Kenya ๐ฐ๐ช
Limited disruption pressure across 42 representative jobs covering 90.3% 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
- 15.4
- GDP coverage
- 90.3%
- Confidence
- 72/100
- Economic data
- 2025
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Jobs shaping Kenya'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.
-
Crop and nursery farmworkers
Agriculture, forestry and fishing- Estimated GDP share
- 14.22%
- Job Doom
- 4.4
- Confidence
- 74/100
-
Retail salespersons
Trade, transport and distribution- Estimated GDP share
- 5.03%
- Job Doom
- 31.8
- Confidence
- 68/100
-
Agricultural production managers
Agriculture, forestry and fishing- Estimated GDP share
- 4.90%
- Job Doom
- 9.4
- Confidence
- 82/100
-
Heavy truck and lorry drivers
Trade, transport and distribution- Estimated GDP share
- 3.73%
- Job Doom
- 8.6
- Confidence
- 70/100
-
Fishing and aquaculture workers
Agriculture, forestry and fishing- Estimated GDP share
- 2.94%
- Job Doom
- 6.1
- Confidence
- 80/100
-
Cashiers and ticket clerks
Trade, transport and distribution- Estimated GDP share
- 2.80%
- Job Doom
- 18.6
- Confidence
- 71/100
-
Agricultural technicians
Agriculture, forestry and fishing- Estimated GDP share
- 2.45%
- Job Doom
- 9.4
- Confidence
- 67/100
-
Hotel and office cleaners
Hospitality and personal services- Estimated GDP share
- 2.44%
- Job Doom
- 4.2
- Confidence
- 67/100
-
Registered nurses
Public, health and education services- Estimated GDP share
- 2.28%
- Job Doom
- 12.2
- Confidence
- 80/100
-
Cooks
Hospitality and personal services- Estimated GDP share
- 2.18%
- Job Doom
- 7.1
- Confidence
- 69/100
-
Hotel receptionists
Hospitality and personal services- Estimated GDP share
- 2.18%
- Job Doom
- 27.8
- Confidence
- 71/100
-
Primary school teachers
Public, health and education services- Estimated GDP share
- 2.12%
- Job Doom
- 15.0
- Confidence
- 76/100
-
Secondary school teachers
Public, health and education services- Estimated GDP share
- 1.96%
- Job Doom
- 27.0
- Confidence
- 75/100
-
Waiters
Hospitality and personal services- Estimated GDP share
- 1.92%
- Job Doom
- 9.8
- Confidence
- 70/100
-
Carpenters and joiners
Construction and utilities- Estimated GDP share
- 1.91%
- Job Doom
- 4.5
- Confidence
- 70/100
-
Client information workers
Trade, transport and distribution- Estimated GDP share
- 1.86%
- Job Doom
- 54.5
- Confidence
- 70/100
-
Real estate agents
Trade, transport and distribution- Estimated GDP share
- 1.86%
- Job Doom
- 28.4
- Confidence
- 71/100
-
Mechanical machinery assemblers
Manufacturing- Estimated GDP share
- 1.81%
- Job Doom
- 9.4
- Confidence
- 65/100
-
Logistics and transport clerks
Trade, transport and distribution- Estimated GDP share
- 1.68%
- Job Doom
- 26.3
- Confidence
- 76/100
-
Supply and distribution managers
Trade, transport and distribution- Estimated GDP share
- 1.68%
- Job Doom
- 18.9
- Confidence
- 82/100
-
Government administration officers
Public, health and education services- Estimated GDP share
- 1.63%
- Job Doom
- 24.2
- Confidence
- 74/100
-
Medical practitioners
Public, health and education services- Estimated GDP share
- 1.63%
- Job Doom
- 11.7
- Confidence
- 69/100
-
Nursing assistants
Public, health and education services- Estimated GDP share
- 1.63%
- Job Doom
- 7.6
- Confidence
- 64/100
-
Building electricians
Construction and utilities- Estimated GDP share
- 1.59%
- Job Doom
- 6.7
- Confidence
- 70/100
-
Infrastructure maintenance workers
Construction and utilities- Estimated GDP share
- 1.59%
- Job Doom
- 6.1
- Confidence
- 71/100
-
Child care workers
Hospitality and personal services- Estimated GDP share
- 1.54%
- Job Doom
- 7.4
- Confidence
- 75/100
-
Machinists and machine-tool operators
Manufacturing- Estimated GDP share
- 1.51%
- Job Doom
- 6.4
- Confidence
- 70/100
-
Manufacturing maintenance workers
Manufacturing- Estimated GDP share
- 1.51%
- Job Doom
- 6.1
- Confidence
- 71/100
-
Travel consultants
Hospitality and personal services- Estimated GDP share
- 1.41%
- Job Doom
- 42.5
- Confidence
- 67/100
-
Medical records specialists
Public, health and education services- Estimated GDP share
- 1.31%
- Job Doom
- 56.1
- Confidence
- 64/100
-
Police officers
Public, health and education services- Estimated GDP share
- 1.31%
- Job Doom
- 11.9
- Confidence
- 69/100
-
Social and human service assistants
Public, health and education services- Estimated GDP share
- 1.31%
- Job Doom
- 11.5
- Confidence
- 72/100
-
Customer service representatives
Business, finance and digital services- Estimated GDP share
- 1.26%
- Job Doom
- 60.3
- Confidence
- 70/100
-
Hotel managers
Hospitality and personal services- Estimated GDP share
- 1.15%
- Job Doom
- 20.0
- Confidence
- 73/100
-
Security guards
Public, health and education services- Estimated GDP share
- 1.14%
- Job Doom
- 7.1
- Confidence
- 66/100
-
General and operations managers
Business, finance and digital services- Estimated GDP share
- 1.05%
- Job Doom
- 21.0
- Confidence
- 72/100
-
Industrial and production engineers
Manufacturing- Estimated GDP share
- 0.98%
- Job Doom
- 14.9
- Confidence
- 77/100
-
Manufacturing production managers
Manufacturing- Estimated GDP share
- 0.98%
- Job Doom
- 14.0
- Confidence
- 82/100
-
Civil engineers
Construction and utilities- Estimated GDP share
- 0.95%
- Job Doom
- 11.0
- Confidence
- 74/100
-
Construction managers
Construction and utilities- Estimated GDP share
- 0.95%
- Job Doom
- 18.6
- Confidence
- 74/100
-
Power production plant operators
Construction and utilities- Estimated GDP share
- 0.95%
- Job Doom
- 11.1
- Confidence
- 69/100
-
Secretaries and administrative assistants
Business, finance and digital services- Estimated GDP share
- 0.94%
- Job Doom
- 46.0
- Confidence
- 72/100
Country score progression
Historical country points reuse the same current GDP weights so changes represent new occupation evidence rather than changes in economic composition.
- 18.1
- 15.4
- 15.4
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
- 24.5%
- Industry
- 17.2%
- Manufacturing within GDP
- 7.5%
- Services
- 58.3%
Structural pressure in Kenya
Material structural pressure at 40.7 out of 100. This is a comparative early-warning index, not a probability or prediction that an uprising will occur.
- Small protest pressure
- 34.1
- Emerging structural pressure
- Medium protest pressure
- 39.3
- Emerging structural pressure
- Large protest pressure
- 48.7
- Material structural pressure
Current input snapshot
- Unemployment
- 5.4% (2025)
- Youth unemployment
- 15.2% (2025)
- Inflation
- 4.1% (2025)
- Political stability
- 42.7/100
- Government effectiveness
- 45.5/100
- Rule of law
- 49.0/100
- Voice and accountability
- 50.6/100
- Civic space
- Repressed (31/100)
- Social protection
- 32.4% (ILO income-group estimate)
Recorded protest history
- Economic protests in Carnegie tracker
- 1
- Economic protests since 2023
- 1
- Largest recorded size band
- Thousands
- UCDP violent political protest events
- 40
- Latest UCDP year
- 2025
- Fuel price protestsThousands
Confidence is reduced for modelled inputs. Social protection uses the ILO's 2023 lower middle 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.
- 40.7Initial published snapshot
Compare all countries and impact layers โ Read the complete method โ
Public capacity in Kenya
Developing observed preparedness at 54.0 out of 100. This comparison measures documented capacity, not a guarantee, endorsement, or prediction of future government performance.
- Prevent
- 52.0
- Prevent avoidable AI harm
- Absorb
- 65.5
- Absorb economic and cyber shocks
- Respond
- 46.8
- Respond lawfully and effectively
Current input snapshot
- Responsible AI safeguards
- 45.4/100 (2026)
- Digital state capacity
- 63.1/100 (2024)
- Cyber resilience
- 98.6/100 (2024)
- Social shock protection
- 32.4/100 (2023)
- Institutional execution
- 47.2/100 (2024)
- Crisis-response capacity
- 46.0/100 (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 lower middle 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.
- 54.0Initial 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 (0)
No published people profiles are currently associated with Kenya.
Companies (0)
No published company profiles are currently associated with Kenya.