Above the regional median
Zambia sits above the current Sub-Saharan Africa median on average task exposure in the latest atlas release.
Country diagnostic
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.
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.
What stands out
Headline takeaways
Not a pure substitution story
The country profile still leans more toward augmentation than substitution, which matters for how the results should be interpreted.
Clerical and digital support work stand out
High modeled exposure is concentrated in accounting, typing, data handling, and other service-support roles rather than in one single sector.
Country in context
Peer comparison
Peer set
Metric
Average task 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
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
These shares describe the dominant technology channel across exposed tasks in the country bundle.