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        "evidence": "Having worked tirelessly to create a safety-first culture, E&C companies are turning to more technical solutions to ensure that workers don't come to harm.",
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        "evidence": "quote: By combining prefabricated, pre-finished volumetric construction (PPVC), structural steel construction, modular construction and 3D printing, we've managed to reduce typical project durations by an incredible 50 p",
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  "score": {
    "backend": "codex",
    "scoredAt": "2026-05-02 17:10:47.521+00",
    "subScores": {
      "scqa_arc": 55,
      "action_titles": 42,
      "mece_structure": 72,
      "closing_strength": 64,
      "evidence_quality": 84,
      "clarity_of_thesis": 62,
      "production_quality": 68,
      "visual_storytelling": 70
    },
    "totalScore": 65,
    "coveragePct": 100,
    "explanations": {
      "scqa_arc": "The deck establishes a situation and complications in slides 4-14, but it proceeds mostly as a thematic survey readout rather than a tight Situation-Complication-Question-Answer arc.",
      "action_titles": "Many titles are topic or survey labels rather than insight sentences, for example slide 7: \"Exhibit 2: What is the planned revenue growth for your organization over the next 12 months?\"",
      "mece_structure": "The three-chapter structure around growth/performance, ESG, and innovation is broadly MECE, though workforce, safety, risk, and disruption themes overlap across slides 9-25.",
      "closing_strength": "Slide 36 provides useful key takeaways, but the deck does not end with a prioritized recommendation, owner-level call to action, or implementation next steps before moving to appendix slides 37-40.",
      "evidence_quality": "Claims are well supported by survey charts, respondent counts, quantified callouts, and practitioner quotes across slides 6-35, with especially strong evidence density in the exhibit slides.",
      "clarity_of_thesis": "The central idea is visible by slide 4 as a survey report on construction volatility, ESG, and innovation, but it is not stated as a single declarative thesis in slides 1-5.",
      "production_quality": "KPMG branding, navigation, imagery, and footnote discipline are consistent, but low action-title density and several overcrowded charts reduce executive readability.",
      "visual_storytelling": "Slides generally pair survey claims with charts, callouts, quotes, and case examples, but overcrowded exhibit pages such as slides 10, 18, and 19 weaken message-first storytelling."
    },
    "slidesAnalyzed": 40
  },
  "review": {
    "backend": null,
    "verdict": "A competent survey report with a clean three-pillar spine but weak action titles and no recommendation — useful as a teaching example for chapter dividers and quote-slide pacing, not for narrative arc.",
    "reviewedAt": "2026-04-25 01:00:34+00",
    "slidesSeen": 40,
    "suggestions": [
      "Rewrite all 'Exhibit N: question…' titles as declarative findings (e.g. p.11 → 'Innovation jumps to a top resilience lever, up 14 pts to 74%')",
      "Add a 'Lead with the answer' slide at p.4 stating the three new approaches in one sentence each, mirroring the three chapters",
      "Replace p.36 with a real recommendation slide: 3–5 prioritized actions for E&C leaders, each tied back to one chapter, plus an explicit next step / KPMG point of view"
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