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  • Top topics digest — the cards score the selected period against the prior 4 weeks.
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What stays as-is
  • Outlet orientation strip / lean colours — context-only, drawn from the last 12 weeks of activity regardless.
  • Co-occurrence graph — recent-activity anchored, not picker-driven.
  • Source & topic profiles — all-time data for the topic; the picker doesn’t affect them.
Rolling 7 days is a sliding live window for “current vibes”; switch to Weekly to compare specific weeks side-by-side.
Week of 8 Jun 2026
This week
Topic

Skilled Workforce Shortage

38 items · 26 aliases · peaked week of 26 Apr 2026 · first seen 29 Apr 2026

A Labour Party release criticizes the Government's decision to cut the Apprenticeship Boost programme, arguing it undermines skilled workforce development and exacerbates infrastructure and unemployment challenges in key industries.

Stance breakdown Methodology →

How the framings classify across 6 articles. Each framing is labelled by a small AI stance classifier; see the methodology page for details.

50%
50%
Supportive 3 Critical 3

Volume by source orientation Methodology →

Stacked weekly counts; colour by lean. “n/a” covers government and iwi-Māori sources where lean isn't applicable.

Alias drift

How this topic has been named, week by week. A new alias winning out is usually a framing shift.

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In the press Methodology →

How the news corpus has covered this same topic over the last 12 weeks. 6 articles from RNZ, Stuff, NZ Herald, ODT, 1News, Newsroom and The Spinoff. Click through to the press view for the full panel.

12-week press volume 6 articles
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Heard on radio

Verbatim segments from politicians speaking on podcasts and radio shows about this topic. Sourced via the voice-reference library — each speaker has been confirmed manually from their voice clip. Click play to stream the original audio from the publisher, pre-seeked to the moment the quote starts.

  • Yeah, look, it is um certainly about workforce, and workforce had a a significant contributor to the decrease in access that we've seen in recent years. So in this last year, and this is through to June 25, we have seen quite a major increase in the workforce, and that's meaning that more people are able to access services. Of particular concern, though, is the rate of vacancies for psychiatrists. So that's still an issue issue that needs to be addressed, and that's really important for those specialist services. But across the whole spectrum, so primary and community, um, certainly seeing some big increases in the workforce.
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Sample framings

Up to 12 framings spread across orientations. Each framing is a short phrase the topic extractor generated to characterise the piece's stance — not a quote from the source. Click through to read the original.

point-of-order Centre-right

urgent need for workforce alignment with labour demands

Working Knowledge: Designing industry-led subjects for students and schools
30 Apr
daily-blog Left

growing skills gap threatening economic growth

Govt guts tertiary education, abandons students – Labour
31 May
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How the public reacted

Social-media signal on the same topic, drawn from the social lens. Engagement is likes + 2×shares + 3×replies, the same weighting used across the digest cards. View on /social →

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