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          "description": "Repeating similar charts for comparison across categories or time",
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        "confidence": 85,
        "extraction": {
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          "status": "active",
          "bestFor": "On every slide carrying a chart, number, list, or finding intended to inform a decision; whenever a draft title is descriptive rather than directive; whenever the deck will circulate without its author.",
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          "description": "The recursive editorial discipline of asking so-what of every slide, chart, and statement until the answer is an implication for the audience — that final answer becomes the slide's title; the chain becomes its body.",
          "familyLabel": null,
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          "categorySlug": "slide"
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        "layer": "slide",
        "agents": [
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        "matchId": "019de770-d11d-70bf-8c12-7a02317db8f5",
        "evidence": "Three quote callouts translate charts into investor consequences.",
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        "whenToUse": "On every slide carrying a chart, number, list, or finding intended to inform a decision; whenever a draft title is descriptive rather than directive; whenever the deck will circulate without its author.",
        "confidence": 75,
        "extraction": {
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        "whyItWorks": "Solves the two failure modes of analytical communication at once: stopping at description (analyst-confidence problem) and leaving insight stranded in the analyst's head (translation problem). The recursion is what guarantees the implication makes it into ink.",
        "antipattern": "Stopping at the first tighter description (still a fact, not an implication), regressing past the audience's decision space into philosophy, smuggling the so-what into speaker notes, or re-using an implication aimed at a previous audience.",
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            "evidence": "Six volatility drivers underlying market sentiment named.",
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            "evidence": "SPAC six-year low and 90% de-SPACs below US$10 = concrete fallout.",
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        ],
        "evidence": "Layered analysis from surface metrics (p.4) to sector layer (p.5) to cross-border/exchange layer (p.6-7) to core driver volatility (p.8) to SPAC implications (p.9-10).",
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      },
      "loops": [
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          "evidence": "Every page in 4-7 places Q1 2023 next to Q1 2022 with explicit YoY % change.",
          "position": 1,
          "objective": "Compare Q1 2023 IPO market vs Q1 2022 across volume, sector, geography, exchange",
          "confidence": 80,
          "start_page": 4
        },
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          "evidence": "Charts show 613 SPAC IPOs in 2021 vs 9 YTD 2023; 90% de-SPACs trade below US$10.",
          "position": 2,
          "objective": "Contrast SPAC 2021 peak with the current six-year-low collapse",
          "confidence": 75,
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      ],
      "slide_tools": [
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              "slug": "opening-hooks",
              "layer": "Slide",
              "evidence": "Provocative question 'How ready are you to go public...' as cover hook.",
              "confidence": 85
            },
            {
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              "slug": "visual-hierarchy",
              "layer": "Slide",
              "evidence": "Yellow frame draws eye to the central question.",
              "confidence": 80
            },
            {
              "id": 165,
              "slug": "picture-superiority-effect",
              "layer": "Slide",
              "evidence": "Full-bleed jumping athlete photo carries the readiness theme.",
              "confidence": 75
            },
            {
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              "slug": "focal-point",
              "layer": "Slide",
              "evidence": "Single yellow-framed question is the lone visual anchor.",
              "confidence": 70
            }
          ],
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        },
        {
          "tools": [
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              "slug": "credibility-transfer",
              "layer": "Slide",
              "evidence": "Quote attributed to Paul Go, EY Global IPO Leader.",
              "confidence": 85
            },
            {
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              "slug": "authority-bias",
              "layer": "Slide",
              "evidence": "EY Global IPO Leader byline lends authority to framing.",
              "confidence": 80
            },
            {
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              "evidence": "Headline 'Staying on the front foot in an uncertain market' crystallises thesis.",
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            },
            {
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              "evidence": "Words 'fleeting', 'tougher' inject urgency about market conditions.",
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        },
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              "evidence": "Callout 'IPO numbers holding up but mega transactions missing' carries insight.",
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            },
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              "slug": "contrast-pairs",
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              "evidence": "Q1 2023 vs Q1 2022 columns drive every row of the table.",
              "confidence": 85
            },
            {
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              "slug": "data-story-arc",
              "layer": "Loop",
              "evidence": "Context-conflict-insight via three quote callouts beside the table.",
              "confidence": 70
            },
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              "evidence": "Three callout quotes annotate what the percentages mean.",
              "confidence": 75
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              "slug": "contrast-principle",
              "layer": "Slide",
              "evidence": "Yellow header band highlights Global row above regional rows.",
              "confidence": 70
            }
          ],
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        },
        {
          "tools": [
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              "layer": "Slide",
              "evidence": "Title 'Energy stayed ahead by proceeds' states the insight.",
              "confidence": 90
            },
            {
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              "slug": "so-what-test",
              "layer": "Slide",
              "evidence": "Quote spells out tech-vs-energy implication for valuations.",
              "confidence": 80
            },
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              "evidence": "Two parallel lollipop panels: by number and by proceeds.",
              "confidence": 90
            },
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              "slug": "chart-selection-guide",
              "layer": "Slide",
              "evidence": "Lollipop chart cleanly shows Q1 2023 vs Q1 2022 deltas.",
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              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "Yellow Q1 2023 dots stand out against grey Q1 2022 dots.",
              "confidence": 65
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        },
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          "tools": [
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              "evidence": "Title names the insight: Chinese startups led, US/Switzerland chosen.",
              "confidence": 85
            },
            {
              "id": 119,
              "slug": "so-what-test",
              "layer": "Slide",
              "evidence": "Callout '78% YoY increase' translates tables into a claim.",
              "confidence": 75
            },
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              "layer": "Slide",
              "evidence": "Three parallel tables: by origin, destination, totals.",
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          ],
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        },
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              "evidence": "Title contrasts emerging-market volume with US/China value concentration.",
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              "evidence": "Twin horizontal bar charts: by number of IPOs and by proceeds.",
              "confidence": 85
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              "evidence": "Horizontal bars suit ranking many exchanges.",
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              "evidence": "Chain-link bubble diagram = interconnected risks metaphor.",
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            },
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              "layer": "Slide",
              "evidence": "Connection / proximity links six driver bubbles into one system.",
              "confidence": 80
            },
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              "slug": "visual-anchors",
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              "evidence": "Yellow 'Volatility' and 'Market sentiment' labels frame the diagram.",
              "confidence": 70
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              "slug": "core-message-extraction",
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              "evidence": "Six drivers distilled to one phrase: market sentiment & investor confidence.",
              "confidence": 65
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              "layer": "Slide",
              "evidence": "Title states cause: liquidations + post-listing performance brake demand.",
              "confidence": 85
            },
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              "slug": "so-what-test",
              "layer": "Slide",
              "evidence": "Callout flags six-year low for SPAC volume.",
              "confidence": 70
            },
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              "slug": "contrast-principle",
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              "evidence": "Regional table emphasises EMEIA -100% YoY.",
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              "layer": "Loop",
              "evidence": "Loop frames SPAC 2021 peak vs current collapse.",
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            }
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        },
        {
          "tools": [
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              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title declares slowdown plus dismal post-merger performance.",
              "confidence": 85
            },
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              "id": 133,
              "slug": "small-multiples",
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              "evidence": "Four panels: SPAC IPOs, de-SPAC mergers, liquidations, post-merger donut.",
              "confidence": 85
            },
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              "slug": "contrast-principle",
              "layer": "Slide",
              "evidence": "613 peak vs 9 YTD 2023 highlighted on bar-line chart.",
              "confidence": 75
            },
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              "layer": "Slide",
              "evidence": "Three quote callouts translate charts into investor consequences.",
              "confidence": 75
            },
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      "deck_summary": "EY's quarterly IPO trends report follows a layered Onion-like analysis (surface stats to sector to geography to drivers to SPAC fallout) with consistent action titles and YoY contrast pairs, but lacks a strong Action/Now-What payload - Storymakers alignment is partial.",
      "secondary_arcs": [
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            },
            {
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              "evidence": "Volatility drivers + SPAC collapse explain the data.",
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            },
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              "evidence": "Paul Go quote: focus on building sustainable businesses.",
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          "evidence": "Pages 4-7 present facts (what), 8-10 surface implications (so-what); the now-what is implicit in p.3 framing.",
          "confidence": 55
        }
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    "matchedAt": "2026-05-02 06:47:01.747+00",
    "slidesSeen": 12,
    "deckSummary": "EY's quarterly IPO trends report follows a layered Onion-like analysis (surface stats to sector to geography to drivers to SPAC fallout) with consistent action titles and YoY contrast pairs, but lacks a strong Action/Now-What payload - Storymakers alignment is partial.",
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  "score": {
    "backend": "claude",
    "scoredAt": "2026-05-02 06:39:40.637+00",
    "subScores": {
      "scqa_arc": 50,
      "action_titles": 82,
      "mece_structure": 60,
      "closing_strength": 30,
      "evidence_quality": 80,
      "clarity_of_thesis": 55,
      "production_quality": 75,
      "visual_storytelling": 70
    },
    "totalScore": 64,
    "coveragePct": 100,
    "explanations": {
      "scqa_arc": "Slide 3 sets Situation/Complication and slide 8 raises a Question, but the deck is largely an analytical dump of Q1 data with no clear Answer or synthesizing recommendation.",
      "action_titles": "Most analysis slides carry strong insight-bearing titles (e.g., slide 5: 'Energy stayed ahead by proceeds, with four of the top 10 IPOs in Q1 2023'); only slides 4 and 8 fall back to topic labels.",
      "mece_structure": "Sections cover global context, regional/sector analysis, cross-border, exchanges, and SPACs without major overlap, but SPAC analysis (slides 9-10) is disproportionately weighted and the global-to-regional drilldown is incomplete.",
      "closing_strength": "Deck ends with a Definitions appendix (slide 11) and Contacts (slide 12); there is no recommendation, call to action, or synthesis slide.",
      "evidence_quality": "Claims are consistently backed by tables, charts, and YoY data (e.g., slide 6's 78% YoY proceeds increase; slide 10's 90% trading below US$10) with footnotes throughout.",
      "clarity_of_thesis": "The cover (slide 1) poses a question and slide 3 frames context, but no declarative thesis is stated within the first 5 slides — the theme of IPO readiness amid uncertainty is implied rather than asserted.",
      "production_quality": "High action-title density on analytical slides, consistent EY branding, footnote discipline visible on data slides, but four slides are tagged overcrowded which signals density issues.",
      "visual_storytelling": "Good tool selection — lollipop+table on slide 5, dual bar charts on slide 7, donut for the 90%-below-$10 stat on slide 10 — though slides 5, 6, 9, 10 are flagged overcrowded."
    },
    "slidesAnalyzed": 12
  },
  "review": {
    "backend": null,
    "verdict": "A competent quarterly market-update deck with strong action titles in the analytical middle but no Resolution act — useful as a teaching example for headline-writing, not for full Storymakers narrative arc.",
    "reviewedAt": "2026-04-25 05:07:15+00",
    "slidesSeen": 12,
    "suggestions": [
      "Add an 'Answer-first' slide before the ToC that states the thesis in one sentence (e.g. 'IPO windows are open but small — prepare now for energy-led, emerging-market deals')",
      "Promote p.8 into a closing 'What to do now' slide with 3-4 prescriptive actions and move it after p.10",
      "Rewrite p.4's title from 'Q1 2023 IPO activity' to a declarative statement of what the data shows (e.g. 'Deal count holding, but mega-IPOs vanished — a buyer's-pause quarter')"
    ],
    "closingScore": 30,
    "openingScore": 62,
    "topStrengths": [
      "Action titles on p.5, p.6, p.9, p.10 carry the insight in the headline (e.g. p.6 'Chinese startups led the way, with the US and Switzerland their markets of choice')",
      "Callouts consistently quantify the claim (78% YoY cross-border growth on p.6, 90% trading below $10 on p.10), giving each analytical slide a defensible takeaway",
      "Cover hook (p.1) poses a sharp client-facing question that frames the reader's stake"
    ],
    "topWeaknesses": [
      "No Resolution act — deck ends on p.10 SPAC data and goes straight to Definitions/Contacts, leaving the reader without a recommendation",
      "p.8 'Companies and investors should look out for ...' is a topic label where it should be the deck's punchline; it also sits mid-deck rather than as a closing synthesis",
      "p.4 'Q1 2023 IPO activity' is a topic title in the slot where the deck most needs its top-line answer",
      "No MECE pillar dividers; the body is a sequenced topic dump (activity → sectors → geo → SPAC)"
    ],
    "narrativeScore": 55,
    "pillarCritique": "There are no real section dividers — only a ToC (p.2) and a single mid-deck context slide (p.8). The deck is organized as a topic sequence (overall activity → sectors → cross-border → SPACs) rather than MECE pillars.",
    "closingCritique": "The deck ends on a SPAC analysis (p.10), then jumps straight to Definitions and Contacts — there is no 'so-what' slide, no recommended actions, no memorable close. p.8 ('Companies and investors should look out for...') is the only call-to-action gesture and it sits mid-deck, not at the end.",
    "openingCritique": "The cover question 'How ready are you to go public when the opportunity arises?' frames stakes well, and p.3's pull-quote sets the macro tension, but the actual thesis/answer is never stated upfront — the reader has to assemble it from p.4-7.",
    "extractionSeconds": 54.74035,
    "narrativeCritique": "The deck has a loose situation→complication arc (uncertain market → IPO activity → SPAC drag) but skips Resolution: there is no recommendation slide between the analytical body (p.4-10) and the Contacts page. SCQA stalls at A.",
    "titleQualityScore": 72,
    "titleQualityCritique": "Most analytical titles are genuinely declarative and insight-bearing — e.g. p.5 'Energy stayed ahead by proceeds, with four of the top 10 IPOs in Q1 2023' and p.10 'US SPAC IPOs... slowed down, while dismal post-merger stock performance further weakened investors' sentiment'. But p.4 ('Q1 2023 IPO activity') and p.8 ('Companies and investors should look out for ...') are pure topic labels."
  },
  "activistThesis": null,
  "pitchdeck": {
    "metadata": null,
    "profile": null
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