Transparency · How this work is made

Method and Updates

Last updated 6 October 2026Kept up to date

In Sesotho, dipuo means conversations. This page explains how those conversations are collected, how the numbers are checked, what the work cannot tell you, and how the figures are kept up to date.

Two kinds of work

Analyses are long form policy pieces. Each one reads official data, peer reviewed research, legislation and court records against what people are saying in public, and each ends with its full list of sources and a ready made citation.

Signal Posts document a moment in public conversation. Each collects public posts on one theme over a stated window, quotes them exactly as written, and adds a short reading of what they signal.

Both rest on mixed methods. Qualitative reading gives the meaning; official sources such as Stats SA, SASSA, DHIS2 and Treasury reports give the structure. Neither is treated as enough alone.

How Signal Posts are made

  1. Collection. Only publicly visible posts are used. Most come from X; some pages also draw on TikTok and Instagram. The collection window is stated on each page, for example 7 to 20 August 2026 for the load shedding post.
  2. Selection. Posts are chosen by purposive sampling, which means deliberately, not at random. The three tests are thematic relevance, engagement, and linguistic or analytical significance. The aim is to show the range of a discussion, not to build a one sided case. On the load shedding post, that meant including a voice that complicated the dominant frame.
  3. Coding. Posts are read closely and coded by theme before anything is written about them.
  4. Reading. Each post is followed by a short section called "What this signals". The reading is kept separate from the quote, so you can judge the quote for yourself.
  5. Checking against data. The conversation is set against official figures. Where the talk and the data disagree, or where no data exists, the page says so.
Quotes are reproduced exactly as written, including spelling and punctuation. They are treated as data and are never edited.

Ethics and safety

What this work cannot tell you

How numbers are checked

Every figure on The Numbers is traced to the source it names, with the period it covers and the date it was last checked.

Updates

Figures are refreshed when their sources publish new data. Statistics South Africa releases the Quarterly Labour Force Survey every quarter, and the labour figures on The Numbers and the homepage are updated to the latest release. Each figure shows the period it covers and the date it was last reviewed.

Analyses are dated records. Each analysis uses the figures that were available on the day it was published, and its date is shown at the top. Figures in published analyses are not revised afterwards, so newer data appears on The Numbers and the homepage instead.

Latest data refresh: 6 October 2026
Labour market, second quarter of 2026 (released by Statistics South Africa on 11 August 2026). The official unemployment rate is 33.6%, up from 32.7%. Youth unemployment for ages 15 to 34 is 47.4%. The composite underutilisation rate is 46.3%, and 8.5 million people are unemployed. The next release is expected in November 2026.

This page is updated whenever the method changes. If you think a figure is out of date, or a source has released newer numbers, I would like to hear about it.

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