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      "clarity_of_thesis": "The first five slides establish the Future of Work evidence base and quantify automation/job impact in slides 3-5, but they do not state a single overarching thesis or recommendation declaratively.",
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      "Insert an SCQA opening slide between 2 and 3 that names the Question ('how disruptive will automation be for NZ workers by 2030, and what should we do?') and previews the answer up front",
      "Add 2-3 named section dividers (e.g. 'How big', 'Who is affected', 'What to do') so the MECE pillars are visible to the reader",
      "Promote slide 9's callout ('unemployment rises to ~5.3%, up to ~6.1% under early adoption') to be the displayed title, replacing the axis-label title",
      "Sharpen slide 14 from 'coordinated response required' into a specific ask per stakeholder (e.g. employers fund X hours of reskilling, government funds Y, etc.)",
      "Simplify slide 9 to one historical line + the mid-point projection with the other scenarios as a shaded range, to protect the headline number"
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      "Slide 7 pairs a directional claim with named regions (Auckland/Wellington vs West Coast/Southland), making the insight immediately actionable",
      "Slides 11→12 form a clean 'problem → mitigation' beat (inequality rises → retraining brings Gini back to baseline)"
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      "Slide 9 displays a chart-axis title instead of its action-title callout, breaking the otherwise strong title discipline",
      "Closing recommendation (slides 13-14) lacks a concrete, owned ask — 'coordinated response required' is a platitude without next steps",
      "Slide 9 is flagged overcrowded (30 data points, 4 scenarios + history) — risks burying the 5.3%/6.1% headline"
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    "closingCritique": "Slides 13-14 do land on a recommendation (education reform + coordinated multi-stakeholder response) and slide 14 is explicitly framed as a 'Reminder', which is a legitimate close — but there is no quantified ask, no owner, and no next step, so the call-to-action stays abstract.",
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