Country Story
Zambia
A guided country diagnostic on automation exposure, skills, and sector structure.
Zambia sits above the current Sub-Saharan Africa median on average task exposure, but its profile still leans more toward augmentation than substitution. The strongest signals are concentrated in clerical, accounting, and digitally mediated service work, with specialized domain tools and software-heavy tasks doing most of the work.
Where it sits
Where does Zambia sit?
Zambia sits above the current Sub-Saharan Africa median on average task exposure, but its profile still leans more toward augmentation than substitution. The strongest signals are concentrated in clerical, accounting, and digitally mediated service work, with specialized domain tools and software-heavy tasks doing most of the work.
Peer comparison
Compared to the peer group
Sub-Saharan Africa peers plus the regional median.
Exposure profile
What kind of exposure?
High-exposure tasks account for 53.0% of Zambia's task bundle. Substitution-oriented exposure is 48.9%, while augmentation-oriented exposure is 88.2%. This matters for how the results are interpreted: The country profile still leans more toward augmentation than substitution, which matters for how the results should be interpreted.
Top occupations
Which occupations stand out?
The strongest modeled signals in Zambia sit in Billing and Posting Clerks. These are the occupations with the strongest modeled exposure signal after transporting tasks through the weighted SOC-to-ISCO bridge.
Technology mix
Which technology channels dominate?
These shares describe the dominant technology channel across exposed tasks in the country bundle.
Key takeaways
What does this mean for Zambia?
Zambia is the first case study because it shows how the atlas can support practical conversations on skills policy, services upgrading, and technology adoption without requiring the reader to navigate the full explorer stack.
Keep exploring
Ready to go deeper?
The full interactive case study lets you explore peer comparisons, switch metrics, and browse occupations, industries, and skills in detail.
Where Zambia sits
Average task exposure summarizes the country task bundle under the shared atlas framework.