United States ๐บ๐ธ
Emerging disruption pressure across 43 representative jobs covering 91.0% 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
- 27.4
- GDP coverage
- 91.0%
- Confidence
- 71/100
- Economic data
- 2021
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Jobs shaping United States'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
- 4.44%
- Job Doom
- 60.3
- Confidence
- 70/100
-
General and operations managers
Business, finance and digital services- Estimated GDP share
- 3.70%
- Job Doom
- 21.0
- Confidence
- 72/100
-
Retail salespersons
Trade, transport and distribution- Estimated GDP share
- 3.67%
- Job Doom
- 31.8
- Confidence
- 68/100
-
Secretaries and administrative assistants
Business, finance and digital services- Estimated GDP share
- 3.33%
- Job Doom
- 46.0
- Confidence
- 72/100
-
Accountants and auditors
Business, finance and digital services- Estimated GDP share
- 2.96%
- Job Doom
- 37.8
- Confidence
- 73/100
-
Software developers
Business, finance and digital services- Estimated GDP share
- 2.96%
- Job Doom
- 34.8
- Confidence
- 66/100
-
Heavy truck and lorry drivers
Trade, transport and distribution- Estimated GDP share
- 2.72%
- Job Doom
- 8.6
- Confidence
- 70/100
-
Mechanical machinery assemblers
Manufacturing- Estimated GDP share
- 2.67%
- Job Doom
- 9.4
- Confidence
- 65/100
-
Registered nurses
Public, health and education services- Estimated GDP share
- 2.66%
- Job Doom
- 12.2
- Confidence
- 80/100
-
Data entry clerks
Business, finance and digital services- Estimated GDP share
- 2.59%
- Job Doom
- 62.7
- Confidence
- 65/100
-
Financial and investment analysts
Business, finance and digital services- Estimated GDP share
- 2.59%
- Job Doom
- 54.2
- Confidence
- 71/100
-
Market research and marketing professionals
Business, finance and digital services- Estimated GDP share
- 2.59%
- Job Doom
- 56.4
- Confidence
- 70/100
-
Primary school teachers
Public, health and education services- Estimated GDP share
- 2.47%
- Job Doom
- 15.0
- Confidence
- 76/100
-
Secondary school teachers
Public, health and education services- Estimated GDP share
- 2.28%
- Job Doom
- 27.0
- Confidence
- 75/100
-
Compliance and regulatory officers
Business, finance and digital services- Estimated GDP share
- 2.22%
- Job Doom
- 19.5
- Confidence
- 74/100
-
Computer programmers
Business, finance and digital services- Estimated GDP share
- 2.22%
- Job Doom
- 62.5
- Confidence
- 63/100
-
Lawyers
Business, finance and digital services- Estimated GDP share
- 2.22%
- Job Doom
- 22.2
- Confidence
- 72/100
-
Machinists and machine-tool operators
Manufacturing- Estimated GDP share
- 2.22%
- Job Doom
- 6.4
- Confidence
- 70/100
-
Manufacturing maintenance workers
Manufacturing- Estimated GDP share
- 2.22%
- Job Doom
- 6.1
- Confidence
- 71/100
-
Hotel and office cleaners
Hospitality and personal services- Estimated GDP share
- 2.06%
- Job Doom
- 4.2
- Confidence
- 67/100
-
Cashiers and ticket clerks
Trade, transport and distribution- Estimated GDP share
- 2.04%
- Job Doom
- 18.6
- Confidence
- 71/100
-
Government administration officers
Public, health and education services- Estimated GDP share
- 1.90%
- Job Doom
- 24.2
- Confidence
- 74/100
-
Medical practitioners
Public, health and education services- Estimated GDP share
- 1.90%
- Job Doom
- 11.7
- Confidence
- 69/100
-
Nursing assistants
Public, health and education services- Estimated GDP share
- 1.90%
- Job Doom
- 7.6
- Confidence
- 64/100
-
Cooks
Hospitality and personal services- Estimated GDP share
- 1.85%
- Job Doom
- 7.1
- Confidence
- 69/100
-
Graphic and multimedia designers
Business, finance and digital services- Estimated GDP share
- 1.85%
- Job Doom
- 38.2
- Confidence
- 71/100
-
Hotel receptionists
Hospitality and personal services- Estimated GDP share
- 1.85%
- Job Doom
- 27.8
- Confidence
- 71/100
-
Technical writers
Business, finance and digital services- Estimated GDP share
- 1.85%
- Job Doom
- 46.1
- Confidence
- 67/100
-
Waiters
Hospitality and personal services- Estimated GDP share
- 1.63%
- Job Doom
- 9.8
- Confidence
- 70/100
-
Medical records specialists
Public, health and education services- Estimated GDP share
- 1.52%
- Job Doom
- 56.1
- Confidence
- 64/100
-
Police officers
Public, health and education services- Estimated GDP share
- 1.52%
- Job Doom
- 11.9
- Confidence
- 69/100
-
Social and human service assistants
Public, health and education services- Estimated GDP share
- 1.52%
- Job Doom
- 11.5
- Confidence
- 72/100
-
Journalists
Business, finance and digital services- Estimated GDP share
- 1.48%
- Job Doom
- 30.7
- Confidence
- 68/100
-
Carpenters and joiners
Construction and utilities- Estimated GDP share
- 1.46%
- Job Doom
- 4.5
- Confidence
- 70/100
-
Industrial and production engineers
Manufacturing- Estimated GDP share
- 1.44%
- Job Doom
- 14.9
- Confidence
- 77/100
-
Manufacturing production managers
Manufacturing- Estimated GDP share
- 1.44%
- Job Doom
- 14.0
- Confidence
- 82/100
-
Client information workers
Trade, transport and distribution- Estimated GDP share
- 1.36%
- Job Doom
- 54.5
- Confidence
- 70/100
-
Real estate agents
Trade, transport and distribution- Estimated GDP share
- 1.36%
- Job Doom
- 28.4
- Confidence
- 71/100
-
Security guards
Public, health and education services- Estimated GDP share
- 1.33%
- Job Doom
- 7.1
- Confidence
- 66/100
-
Child care workers
Hospitality and personal services- Estimated GDP share
- 1.30%
- Job Doom
- 7.4
- Confidence
- 75/100
-
Building electricians
Construction and utilities- Estimated GDP share
- 1.22%
- Job Doom
- 6.7
- Confidence
- 70/100
-
Logistics and transport clerks
Trade, transport and distribution- Estimated GDP share
- 1.22%
- Job Doom
- 26.3
- Confidence
- 76/100
-
Supply and distribution managers
Trade, transport and distribution- Estimated GDP share
- 1.22%
- Job Doom
- 18.9
- Confidence
- 82/100
Country score progression
Historical country points reuse the same current GDP weights so changes represent new occupation evidence rather than changes in economic composition.
- 31.1
- 27.4
- 27.4
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
- 1.0%
- Industry
- 18.5%
- Manufacturing within GDP
- 11.1%
- Services
- 80.5%
Structural pressure in United States
Limited structural pressure at 19.2 out of 100. This is a comparative early-warning index, not a probability or prediction that an uprising will occur.
- Small protest pressure
- 16.0
- Limited structural pressure
- Medium protest pressure
- 16.0
- Limited structural pressure
- Large protest pressure
- 17.7
- Limited structural pressure
Current input snapshot
- Unemployment
- 4.2% (2025)
- Youth unemployment
- 9.3% (2025)
- Inflation
- 2.9% (2024)
- Political stability
- 64.3/100
- Government effectiveness
- 77.8/100
- Rule of law
- 73.5/100
- Voice and accountability
- 72.4/100
- Civic space
- Obstructed (56/100)
- Social protection
- 85.9% (ILO income-group estimate)
Recorded protest history
- Economic protests in Carnegie tracker
- 0
- Economic protests since 2023
- 0
- Largest recorded size band
- Not recorded
- UCDP violent political protest events
- 0
- Latest UCDP year
- Not recorded
No economically motivated protest is recorded for this country in the selective Carnegie tracker. This is not evidence that none occurred.
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.
- 19.2Initial published snapshot
Compare all countries and impact layers โ Read the complete method โ
Public capacity in United States
Substantial observed preparedness at 79.1 out of 100. This comparison measures documented capacity, not a guarantee, endorsement, or prediction of future government performance.
- Prevent
- 72.5
- Prevent avoidable AI harm
- Absorb
- 92.9
- Absorb economic and cyber shocks
- Respond
- 75.6
- Respond lawfully and effectively
Current input snapshot
- Responsible AI safeguards
- 60.9/100 (2026)
- Digital state capacity
- 91.9/100 (2024)
- Cyber resilience
- 99.9/100 (2024)
- Social shock protection
- 85.9/100 (2023)
- Institutional execution
- 73.4/100 (2024)
- Crisis-response capacity
- 80.0/100 (2026)
Model interpretation
- Weakest stage
- Prevent avoidable AI harm
- 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.
- 79.1Initial 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 (27)
- Ajeya CotraMETR
- Amanda AskellAnthropic
- Andrew NgDeepLearning.AI / AI Fund
- Beth BarnesMETR
- Chris OlahAnthropic
- Dan HendrycksCenter for AI Safety
- Daniel GrossMeta
- Daniel LevySafe Superintelligence
- Dario AmodeiAnthropic
- Eliezer YudkowskyMachine Intelligence Research Institute
- Elon MuskxAI / Tesla / SpaceX
- Fei-Fei LiWorld Labs and Stanford University
- Gary MarcusNew York University
- Ian GoodfellowIndependent AI researcher
- Jacob SteinhardtUC Berkeley / Transluce
- Jeff DeanGoogle
- Marc AndreessenAndreessen Horowitz
- Max TegmarkMIT / Future of Life Institute
- Miles BrundageAVERI
- Nate SoaresMachine Intelligence Research Institute
- Oren EtzioniUniversity of Washington
- Paul ChristianoAlignment Research Center
- Rohin ShahGoogle
- Roman YampolskiyUniversity of Louisville
- Sam AltmanOpenAI
- Stuart RussellUC Berkeley
- Yann LeCunAdvanced Machine Intelligence / New York University
Companies (159)
- OpenAI ๐บ๐ธ68 models ยท 251 evidence items
- Anthropic ๐บ๐ธ28 models ยท 166 evidence items
- Google ๐บ๐ธ66 models ยท 113 evidence items
- Meta ๐บ๐ธ40 models ยท 39 evidence items
- NVIDIA ๐บ๐ธ8 models ยท 54 evidence items
- Microsoft ๐บ๐ธ4 models ยท 53 evidence items
- SpaceXAI ๐บ๐ธ15 models ยท 36 evidence items
- Amazon ๐บ๐ธ4 models ยท 33 evidence items
- Tesla ๐บ๐ธ0 models ยท 17 evidence items
- Waymo ๐บ๐ธ2 models ยท 15 evidence items
- Cruise ๐บ๐ธ0 models ยท 16 evidence items
- Clearview AI ๐บ๐ธ0 models ยท 15 evidence items
- General Motors ๐บ๐ธ0 models ยท 14 evidence items
- Hugging Face ๐บ๐ธ1 models ยท 12 evidence items
- GitHub ๐บ๐ธ0 models ยท 10 evidence items
- X Corp ๐บ๐ธ0 models ยท 9 evidence items
- Anduril Industries ๐บ๐ธ0 models ยท 8 evidence items
- AMD ๐บ๐ธ0 models ยท 6 evidence items
- Cursor ๐บ๐ธ0 models ยท 6 evidence items
- Andreessen Horowitz ๐บ๐ธ0 models ยท 5 evidence items
- IBM ๐บ๐ธ0 models ยท 5 evidence items
- Inflection AI ๐บ๐ธ1 models ยท 4 evidence items
- Scale AI ๐บ๐ธ1 models ยท 4 evidence items
- CoreWeave ๐บ๐ธ0 models ยท 4 evidence items
- Apple ๐บ๐ธ0 models ยท 3 evidence items
- BlackRock ๐บ๐ธ0 models ยท 3 evidence items
- Character.AI ๐บ๐ธ0 models ยท 3 evidence items
- Cognition ๐บ๐ธ1 models ยท 2 evidence items
- Databricks ๐บ๐ธ1 models ยท 2 evidence items
- DataWorks Plus ๐บ๐ธ0 models ยท 3 evidence items
- Lockheed Martin ๐บ๐ธ0 models ยท 3 evidence items
- Nuro ๐บ๐ธ0 models ยท 3 evidence items
- Replit ๐บ๐ธ0 models ยท 3 evidence items
- Adept AI ๐บ๐ธ0 models ยท 2 evidence items
- Adobe ๐บ๐ธ0 models ยท 2 evidence items
- Agility Robotics ๐บ๐ธ0 models ยท 2 evidence items
- Apollo ๐บ๐ธ0 models ยท 2 evidence items
- Applied Intuition ๐บ๐ธ0 models ยท 2 evidence items
- Argo AI ๐บ๐ธ0 models ยท 2 evidence items
- Aurora ๐บ๐ธ0 models ยท 2 evidence items
- Boeing ๐บ๐ธ0 models ยท 2 evidence items
- Boston Dynamics ๐บ๐ธ0 models ยท 2 evidence items
- Cerebras Systems ๐บ๐ธ0 models ยท 2 evidence items
- Cisco ๐บ๐ธ0 models ยท 2 evidence items
- EleutherAI ๐บ๐ธ1 models ยท 1 evidence items
- Fidelity Investments ๐บ๐ธ0 models ยท 2 evidence items
- Figure AI ๐บ๐ธ0 models ยท 2 evidence items
- Ford ๐บ๐ธ0 models ยท 2 evidence items
- Gatik ๐บ๐ธ0 models ยท 2 evidence items
- HackerOne ๐บ๐ธ0 models ยท 2 evidence items
- Irregular ๐บ๐ธ0 models ยท 2 evidence items
- Kodiak AI ๐บ๐ธ0 models ยท 2 evidence items
- Kratos Defense ๐บ๐ธ0 models ยท 2 evidence items
- L3Harris Technologies ๐บ๐ธ0 models ยท 2 evidence items
- Midjourney ๐บ๐ธ1 models ยท 1 evidence items
- Oracle ๐บ๐ธ0 models ยท 2 evidence items
- Palantir Technologies ๐บ๐ธ0 models ยท 2 evidence items
- Perplexity ๐บ๐ธ0 models ยท 2 evidence items
- Salesforce ๐บ๐ธ0 models ยท 2 evidence items
- Shield AI ๐บ๐ธ0 models ยท 2 evidence items
- Sikorsky ๐บ๐ธ0 models ยท 2 evidence items
- T. Rowe Price ๐บ๐ธ0 models ยท 2 evidence items
- Zoox ๐บ๐ธ0 models ยท 2 evidence items
- Aalyria ๐บ๐ธ0 models ยท 1 evidence items
- AI Foundation ๐บ๐ธ0 models ยท 1 evidence items
- All Hands AI ๐บ๐ธ0 models ยท 1 evidence items
- AngelPad ๐บ๐ธ0 models ยท 1 evidence items
- Apptronik ๐บ๐ธ0 models ยท 1 evidence items
- Basis ๐บ๐ธ0 models ยท 1 evidence items
- Blackstone ๐บ๐ธ0 models ยท 1 evidence items
- Block ๐บ๐ธ0 models ยท 1 evidence items
- Boldr ๐บ๐ธ0 models ยท 1 evidence items
- Boston Consulting Group ๐บ๐ธ0 models ยท 1 evidence items
- BuzzFeed ๐บ๐ธ0 models ยท 1 evidence items
- CNET ๐บ๐ธ0 models ยท 1 evidence items
- Codeium ๐บ๐ธ0 models ยท 1 evidence items
- Concentrix ๐บ๐ธ0 models ยท 1 evidence items
- Constellation Energy ๐บ๐ธ0 models ยท 1 evidence items
- Continue ๐บ๐ธ0 models ยท 1 evidence items
- Covariant ๐บ๐ธ0 models ยท 1 evidence items
- Crescent Cove Advisors ๐บ๐ธ0 models ยท 1 evidence items
- Disney Research ๐บ๐ธ0 models ยท 1 evidence items
- Duolingo ๐บ๐ธ0 models ยท 1 evidence items
- Dynamo Ventures ๐บ๐ธ0 models ยท 1 evidence items
- Elicit ๐บ๐ธ0 models ยท 1 evidence items
- Enlightenment Capital ๐บ๐ธ0 models ยท 1 evidence items
- Etched ๐บ๐ธ0 models ยท 1 evidence items
- Everalbum ๐บ๐ธ0 models ยท 1 evidence items
- FedEx ๐บ๐ธ0 models ยท 1 evidence items
- Fidelity Management & Research ๐บ๐ธ0 models ยท 1 evidence items
- Figure ๐บ๐ธ0 models ยท 1 evidence items
- FM Capital ๐บ๐ธ0 models ยท 1 evidence items
- Fontinalis Partners ๐บ๐ธ0 models ยท 1 evidence items
- Garner Health ๐บ๐ธ0 models ยท 1 evidence items
- General Atomics ๐บ๐ธ0 models ยท 1 evidence items
- Getty Images ๐บ๐ธ0 models ยท 1 evidence items
- Global Infrastructure Partners ๐บ๐ธ0 models ยท 1 evidence items
- Goldman Sachs ๐บ๐ธ0 models ยท 1 evidence items
- GooseAI ๐บ๐ธ0 models ยท 1 evidence items
- Greylock ๐บ๐ธ0 models ยท 1 evidence items
- Gusto ๐บ๐ธ0 models ยท 1 evidence items
- Hebbia ๐บ๐ธ0 models ยท 1 evidence items
- Henry Crown and Company ๐บ๐ธ0 models ยท 1 evidence items
- Heron Systems ๐บ๐ธ0 models ยท 1 evidence items
- Hewlett Packard Enterprise ๐บ๐ธ0 models ยท 1 evidence items
- Higher Ground ๐บ๐ธ0 models ยท 1 evidence items
- Innovation Endeavors ๐บ๐ธ0 models ยท 1 evidence items
- Insitu ๐บ๐ธ0 models ยท 1 evidence items
- Intel ๐บ๐ธ0 models ยท 1 evidence items
- io Products ๐บ๐ธ0 models ยท 1 evidence items
- IoT/AI ๐บ๐ธ0 models ยท 1 evidence items
- J.B. Hunt Transport Services ๐บ๐ธ0 models ยท 1 evidence items
- Joby Aviation ๐บ๐ธ0 models ยท 1 evidence items
- Kairos Power ๐บ๐ธ0 models ยท 1 evidence items
- Keeper Tax ๐บ๐ธ0 models ยท 1 evidence items
- KKR ๐บ๐ธ0 models ยท 1 evidence items
- KnowBe4 ๐บ๐ธ0 models ยท 1 evidence items
- Lightspeed Venture Partners ๐บ๐ธ0 models ยท 1 evidence items
- LoveFrom ๐บ๐ธ0 models ยท 1 evidence items
- Luminar ๐บ๐ธ0 models ยท 1 evidence items
- Morgan Stanley ๐บ๐ธ0 models ยท 1 evidence items
- Motional ๐บ๐ธ0 models ยท 1 evidence items
- NovelAI ๐บ๐ธ0 models ยท 1 evidence items
- PACCAR ๐บ๐ธ0 models ยท 1 evidence items
- Paravision ๐บ๐ธ0 models ยท 1 evidence items
- Penguin Solutions ๐บ๐ธ0 models ยท 1 evidence items
- Perry Creek Capital ๐บ๐ธ0 models ยท 1 evidence items
- Plus ๐บ๐ธ0 models ยท 1 evidence items
- Pure Storage ๐บ๐ธ0 models ยท 1 evidence items
- Qualcomm ๐บ๐ธ0 models ยท 1 evidence items
- Rank One Computing Corporation ๐บ๐ธ0 models ยท 1 evidence items
- Red Hat ๐บ๐ธ0 models ยท 1 evidence items
- Red Ventures ๐บ๐ธ0 models ยท 1 evidence items
- Rite Aid ๐บ๐ธ0 models ยท 1 evidence items
- Robotic Research ๐บ๐ธ0 models ยท 1 evidence items
- Rockset ๐บ๐ธ0 models ยท 1 evidence items
- Shutterstock ๐บ๐ธ0 models ยท 1 evidence items
- Silver Lake ๐บ๐ธ0 models ยท 1 evidence items
- Skydio ๐บ๐ธ0 models ยท 1 evidence items
- Slalom ๐บ๐ธ0 models ยท 1 evidence items
- Sound Ventures ๐บ๐ธ0 models ยท 1 evidence items
- Sourcegraph ๐บ๐ธ0 models ยท 1 evidence items
- Spark Capital ๐บ๐ธ0 models ยท 1 evidence items
- SpecterOps ๐บ๐ธ0 models ยท 1 evidence items
- Stack Overflow ๐บ๐ธ0 models ยท 1 evidence items
- Striveworks ๐บ๐ธ0 models ยท 1 evidence items
- Swarm Aero ๐บ๐ธ0 models ยท 1 evidence items
- Systems & Technology Research ๐บ๐ธ0 models ยท 1 evidence items
- Tiger Global Management ๐บ๐ธ0 models ยท 1 evidence items
- Uber ๐บ๐ธ0 models ยท 1 evidence items
- Viable ๐บ๐ธ0 models ยท 1 evidence items
- Viasat ๐บ๐ธ0 models ยท 1 evidence items
- Walmart ๐บ๐ธ0 models ยท 1 evidence items
- Wiz ๐บ๐ธ0 models ยท 1 evidence items
- WorkFusion ๐บ๐ธ0 models ยท 1 evidence items
- X2AI ๐บ๐ธ0 models ยท 1 evidence items
- Xwing ๐บ๐ธ0 models ยท 1 evidence items
- Zed Industries ๐บ๐ธ0 models ยท 1 evidence items
- Zoom ๐บ๐ธ0 models ยท 1 evidence items