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              "id": 80,
              "slug": "data-story-arc",
              "layer": "Loop",
              "evidence": "Context (size) → conflict (drivers) → insight (where growth comes from).",
              "confidence": 70
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              "id": 122,
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              "evidence": "Sets up 'The Shock' beat — generational shift framed as turning point.",
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              "evidence": "Post-90s vs Pre-90s split uses size + color to lead the eye.",
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              "id": 80,
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              "layer": "Loop",
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              "layer": "Block",
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      "slide_frameworks": [
        {
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            {
              "name": "2x3 Segmentation Matrix",
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    "deckSummary": "A textbook BCG/Tencent consulting report that closely fits the Consultant's Gambit (Situation→Complication→Approach→Evidence→Next Steps) and overlays a Triple-Take 'facts/implications/action' three-part structure, with strong action titles, segmentation matrices, persona anchors and case-study social proof.",
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  "score": {
    "backend": "claude",
    "scoredAt": "2026-05-02 06:53:22.948+00",
    "subScores": {
      "scqa_arc": 72,
      "action_titles": 88,
      "mece_structure": 70,
      "closing_strength": 62,
      "evidence_quality": 85,
      "clarity_of_thesis": 70,
      "production_quality": 65,
      "visual_storytelling": 65
    },
    "totalScore": 72,
    "coveragePct": 100,
    "explanations": {
      "scqa_arc": "Situation (booming market, slide 7) and Complication (generational shift, slides 8-9) are clear; the implicit Question is answered through segments and case studies, but the arc dilutes into an analytical dump in slides 18-22 before recovering.",
      "action_titles": "Near-universal insight-bearing sentence titles from slide 7 onward; example slide 9: 'Post-90s consumers have become a major market force, representing half of total luxury consumer base and 46% of luxury sales'.",
      "mece_structure": "Three-part structure (Growth, Segments, Strategy) is logical, but segmentation work in Part 1 (slides 9-14) overlaps materially with Part 2 deep-dive (slides 25-35), creating repetition rather than clean exhaustion.",
      "closing_strength": "Slide 49 offers four high-level strategic imperatives and slide 50 a paragraph summary, but there is no concrete call to action, prioritized next steps, or owner/timeline; closing is descriptive rather than directive.",
      "evidence_quality": "Strong evidence base: methodology disclosed (slide 3), quantified data points on most analytical slides, executive quotes from LVMH/Tiffany/Piaget (slides 39, 43, 44, 48), and 8+ branded case studies (LV, Hermes, Cartier, Gucci, Dior, Blancpain).",
      "clarity_of_thesis": "Thesis (post-90s reshape Chinese luxury) is implied by slide 1's title but only stated declaratively at slides 8-9; slides 2-6 are preface/methodology rather than a sharp argument upfront.",
      "production_quality": "Action-title discipline and footnote usage are consistently high and BCG/Tencent green theme is uniform, but heavy density on ~27% of analytical slides and inconsistent source attribution (Bain vs BCG, slides 16, 31) drag this down.",
      "visual_storytelling": "Charts are largely well-matched (waterfalls for growth decomposition slides 9-10, 13; stacked bars for channel mix slides 21, 28), but ~14 slides are tagged 'overcrowded' (e.g. 11, 12, 14, 16, 17, 19, 25, 26) hurting message clarity."
    },
    "slidesAnalyzed": 53
  },
  "review": {
    "backend": null,
    "verdict": "A solid, data-disciplined market study with clean MECE architecture and strong numeric action titles, but it opens too slowly and closes on topic-label slides — use its segmentation chapter (p.9-14) as a Storymakers teaching example, not the opening or closing.",
    "reviewedAt": "2026-04-24 14:19:34+00",
    "slidesSeen": 53,
    "suggestions": [
      "Move a BLUF slide to p.3 or p.4 stating the two priority segments and the five practices, so readers have the answer before the setup",
      "Rewrite p.37, p.49, and p.50 as declarative insight titles — e.g. p.50 from 'Summary' to 'Win post-90s and heavy-spenders via WeChat-native service, social-embedded marketing, and digital VIC rooms'",
      "Sharpen the 'complication' in Part 1: add an explicit slide framing brand risk (e.g. churn from the 80% who tried new brands on p.16) so the analysis in Part 2 feels like a response to a problem, not a continuation of context"
    ],
    "closingScore": 62,
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              "version": 1,
              "description": "Pull quote or testimonial."
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      "tools": [
        {
          "tool": {
            "name": "Action Titles",
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            "status": "active",
            "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
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            "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
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          "evidence": "Title is a full prescription: elevate experience + product + aftersales.",
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          "pageNumber": 17,
          "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
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            "description": "The discipline of distilling raw analysis, data, or content into a single declarative sentence — the slide's core message — that the audience would walk away with if they remembered nothing else. Process, not artefact: extraction questions run on the raw content until one sentence falls out.",
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          "evidence": "Callout crystallizes thesis: 'expansion hinges not on prices but on channels, services, product…'",
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          "whenToUse": "Any slide that carries an argument or finding. The diagnostic: if the slide has a chart on it, it needs a core message. Run extraction whenever the current title is a topic (Q3 performance, Customer satisfaction) rather than a claim, or when a reader could reasonably draw more than one conclusion from the visible evidence.",
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          "whyItWorks": "Solves the two failure modes of slide writing simultaneously: the topic title (which outsources interpretation to the audience and produces three different conclusions in three different heads) and the multi-thesis stapler (which exceeds working memory and gets remembered as fragments). Aligns with how readers actually consume decks — Heath & Heath's Find the Core, the journalist's nut graf, and Minto's governing thought all converge on the same cognitive economics.",
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            "version": 1,
            "description": "The pivot — solution proposed, catalyst introduced, decision made. Common (15/20 arcs) but not universal: Triple-take, AIDA, PAS, Voyage-return and Pixar substitute it with a strong reflection or development beat."
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          "evidence": "Part 01 quantifies growth, segments, categories, channels.",
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            "status": "active",
            "canonId": "019dd9b8-020e-7505-af9b-d9b9a4679bcc",
            "version": 1,
            "description": "Where the deck grounds the reader before doing anything else. Almost every arc opens here."
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          "matchConfidence": 78
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      "loops": [
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          "evidence": "Self-reward motivations → 80% switching → 'elevate experience' rec on p17.",
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          "text": "Ready-to-wear clothes satisfy heavy-spending consumers and post-90s cohorts' needs for self-expression and daily wear respectively.",
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          "kind": "chart",
          "text": "Luxury penetration by category (2019-2021)",
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          "kind": "metric",
          "text": "Luxury penetration: 69%",
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              "version": 1,
              "description": "Big-number or KPI value."
            },
            "tool": {
              "name": "Quantification",
              "slug": "quantification",
              "status": "active",
              "bestFor": null,
              "canonId": "019dd9e1-47ab-72ce-a079-aab1f5299e88",
              "version": 1,
              "bodyDocId": null,
              "description": "Translating a claim into numbers, charts, or tables.",
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            },
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          "subkind": "primary",
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