Find SuperWEB 2 http://interactive2.statssa.gov.za/webapi/jsf/login.xhtml via StatsSA Interactive Data http://www.statssa.gov.za/?page_id=1417
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Find Census 2011 (2016 boundaries) via Community Profiles > Census 2011 (2016 boundaries)
Expand Labour Force and select the Labour Force database item.
Click on New Table
Then you can select the categories to add - either one by one under each category name, or add all using the arrow next to each category name and choosing Row or Column and so on to decide how it should structure the aggregation. For example, put Age in completed years as rows and Employment Status as columns.
It will show a small sample preview when you click Retrieve Data, then you can export everything to view in Excel using Download Table on the top right.