Country diagnostic

Kenya

A guided country diagnostic on automation exposure, skills, and sector structure.

Kenya combines a higher average exposure level than Zambia with a similarly augmentation-heavy overall profile. The strongest signals again sit in administrative, clerical, and digitally mediated service work, making Kenya a natural comparative case for policy discussion in East Africa.

Kenya is paired with Zambia so the case-study section launches as a comparative policy layer rather than as a Zambia-only microsite, while still staying grounded in the same country-aware task evidence.

What stands out

Headline takeaways

01

Higher exposure than Zambia

Kenya sits above Zambia on average task exposure in the current country-conditioned atlas release.

02

Augmentation still matters

Even with higher exposure, Kenya does not read as a simple substitution case; augmentation-heavy exposure remains important.

03

Services and support roles remain central

The strongest signals appear in occupations and skills linked to administrative work, digital support, and information handling.

Country in context

Peer comparison

Peer set

Metric

Average task exposure

South AfricaKenyaZambiaSub-Saharan Africa medianLog GDP per capitaAverage exposure

Sub-Saharan Africa peers plus the regional median. Average task exposure summarizes the country task bundle under the shared atlas framework.

What stands out

Occupations, industries, and skills

Top occupations

Tellers100.0% substitution
2.59
Billing and Posting Clerks99.1% substitution
2.57
Brokerage Clerks97.5% substitution
2.46
Telemarketers100.0% substitution
2.46
Word Processors and Typists92.6% substitution
2.43
Switchboard Operators, Including Answering Service97.2% substitution
2.43
Secretaries and Administrative Assistants, Except Legal, Medical, and Executive95.0% substitution
2.42
Payroll and Timekeeping Clerks93.4% substitution
2.40
Web Administrators95.2% substitution
2.40
Customer Service Representatives97.1% substitution
2.38

These are the occupations with the strongest modeled exposure signal after transporting tasks through the weighted SOC-to-ISCO bridge.

Technology profile

Technology channels and implementation

Technology channels

Software / rules
34.2%
LLM / generative AI
29.8%
Domain tools
27.6%
Robotics / physical
8.5%

These shares describe the dominant technology channel across exposed tasks in the country bundle.