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              "layer": "Slide",
              "evidence": "Inner-suburb hot spots visually pop against pale regions",
              "confidence": 65
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            {
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          "tools": [
            {
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              "evidence": "Title 'C/C industries' employees are highly qualified'",
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          "tools": [
            {
              "id": 118,
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              "evidence": "Title '70k volunteers add an additional $220m value to Victoria'",
              "confidence": 78
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              "id": 224,
              "slug": "singularity-effect",
              "layer": "Slide",
              "evidence": "Single hero stat ('70k volunteers / $220m') anchors the slide",
              "confidence": 60
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          ],
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        },
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          "tools": [
            {
              "id": 118,
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              "evidence": "Title 'International cultural tourists contributed $1b...in 2013'",
              "confidence": 78
            }
          ],
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        },
        {
          "tools": [
            {
              "id": 117,
              "slug": "progressive-disclosure",
              "layer": "Loop",
              "evidence": "Section explicitly framed as 'Deep dive' into a sub-segment",
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        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
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        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
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        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
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              "evidence": "Title 'Victoria employs proportionally more Indigenous people in culture...'",
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          "page_number": 26
        },
        {
          "tools": [
            {
              "id": 158,
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              "evidence": "Cascading chart re-used with Spillover tier highlighted, others greyed",
              "confidence": 78
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              "id": 98,
              "slug": "callback",
              "layer": "Loop",
              "evidence": "Re-uses cascading model from p9/11 to anchor the new section",
              "confidence": 75
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        {
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            {
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              "id": 118,
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            {
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              "slug": "credibility-transfer",
              "layer": "Slide",
              "evidence": "Cites EIU liveability rank (97.5) as external authority",
              "confidence": 65
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              "id": 118,
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              "confidence": 78
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              "layer": "Slide",
              "evidence": "Coloured ovals label 'Top 4', 'Challengers', 'Ones to watch', 'Developing'",
              "confidence": 80
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              "id": 129,
              "slug": "chart-selection-guide",
              "layer": "Slide",
              "evidence": "Scatter quadrant chart chosen to plot Asset strength vs Buzz",
              "confidence": 78
            },
            {
              "id": 67,
              "slug": "curiosity-gap",
              "layer": "Block",
              "evidence": "Closing callout asks 'How can Melbourne continue to increase its buzz?'",
              "confidence": 70
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          ],
          "page_number": 32
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        {
          "tools": [
            {
              "id": 87,
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              "layer": "Loop",
              "evidence": "Singapore explicitly used as analogue for Melbourne",
              "confidence": 80
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              "evidence": "PM Goh Chok Tong quote borrows authority",
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              "evidence": "Quote acts as the 'Vision' moment for the case",
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              "confidence": 80
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              "id": 155,
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              "evidence": "Reports/indexes used to validate the link",
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              "evidence": "Connector lines group three sub-questions into one rating",
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              "evidence": "Three-dot evidence indicator uses green saturation for strength",
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            {
              "id": 155,
              "slug": "credibility-transfer",
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              "evidence": "Cited literature list",
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              "slug": "action-titles",
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              "evidence": "Far-reaching survey of literature cited",
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              "slug": "singularity-effect",
              "layer": "Slide",
              "evidence": "Single pilot programme used as concrete proof",
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          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
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              "id": 169,
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        },
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          "tools": [
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              "id": 121,
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              "evidence": "Frames intangible 'cultural value' through experiential dimensions",
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          "tools": [
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              "id": 130,
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              "evidence": "Green plus / red minus / tilde encode advantage state",
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              "id": 139,
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              "layer": "Slide",
              "evidence": "Symbol+colour glyphs are scannable at a glance",
              "confidence": 75
            }
          ],
          "page_number": 54
        },
        {
          "tools": [
            {
              "id": 87,
              "slug": "parallel-structure",
              "layer": "Loop",
              "evidence": "Eight action levers each follow same lever-name → action-statement form",
              "confidence": 78
            },
            {
              "id": 116,
              "slug": "chunking",
              "layer": "Loop",
              "evidence": "Eight discrete row-chunks make the action set scannable",
              "confidence": 75
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          ],
          "page_number": 55
        },
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          "tools": [
            {
              "id": 118,
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              "evidence": "Title 'C/C economy could add $21.9b GVA and 90k jobs for Victoria'",
              "confidence": 85
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Two parallel waterfall charts (GVA and jobs) side-by-side",
              "confidence": 78
            },
            {
              "id": 100,
              "slug": "payoff",
              "layer": "Loop",
              "evidence": "Quantified upside delivers on opening 'C/C is significant' setup",
              "confidence": 70
            }
          ],
          "page_number": 56
        },
        {
          "tools": [
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              "id": 67,
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              "evidence": "Closing slide is literally 'Questions to be answered' — opens loops",
              "confidence": 75
            },
            {
              "id": 101,
              "slug": "zeigarnik-effect",
              "layer": "Loop",
              "evidence": "Deck ends on unresolved questions to keep readers engaged",
              "confidence": 65
            }
          ],
          "page_number": 57
        }
      ],
      "slides_seen": 65,
      "deck_summary": "Disciplined consultant's-gambit fact pack: strong Pyramid-style exec summary, MECE scope, evidence-stack sizing, and Triple-Take cascade into action levers — but with no explicit complication beat and recommendations stay diagnostic rather than prescriptive.",
      "secondary_arcs": [
        {
          "id": 11,
          "slug": "triple-take",
          "beats": [
            {
              "name": "The Facts (What)",
              "end_page": 26,
              "evidence": "Sizing data: jobs, GVA, exports, geography, demographics",
              "position": 1,
              "start_page": 3
            },
            {
              "name": "The Implications (So What)",
              "end_page": 52,
              "evidence": "Spillover + social value evidence shows why C/C matters",
              "position": 2,
              "start_page": 27
            },
            {
              "name": "The Action (Now What)",
              "end_page": 57,
              "evidence": "Competitiveness, action levers, growth target, open questions",
              "position": 3,
              "start_page": 53
            }
          ],
          "evidence": "Maps cleanly to What (1-26 facts) → So What (27-52 implications) → Now What (53-57 actions)",
          "confidence": 70
        }
      ],
      "images_inspected": 11,
      "slide_frameworks": [
        {
          "frameworks": [
            {
              "name": "Venn Diagram",
              "slug": "venn-diagram",
              "evidence": "Two overlapping circles 'C/C occupations' × 'C/C industries' label Embedded/Specialist/Support",
              "confidence": 88
            }
          ],
          "page_number": 6
        },
        {
          "frameworks": [
            {
              "name": "BCG Cascading Value Model",
              "slug": "bcg-cascading-value-model",
              "evidence": "Subtitle names 'Cascading model'; tiers Economic/Spillover/Social-Cultural",
              "confidence": 78
            }
          ],
          "page_number": 9
        },
        {
          "frameworks": [
            {
              "name": "BCG Cascading Value Model",
              "slug": "bcg-cascading-value-model",
              "evidence": "Same cascading chart with Economic tier emphasised",
              "confidence": 78
            }
          ],
          "page_number": 11
        },
        {
          "frameworks": [
            {
              "name": "BCG Cascading Value Model",
              "slug": "bcg-cascading-value-model",
              "evidence": "Same cascading chart with Spillover tier emphasised",
              "confidence": 78
            }
          ],
          "page_number": 28
        },
        {
          "frameworks": [
            {
              "name": "Global City Brand Barometer",
              "slug": "global-city-brand-barometer",
              "evidence": "Chart titled 'Global City Brand Barometer'; axes Asset strength × Buzz",
              "confidence": 88
            },
            {
              "name": "2x2 Matrix",
              "slug": "2x2-matrix",
              "evidence": "Four labelled clusters (Top 4, Challengers, Ones to watch, Developing)",
              "confidence": 70
            }
          ],
          "page_number": 32
        },
        {
          "frameworks": [
            {
              "name": "Background-Objectives-Actions-Outcomes",
              "slug": "background-objectives-actions-outcomes",
              "evidence": "Four chevrons labelled Background → Objectives → Actions → Outcomes",
              "confidence": 80
            }
          ],
          "page_number": 33
        },
        {
          "frameworks": [
            {
              "name": "BCG Cascading Value Model",
              "slug": "bcg-cascading-value-model",
              "evidence": "Same cascading chart with Social/Cultural tier emphasised",
              "confidence": 78
            }
          ],
          "page_number": 36
        },
        {
          "frameworks": [
            {
              "name": "Evidence-Progress-Relevance Methodology",
              "slug": "evidence-progress-relevance",
              "evidence": "Three labelled criteria feed a Weak↔Strong rating ladder",
              "confidence": 78
            }
          ],
          "page_number": 37
        },
        {
          "frameworks": [
            {
              "name": "Competitiveness Assessment",
              "slug": "competitiveness-assessment",
              "evidence": "Five factors (Access, Infrastructure, Scale, Market position, Innovation) rated +/-/~",
              "confidence": 70
            }
          ],
          "page_number": 54
        }
      ]
    },
    "matchedAt": "2026-04-26 20:29:16+00",
    "slidesSeen": 65,
    "deckSummary": "Disciplined consultant's-gambit fact pack: strong Pyramid-style exec summary, MECE scope, evidence-stack sizing, and Triple-Take cascade into action levers — but with no explicit complication beat and recommendations stay diagnostic rather than prescriptive.",
    "imagesInspected": 11,
    "extractionSeconds": 430.08063
  },
  "score": {
    "backend": "codex",
    "scoredAt": "2026-05-02 15:25:47.632+00",
    "subScores": {
      "scqa_arc": 50,
      "action_titles": 74,
      "mece_structure": 78,
      "closing_strength": 35,
      "evidence_quality": 86,
      "clarity_of_thesis": 70,
      "production_quality": 76,
      "visual_storytelling": 80
    },
    "totalScore": 69,
    "coveragePct": 100,
    "explanations": {
      "scqa_arc": "The deck establishes situation through slides 3-4 and later offers answers in slides 55-56, but the complication and governing question are weak and arrive late, making the flow closer to an analytical fact dump than a strict SCQA story.",
      "action_titles": "Most analytical slides use declarative titles, e.g. slide 13, \"C/C economy accounted for 8% of Victorian economy in 2013\", though several front-matter, divider, and appendix slides remain topic labels.",
      "mece_structure": "The main chapters in slides 5, 10, 27, 35, and 53 separate scope, economic value, spillover value, social/cultural value, and opportunity assessment cleanly, but repeated framing slides and a late questions slide create mild overlap.",
      "closing_strength": "Slides 55-57 introduce possible government actions, growth potential, and open questions, but the deck ends with appendix material and a generic thank-you slide 65 rather than a clear recommendation or next-step ask.",
      "evidence_quality": "Claims are usually backed by quantified charts, maps, literature tables, case studies, footnotes, and methodology appendices, with slide 2 explicitly flagging data-source limitations.",
      "clarity_of_thesis": "The central argument is visible by slides 3-4, especially the claim that the C/C economy is a significant $22.7B, 222k-job contributor, but it is framed as a fact-pack finding rather than a sharp recommendation.",
      "production_quality": "BCG template consistency, sectioning, footnotes, and chart discipline are strong, but dense or overcrowded slides such as 20, 25, 43, 50, and 56 reduce whitespace and executive readability.",
      "visual_storytelling": "The deck generally chooses appropriate tools such as Venn diagrams for scope on slides 6-8, charts and maps for economic evidence on slides 12-22, and evidence tables for social value on slides 38-51, though several slides are overcrowded."
    },
    "slidesAnalyzed": 65
  },
  "review": {
    "backend": null,
    "verdict": "A well-scaffolded BCG fact pack with disciplined quantified titles and clean MECE pillars, but it ends on a question list instead of a recommendation — use the data chapters (p.12-22, p.39-51) as a teaching example of insight-bearing titles, not the overall arc.",
    "reviewedAt": "2026-04-24 14:14:34+00",
    "slidesSeen": 65,
    "suggestions": [
      "Replace 'Questions to be answered' (p.57) with a ranked recommendation slide: 3-5 government actions with expected GVA impact, owner and time horizon, and close on the $21.9b upside as the ask.",
      "Rewrite section dividers as action titles: 'Opportunity Assessment' → 'Victoria can capture $21.9b more GVA by 2025 if design-led growth continues'; 'Spillover Value' → 'Liveability is the channel through which C/C spending pays back across all industries'.",
      "Compress the framework front-matter (p.6-11) into a single two-panel slide — scope + cascading value model — so the first real data insight lands by p.5, not p.12.",
      "Consolidate the repeated 'Key studies indicate strength of evidence' slides into one evidence matrix, freeing space for a 'so what' slide per social-value domain."
    ],
    "closingScore": 48,
    "openingScore": 68,
    "topStrengths": [
      "Strong quantified action titles in the data chapters (p.14 '$22.7b in 2013', p.19 'growing three times faster', p.47 'reduced recidivism by 50%')",
      "Clean MECE scaffolding across four value tiers — economic, spillover, social, opportunity — with matching section dividers (p.10/27/35/53)",
      "Disciplined evidence pattern in the social-value section: each domain (corrections, education, mental health, indigenous, disability, health) gets a claim slide paired with a studies slide (p.39-51)",
      "Executive summary on p.4 states the headline number upfront rather than burying it"
    ],
    "topWeaknesses": [
      "No clear recommendation or decision slide — the deck ends on p.57 'Questions to be answered' and then flows into appendix, which is a fact-pack tell, not a consulting answer",
      "Heavy framework real estate early (p.6, p.8, p.9, p.11) delays the first insight until p.12",
      "Section dividers use topic labels ('Spillover Value', 'Opportunity Assessment') instead of thesis statements",
      "The $21.9b upside on p.56 is the deck's single biggest number but arrives unframed, with no 'how to capture it' pillar following it",
      "The paired case-study + 'Key studies indicate strength of evidence' slides (p.40, 42, 46, 49, 51) use repetitive, generic titles that waste insight real estate"
    ],
    "narrativeScore": 62,
    "pillarCritique": "Section dividers (p.10 Scope/Framing, p.27 Spillover Value, p.35 Social & Cultural Value, p.53 Opportunity Assessment) map to a coherent cascading-value model rather than a topic dump, and they're MECE-ish — but they read as analytical chapters, not as argumentative pillars with action titles.",
    "closingCritique": "The closing sequence ends on 'Questions to be answered' (p.57) followed by appendices and a 'Thank you' — there is no explicit recommendation, prioritized action set, or CTA; p.55's 'Potential government actions' is listed but not sharpened into a clear ask.",
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