Business & Operations vs Library, Museum & Archives

How does Business & Operations compare to Library, Museum & Archives on AI displacement risk? Business & Operations averages 29.6/100 (median 28.1, mode 26) across 324 assessed roles, while Library, Museum & Archives averages 39.4/100 (median 35.9, mode 33) across 39 roles. Explore the zone distributions, specialisms, and individual roles below.

Business & Operations

29.6 /100

Mean29.6

Median28.1

Mode26

324 roles assessed

171

118

Green 35 Yellow 171 Red 118

Specialisms

Specialism	Avg Score	Roles
Executive Leadership	59.2	19
Consulting	35.9	25
HR & People	34.4	30
Operations Management	31.7	47
Project & Product Management	30.8	16
Sales	30.2	45
Insurance	29.9	17
Procurement	29.5	20
Finance & Accounting	28.6	90
Investment & Securities	27.9	25
Marketing	26.5	27
Banking & Lending	23.5	22
Admin & Office	10.1	35

Safest Roles

Most At-Risk Roles

File Clerks (Mid-Level) 1.5
Micro-Task Worker (Online) (Mid-Level) 1.7
Data Entry Keyer (Mid-Level) 2.3
Word Processor and Typist (Mid-Level) 2.6
Telephone Operator (Mid-Level) 3.0

View all 324 roles in Business & Operations →

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 →

Frequently Asked Questions

Which domain is safer from AI — Business & Operations or Library, Museum & Archives?

Library, Museum & Archives averages 39.4/100 across 39 roles, while Business & Operations averages 29.6/100 across 324 roles — a 9.8-point gap. Library, Museum & Archives has more roles in the Green Zone, making it the safer domain overall.

How many roles are in Business & Operations vs Library, Museum & Archives?

Business & Operations covers 324 assessed roles and Library, Museum & Archives covers 39 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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