New Zealand's shortage of skilled workers across key sectors — including healthcare, trades, and mental health services — and the policy debate around solutions such as apprenticeship schemes, training subsidies, and workforce pipeline reforms.
How the framings classify across 15 articles. Each framing is labelled by a small AI stance classifier; see the methodology page for details.
Up to 12 framings across outlets and orientations — each a short phrase the extractor generated to characterise the piece's editorial angle (not a quote). Filter by lean to see how each bloc is spinning the story; click through to read the original.
critical industry challenge requiring urgent action
\\ \\ **Earn as You Learn programme expands**\\ \\ 04 August, 2026\\ \\ Cameron Brewerurgent need for workforce alignment with labour demands
Working Knowledge: Designing industry-led subjects for students and schoolsStacked weekly counts; colour by lean. “n/a” covers government and iwi-Māori sources where lean isn't applicable.
How this topic has been named, week by week. A new alias winning out is usually a framing shift.
How the news corpus has covered this same topic over the last 12 weeks. 3 articles from RNZ, Stuff, NZ Herald, ODT, 1News, Newsroom and The Spinoff. Click through to the press view for the full panel.
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 …
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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