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COUNTRY PROFILE · RWA

Rwanda 🇷🇼

Limited disruption pressure across 39 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 DOOM14.5out of 100GDP-weighted disruption profile, not an unemployment forecast
Job Doom
14.5
GDP coverage
91.0%
Confidence
72/100
Economic data
2025
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GDP-WEIGHTED REPRESENTATIVE WORK

Jobs shaping Rwanda'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.

39 of 39 jobs

  1. Crop and nursery farmworkers

    Agriculture, forestry and fishing
    Estimated GDP share
    12.44%
    Job Doom
    4.4
    Confidence
    74/100
    Job evidence →

  2. Retail salespersons

    Trade, transport and distribution
    Estimated GDP share
    5.37%
    Job Doom
    31.8
    Confidence
    68/100
    Job evidence →

  3. Agricultural production managers

    Agriculture, forestry and fishing
    Estimated GDP share
    4.29%
    Job Doom
    9.4
    Confidence
    82/100
    Job evidence →

  4. Heavy truck and lorry drivers

    Trade, transport and distribution
    Estimated GDP share
    3.98%
    Job Doom
    8.6
    Confidence
    70/100
    Job evidence →

  5. Cashiers and ticket clerks

    Trade, transport and distribution
    Estimated GDP share
    2.98%
    Job Doom
    18.6
    Confidence
    71/100
    Job evidence →

  6. Carpenters and joiners

    Construction and utilities
    Estimated GDP share
    2.85%
    Job Doom
    4.5
    Confidence
    70/100
    Job evidence →

  7. Fishing and aquaculture workers

    Agriculture, forestry and fishing
    Estimated GDP share
    2.57%
    Job Doom
    6.1
    Confidence
    80/100
    Job evidence →

  8. Hotel and office cleaners

    Hospitality and personal services
    Estimated GDP share
    2.52%
    Job Doom
    4.2
    Confidence
    67/100
    Job evidence →

  9. Building electricians

    Construction and utilities
    Estimated GDP share
    2.38%
    Job Doom
    6.7
    Confidence
    70/100
    Job evidence →

  10. Infrastructure maintenance workers

    Construction and utilities
    Estimated GDP share
    2.38%
    Job Doom
    6.1
    Confidence
    71/100
    Job evidence →

  11. Registered nurses

    Public, health and education services
    Estimated GDP share
    2.32%
    Job Doom
    12.2
    Confidence
    80/100
    Job evidence →

  12. Cooks

    Hospitality and personal services
    Estimated GDP share
    2.26%
    Job Doom
    7.1
    Confidence
    69/100
    Job evidence →

  13. Hotel receptionists

    Hospitality and personal services
    Estimated GDP share
    2.26%
    Job Doom
    27.8
    Confidence
    71/100
    Job evidence →

  14. Primary school teachers

    Public, health and education services
    Estimated GDP share
    2.16%
    Job Doom
    15.0
    Confidence
    76/100
    Job evidence →

  15. Agricultural technicians

    Agriculture, forestry and fishing
    Estimated GDP share
    2.14%
    Job Doom
    9.4
    Confidence
    67/100
    Job evidence →
  16. Estimated GDP share
    2.11%
    Job Doom
    9.4
    Confidence
    65/100
    Job evidence →

  17. Client information workers

    Trade, transport and distribution
    Estimated GDP share
    1.99%
    Job Doom
    54.5
    Confidence
    70/100
    Job evidence →

  18. Real estate agents

    Trade, transport and distribution
    Estimated GDP share
    1.99%
    Job Doom
    28.4
    Confidence
    71/100
    Job evidence →

  19. Secondary school teachers

    Public, health and education services
    Estimated GDP share
    1.99%
    Job Doom
    27.0
    Confidence
    75/100
    Job evidence →

  20. Waiters

    Hospitality and personal services
    Estimated GDP share
    1.99%
    Job Doom
    9.8
    Confidence
    70/100
    Job evidence →

  21. Logistics and transport clerks

    Trade, transport and distribution
    Estimated GDP share
    1.79%
    Job Doom
    26.3
    Confidence
    76/100
    Job evidence →

  22. Supply and distribution managers

    Trade, transport and distribution
    Estimated GDP share
    1.79%
    Job Doom
    18.9
    Confidence
    82/100
    Job evidence →
  23. Estimated GDP share
    1.76%
    Job Doom
    6.4
    Confidence
    70/100
    Job evidence →
  24. Estimated GDP share
    1.76%
    Job Doom
    6.1
    Confidence
    71/100
    Job evidence →

  25. Government administration officers

    Public, health and education services
    Estimated GDP share
    1.66%
    Job Doom
    24.2
    Confidence
    74/100
    Job evidence →

  26. Medical practitioners

    Public, health and education services
    Estimated GDP share
    1.66%
    Job Doom
    11.7
    Confidence
    69/100
    Job evidence →

  27. Nursing assistants

    Public, health and education services
    Estimated GDP share
    1.66%
    Job Doom
    7.6
    Confidence
    64/100
    Job evidence →

  28. Child care workers

    Hospitality and personal services
    Estimated GDP share
    1.59%
    Job Doom
    7.4
    Confidence
    75/100
    Job evidence →

  29. Travel consultants

    Hospitality and personal services
    Estimated GDP share
    1.46%
    Job Doom
    42.5
    Confidence
    67/100
    Job evidence →

  30. Civil engineers

    Construction and utilities
    Estimated GDP share
    1.43%
    Job Doom
    11.0
    Confidence
    74/100
    Job evidence →

  31. Construction managers

    Construction and utilities
    Estimated GDP share
    1.43%
    Job Doom
    18.6
    Confidence
    74/100
    Job evidence →

  32. Power production plant operators

    Construction and utilities
    Estimated GDP share
    1.43%
    Job Doom
    11.1
    Confidence
    69/100
    Job evidence →

  33. Medical records specialists

    Public, health and education services
    Estimated GDP share
    1.33%
    Job Doom
    56.1
    Confidence
    64/100
    Job evidence →

  34. Police officers

    Public, health and education services
    Estimated GDP share
    1.33%
    Job Doom
    11.9
    Confidence
    69/100
    Job evidence →

  35. Social and human service assistants

    Public, health and education services
    Estimated GDP share
    1.33%
    Job Doom
    11.5
    Confidence
    72/100
    Job evidence →

  36. Hotel managers

    Hospitality and personal services
    Estimated GDP share
    1.19%
    Job Doom
    20.0
    Confidence
    73/100
    Job evidence →

  37. Security guards

    Public, health and education services
    Estimated GDP share
    1.16%
    Job Doom
    7.1
    Confidence
    66/100
    Job evidence →
  38. Estimated GDP share
    1.14%
    Job Doom
    14.9
    Confidence
    77/100
    Job evidence →
  39. Estimated GDP share
    1.14%
    Job Doom
    14.0
    Confidence
    82/100
    Job evidence →
EVIDENCE OVER TIME

Country score progression

Historical country points reuse the same current GDP weights so changes represent new occupation evidence rather than changes in economic composition.

0 25 50 75 100 16.9 2025-05 14.5 2026-03 14.5 2026-06
  1. 16.9
  2. 14.5
  3. 14.5
ECONOMIC BASIS

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
21.4%
Industry
23.3%
Manufacturing within GDP
8.8%
Services
55.3%
CURRENT REBELLION RISK SNAPSHOT

Structural pressure in Rwanda

Emerging structural pressure at 34.8 out of 100. This is a comparative early-warning index, not a probability or prediction that an uprising will occur.

REBELLION RISK34.8out of 100Emerging structural pressure, confidence 83/100
Small protest pressure
25.2
Emerging structural pressure
Medium protest pressure
23.8
Emerging structural pressure
Large protest pressure
35.2
Emerging structural pressure
AI displacement pressure14.5
Economic and labour strain29.4
Governance and lawful-response fragility40.1
Social shock-absorption deficit70.2
Civic and legal restriction pressure75.0
Economic protest and mobilization history0.0

Current input snapshot

Unemployment
11.4% (2025)
Youth unemployment
16.4% (2025)
Inflation
5.9% (2025)
Political stability
65.1/100
Government effectiveness
58.1/100
Rule of law
58.7/100
Voice and accountability
46.5/100
Civic space
Repressed (25/100)
Social protection
9.7% (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 low income group estimate because a complete country-level public download was unavailable. Other fallback fields: none.

REPORTS OVER TIME

Rebellion Risk timeline

This first publication establishes the initial snapshot. Complete future reports append comparable points instead of silently replacing earlier assessments.

0 25 50 75 100 34.8 2026-08
  1. 34.8Initial published snapshot

Compare all countries and impact layers → Read the complete method →

CURRENT GOVERNMENT PREPAREDNESS SNAPSHOT

Public capacity in Rwanda

Developing observed preparedness at 48.5 out of 100. This comparison measures documented capacity, not a guarantee, endorsement, or prediction of future government performance.

GOVERNMENT PREPAREDNESS48.5out of 100Developing observed preparedness, confidence 86/100
Prevent
40.8
Prevent avoidable AI harm
Absorb
53.9
Absorb economic and cyber shocks
Respond
55.0
Respond lawfully and effectively
Responsible AI governance safeguards30.5
Digital state capacity58.0
Cyber resilience98.1
Social shock protection9.7
Institutional execution57.0
Crisis-response capacity51.0

Current input snapshot

Responsible AI safeguards
30.5/100 (2026)
Digital state capacity
58.0/100 (2024)
Cyber resilience
98.1/100 (2024)
Social shock protection
9.7/100 (2023)
Institutional execution
57.0/100 (2024)
Crisis-response capacity
51.0/100 (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 low income estimate. Other fallbacks: none.

REPORTS OVER TIME

Government Preparedness timeline

This first publication establishes the initial snapshot. Complete future reports append comparable points and retain the previous validated generation.

0 25 50 75 100 48.5 2026-08
  1. 48.5Initial published snapshot

Compare all countries and capacity layers → Read the complete method →

DOOMBENCH ASSOCIATIONS

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 Rwanda.

Companies (0)

No published company profiles are currently associated with Rwanda.

SHARE THE FINDINGS

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DoomBench social sharing card for Rwanda.

  1. Rwanda has a DoomBench Job Doom score of 14.5 out of 100 across 39 representative jobs covering 91.0% of the country's modelled GDP.

  2. Rwanda has a DoomBench Rebellion Risk score of 34.8 out of 100, with civic and legal restriction pressure currently the strongest modelled structural-pressure factor.

  3. Rwanda has a DoomBench Government Preparedness score of 48.5 out of 100, with prevent avoidable ai harm identified as its weakest current capacity stage.

    https://www.doombench.com/countries/rwanda