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What the picker changes
  • Top topics digest — the cards score the selected period against the prior 4 weeks.
  • 12-week heatmap & outlet matrix — show the 12 weeks ending at the selected week (they slide back with the picker, they aren’t a fixed snapshot).
  • Per-topic volume / alias drift — same 12-week trailing window, anchored on the selected period.
  • Coverage gap quadrant — scores the selected period against the 12 weeks before it (not including it).
  • Anomaly cards — only show alerts the detector fired during the selected period. Quiet weeks legitimately show none.
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.
Weekly Rolling 7 days
live window
Topic · social

Economic Hardship And Work Outcomes

49 posts · 4,475 engagement · first seen 8 Apr 2019 · last seen 16 Jun 2026

The government reports a year-on-year increase in jobseekers moving into work, attributing the progress to its welfare reset, including the Traffic Light System and employment support services, despite ongoing economic challenges.

Stance breakdown

How the per-edge framings classify across 45 classified edges. Each framing is labelled by a small AI stance classifier; see the methodology page for details.

20%
51%
22%
Supportive 9 Critical 23 Neutral / explainer 10 Mocking 3

Sentiment breakdown

Whole-post emotional valence across 45 classified posts that reference this topic. Distinct from stance: a post can be supportive of the topic and still negative in tone (an angry supporter) — the two together capture the texture short-form posts compress into very few words.

40%
53%
Positive 18 Neutral 3 Negative 24

Platform mix

Where the conversation is happening. Engagement is volume-weighted (likes + 2×shares + 3×replies); a small number of high-impact posts can outrank a high-volume but low-engagement platform.

  • reddit
    7 posts · 4,187 engagement
    4,187
  • youtube
    36 posts · 69 engagement
    69
  • twitter
    2 posts · 2 engagement
    2

Top posts by engagement

The most-engaged posts referencing this topic. Engagement is likes + 2×shares + 3×replies; the order matches the digest ranking on /social.