score	Roles
Archival & Curation	41.9	25
Library Services	34.9	14

Safest Roles

Most At-Risk Roles

Library Assistants, Clerical (Entry-to-Mid) 11.5
Library Technician (Mid-Level) 15.6
Museum Gallery Attendant (Entry-to-Mid Level) 23.1
Cataloguing and Metadata Librarian (Mid-Level) 24.6
Genealogist (Mid-Level) 25.1

View all 39 roles in Library, Museum & Archives →

Retail & Service

40.8 /100

Mean40.8

Median42.5

Mode45

249 roles assessed

133

Green 78 Yellow 133 Red 38

Specialisms

Specialism	Avg Score	Roles
Personal Care	51.6	53
Hospitality	42.3	92
Food Service	42.2	59
Retail	32.3	57
Customer Service	25.0	19

Safest Roles

Sushi Master / Itamae (Mid-to-Senior) 75.5
Cruise Ship Entertainer (Mid-Level) 73.4
Aesthetic Practitioner (Mid-Senior) 72.1
Expedition Leader (Mid-to-Senior) 70.7
Private Chef (Mid-to-Senior) 70.4

Most At-Risk Roles

View all 249 roles in Retail & Service →

Frequently Asked Questions

Which domain is safer from AI — Library, Museum & Archives or Retail & Service?

Retail & Service averages 40.8/100 across 249 roles, while Library, Museum & Archives averages 39.4/100 across 39 roles — a 1.4-point gap. Retail & Service has more roles in the Green Zone, making it the safer domain overall.

How many roles are in Library, Museum & Archives vs Retail & Service?

Library, Museum & Archives covers 39 assessed roles and Retail & Service covers 249 roles. Each role is individually scored on the AI Job Resistance Index across five dimensions including Task Resistance, Evidence, Barriers, Protective Principles, and AI Growth Correlation.

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