United Kingdom ๐ฌ๐ง
Emerging disruption pressure across 43 representative jobs covering 90.6% of the country's modelled GDP. The Rebellion Risk profile adds a structural-pressure view of how disruption may interact with economic strain, governance, civic space, support systems, and history. Government Preparedness then measures observable capacity to prevent, absorb, and respond to AI-related shocks. These are evidence indexes, not forecasts.
- Job Doom
- 27.8
- GDP coverage
- 90.6%
- Confidence
- 70/100
- Economic data
- 2025
0 comments ยท 0 votes
Sign in to join the discussion โ
No comments yet. Start the discussion.
Jobs shaping United Kingdom's score
GDP shares are transparent estimates derived from World Bank sector value added and a fixed sector-to-occupation allocation. They describe economic importance, not the percentage of workers in each job.
-
Customer service representatives
Business, finance and digital services- Estimated GDP share
- 4.47%
- Job Doom
- 60.3
- Confidence
- 70/100
-
General and operations managers
Business, finance and digital services- Estimated GDP share
- 3.73%
- Job Doom
- 21.0
- Confidence
- 72/100
-
Retail salespersons
Trade, transport and distribution- Estimated GDP share
- 3.69%
- Job Doom
- 31.8
- Confidence
- 68/100
-
Secretaries and administrative assistants
Business, finance and digital services- Estimated GDP share
- 3.35%
- Job Doom
- 46.0
- Confidence
- 72/100
-
Accountants and auditors
Business, finance and digital services- Estimated GDP share
- 2.98%
- Job Doom
- 37.8
- Confidence
- 73/100
-
Software developers
Business, finance and digital services- Estimated GDP share
- 2.98%
- Job Doom
- 34.8
- Confidence
- 66/100
-
Heavy truck and lorry drivers
Trade, transport and distribution- Estimated GDP share
- 2.73%
- Job Doom
- 8.6
- Confidence
- 70/100
-
Registered nurses
Public, health and education services- Estimated GDP share
- 2.68%
- Job Doom
- 12.2
- Confidence
- 80/100
-
Data entry clerks
Business, finance and digital services- Estimated GDP share
- 2.61%
- Job Doom
- 62.7
- Confidence
- 65/100
-
Financial and investment analysts
Business, finance and digital services- Estimated GDP share
- 2.61%
- Job Doom
- 54.2
- Confidence
- 71/100
-
Market research and marketing professionals
Business, finance and digital services- Estimated GDP share
- 2.61%
- Job Doom
- 56.4
- Confidence
- 70/100
-
Primary school teachers
Public, health and education services- Estimated GDP share
- 2.49%
- Job Doom
- 15.0
- Confidence
- 76/100
-
Secondary school teachers
Public, health and education services- Estimated GDP share
- 2.30%
- Job Doom
- 27.0
- Confidence
- 75/100
-
Compliance and regulatory officers
Business, finance and digital services- Estimated GDP share
- 2.24%
- Job Doom
- 19.5
- Confidence
- 74/100
-
Computer programmers
Business, finance and digital services- Estimated GDP share
- 2.24%
- Job Doom
- 62.5
- Confidence
- 63/100
-
Lawyers
Business, finance and digital services- Estimated GDP share
- 2.24%
- Job Doom
- 22.2
- Confidence
- 72/100
-
Hotel and office cleaners
Hospitality and personal services- Estimated GDP share
- 2.08%
- Job Doom
- 4.2
- Confidence
- 67/100
-
Cashiers and ticket clerks
Trade, transport and distribution- Estimated GDP share
- 2.05%
- Job Doom
- 18.6
- Confidence
- 71/100
-
Mechanical machinery assemblers
Manufacturing- Estimated GDP share
- 2.04%
- Job Doom
- 9.4
- Confidence
- 65/100
-
Carpenters and joiners
Construction and utilities- Estimated GDP share
- 1.92%
- Job Doom
- 4.5
- Confidence
- 70/100
-
Government administration officers
Public, health and education services- Estimated GDP share
- 1.91%
- Job Doom
- 24.2
- Confidence
- 74/100
-
Medical practitioners
Public, health and education services- Estimated GDP share
- 1.91%
- Job Doom
- 11.7
- Confidence
- 69/100
-
Nursing assistants
Public, health and education services- Estimated GDP share
- 1.91%
- Job Doom
- 7.6
- Confidence
- 64/100
-
Cooks
Hospitality and personal services- Estimated GDP share
- 1.86%
- Job Doom
- 7.1
- Confidence
- 69/100
-
Graphic and multimedia designers
Business, finance and digital services- Estimated GDP share
- 1.86%
- Job Doom
- 38.2
- Confidence
- 71/100
-
Hotel receptionists
Hospitality and personal services- Estimated GDP share
- 1.86%
- Job Doom
- 27.8
- Confidence
- 71/100
-
Technical writers
Business, finance and digital services- Estimated GDP share
- 1.86%
- Job Doom
- 46.1
- Confidence
- 67/100
-
Machinists and machine-tool operators
Manufacturing- Estimated GDP share
- 1.70%
- Job Doom
- 6.4
- Confidence
- 70/100
-
Manufacturing maintenance workers
Manufacturing- Estimated GDP share
- 1.70%
- Job Doom
- 6.1
- Confidence
- 71/100
-
Waiters
Hospitality and personal services- Estimated GDP share
- 1.64%
- Job Doom
- 9.8
- Confidence
- 70/100
-
Building electricians
Construction and utilities- Estimated GDP share
- 1.60%
- Job Doom
- 6.7
- Confidence
- 70/100
-
Infrastructure maintenance workers
Construction and utilities- Estimated GDP share
- 1.60%
- Job Doom
- 6.1
- Confidence
- 71/100
-
Medical records specialists
Public, health and education services- Estimated GDP share
- 1.53%
- Job Doom
- 56.1
- Confidence
- 64/100
-
Police officers
Public, health and education services- Estimated GDP share
- 1.53%
- Job Doom
- 11.9
- Confidence
- 69/100
-
Social and human service assistants
Public, health and education services- Estimated GDP share
- 1.53%
- Job Doom
- 11.5
- Confidence
- 72/100
-
Journalists
Business, finance and digital services- Estimated GDP share
- 1.49%
- Job Doom
- 30.7
- Confidence
- 68/100
-
Client information workers
Trade, transport and distribution- Estimated GDP share
- 1.37%
- Job Doom
- 54.5
- Confidence
- 70/100
-
Real estate agents
Trade, transport and distribution- Estimated GDP share
- 1.37%
- Job Doom
- 28.4
- Confidence
- 71/100
-
Security guards
Public, health and education services- Estimated GDP share
- 1.34%
- Job Doom
- 7.1
- Confidence
- 66/100
-
Child care workers
Hospitality and personal services- Estimated GDP share
- 1.31%
- Job Doom
- 7.4
- Confidence
- 75/100
-
Logistics and transport clerks
Trade, transport and distribution- Estimated GDP share
- 1.23%
- Job Doom
- 26.3
- Confidence
- 76/100
-
Supply and distribution managers
Trade, transport and distribution- Estimated GDP share
- 1.23%
- Job Doom
- 18.9
- Confidence
- 82/100
-
Travel consultants
Hospitality and personal services- Estimated GDP share
- 1.20%
- Job Doom
- 42.5
- Confidence
- 67/100
Country score progression
Historical country points reuse the same current GDP weights so changes represent new occupation evidence rather than changes in economic composition.
- 31.4
- 27.8
- 27.8
Sector profile and provenance
Reported sector shares. The latest available value is used for each top-level sector. Manufacturing is shown inside industry and is not added to the 100% total a second time.
- Agriculture
- 0.7%
- Industry
- 18.3%
- Manufacturing within GDP
- 8.5%
- Services
- 81.0%
Structural pressure in United Kingdom
Emerging structural pressure at 22.3 out of 100. This is a comparative early-warning index, not a probability or prediction that an uprising will occur.
- Small protest pressure
- 22.1
- Emerging structural pressure
- Medium protest pressure
- 22.0
- Emerging structural pressure
- Large protest pressure
- 21.7
- Emerging structural pressure
Current input snapshot
- Unemployment
- 4.7% (2025)
- Youth unemployment
- 14.6% (2025)
- Inflation
- 3.9% (2025)
- Political stability
- 70.3/100
- Government effectiveness
- 74.4/100
- Rule of law
- 78.8/100
- Voice and accountability
- 79.6/100
- Civic space
- Obstructed (60/100)
- Social protection
- 85.9% (ILO income-group estimate)
Recorded protest history
- Economic protests in Carnegie tracker
- 1
- Economic protests since 2023
- 1
- Largest recorded size band
- Hundreds
- UCDP violent political protest events
- 0
- Latest UCDP year
- Not recorded
- Farmers' protest 2024Hundreds
Confidence is reduced for modelled inputs. Social protection uses the ILO's 2023 high income group estimate because a complete country-level public download was unavailable. Other fallback fields: none.
Rebellion Risk timeline
This first publication establishes the initial snapshot. Complete future reports append comparable points instead of silently replacing earlier assessments.
- 22.3Initial published snapshot
Compare all countries and impact layers โ Read the complete method โ
Public capacity in United Kingdom
Strong observed preparedness at 83.9 out of 100. This comparison measures documented capacity, not a guarantee, endorsement, or prediction of future government performance.
- Prevent
- 81.4
- Prevent avoidable AI harm
- Absorb
- 93.0
- Absorb economic and cyber shocks
- Respond
- 78.7
- Respond lawfully and effectively
Current input snapshot
- Responsible AI safeguards
- 72.7/100 (2026)
- Digital state capacity
- 95.8/100 (2024)
- Cyber resilience
- 100.0/100 (2024)
- Social shock protection
- 85.9/100 (2023)
- Institutional execution
- 76.1/100 (2024)
- Crisis-response capacity
- 84.0/100 (2026)
Model interpretation
- Weakest stage
- Respond lawfully and effectively
- Overall method
- Weighted geometric mean
- Observed fallbacks
- 0
- Confidence
- 86/100
Prevention carries 40% of the final score. Absorption and response each carry 30%. The geometric mean limits compensation when one stage is materially weaker.
Confidence is reduced for modelled inputs. Social protection uses the ILO's 2023 high income estimate. Other fallbacks: none.
Government Preparedness timeline
This first publication establishes the initial snapshot. Complete future reports append comparable points and retain the previous validated generation.
- 83.9Initial published snapshot
Compare all countries and capacity layers โ Read the complete method โ
People and companies
Associations reuse reviewed People country codes and Company headquarters data. They support navigation only and never change a country or job score.
People (7)
- Amanda AskellAnthropic
- Demis HassabisGoogle
- Geoffrey HintonUniversity of Toronto
- Nick BostromUniversity of Oxford
- Stuart RussellUC Berkeley
- Toby OrdUniversity of Oxford
- Victoria KrakovnaGoogle
Companies (10)
- Stability AI ๐ฌ๐ง2 models ยท 4 evidence items
- Adarga ๐ฌ๐ง0 models ยท 1 evidence items
- Alba Ultrasound ๐ฌ๐ง0 models ยท 1 evidence items
- Arm ๐ฌ๐ง0 models ยท 1 evidence items
- Baillie Gifford ๐ฌ๐ง0 models ยท 1 evidence items
- Blue Bear Systems Research ๐ฌ๐ง0 models ยท 1 evidence items
- Frazer-Nash Consultancy ๐ฌ๐ง0 models ยท 1 evidence items
- Isomorphic Labs ๐ฌ๐ง0 models ยท 1 evidence items
- Rowden ๐ฌ๐ง0 models ยท 1 evidence items
- Significant Gravitas ๐ฌ๐ง0 models ยท 1 evidence items