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          "tools": [
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      "deck_summary": "Accenture survey research report with strong answer-first / Pyramid Principle ordering (exec summary + conclusion before results) and consistent action titles throughout the data section, but no genuine narrative arc, no problem-to-solution-to-action structure, and no named consulting frameworks — alignment with Storymakers is partial at best.",
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      "slide_frameworks": []
    },
    "matchedAt": "2026-04-26 00:52:21+00",
    "slidesSeen": 21,
    "deckSummary": "Accenture survey research report with strong answer-first / Pyramid Principle ordering (exec summary + conclusion before results) and consistent action titles throughout the data section, but no genuine narrative arc, no problem-to-solution-to-action structure, and no named consulting frameworks — alignment with Storymakers is partial at best.",
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  "score": {
    "backend": "codex",
    "scoredAt": "2026-05-02 20:11:55.065+00",
    "subScores": {
      "scqa_arc": 42,
      "action_titles": 76,
      "mece_structure": 48,
      "closing_strength": 28,
      "evidence_quality": 80,
      "clarity_of_thesis": 52,
      "production_quality": 62,
      "visual_storytelling": 66
    },
    "totalScore": 57,
    "coveragePct": 100,
    "explanations": {
      "scqa_arc": "The deck establishes a situation around 2021 NYC tech hiring but never frames a clear complication-question-answer sequence, and the detailed evidence appears after an early conclusion divider on slide 6.",
      "action_titles": "Most results pages use insight-bearing titles, especially slides 12-21, for example slide 12: \"Over half of respondents report their organization is planning to increase their number of tech hires in 2021 by up to 20% above 2020.\"",
      "mece_structure": "The deck covers relevant survey themes but the executive summary, conclusion, demographics, and results sections are not cleanly MECE, with reskilling and remote work repeated across slides 5, 8, 17, 18, and 19.",
      "closing_strength": "The deck ends on slide 21 with another survey dashboard about diversity and pipelines rather than a synthesized recommendation, decision, or next-step agenda.",
      "evidence_quality": "Claims are substantially backed by survey data, charts, and the methodology/demographics page on slide 10, although the evidence is mostly single-source survey evidence rather than triangulated market proof.",
      "clarity_of_thesis": "Slides 3-5 identify the main themes of tech hiring, NYC talent, reskilling, and remote work, but the central thesis is implied rather than declared in the first five slides.",
      "production_quality": "Branding and chart language are consistent, but long titles, overcrowded dashboards on slides 12, 14, 17, 18, 19, and 21, and uneven section sequencing weaken polish.",
      "visual_storytelling": "The survey results generally use appropriate bar charts, dashboards, metrics, and callouts on slides 12-21, but many pages are overcrowded and read more like data tables than guided visual arguments."
    },
    "slidesAnalyzed": 21
  },
  "review": {
    "backend": null,
    "verdict": "A survey-findings report with strong per-slide action titles but no narrative arc and an inverted structure that puts the conclusion before the evidence — use its Results section (p.12–21) as a teaching example for declarative titles, not as a structural template.",
    "reviewedAt": "2026-04-24 16:27:14+00",
    "slidesSeen": 21,
    "suggestions": [
      "Rewrite p.3–5 as a single SCQA exec-summary page: Situation (NYC tech hiring recovering), Complication (supply gaps in cybersecurity/AI, talent leakage to Boston), Question (how should NYC firms respond?), Answer (three-part recommendation).",
      "Replace the 'Conclusion' divider on p.6 with thematic pillar dividers ('Demand', 'Supply & Geography', 'Sourcing & Remote', 'Retention') and regroup p.12–21 underneath — turning a findings list into a MECE argument.",
      "Add a real closing slide after p.21 with 2–3 prescriptive 'so what' actions for NYC employers (reskilling investment, remote-work policy, housing advocacy) so the deck lands on a recommendation instead of a data point."
    ],
    "closingScore": 40,
    "openingScore": 50,
    "topStrengths": [
      "Action titles in the Results section (p.12, p.13, p.15, p.18, p.19) lead with the stat and the finding — textbook declarative titles",
      "Consistent 'stat + interpretation' pattern in callouts (e.g., p.17 'All respondents report their company allows at least some…remote') reinforces each page's single message",
      "Clear topical coverage across demand (p.12–13), geography (p.14–15), sourcing (p.16), remote work (p.17, 19), and retention (p.20–21)"
    ],
    "topWeaknesses": [
      "Structural inversion: 'Conclusion' on p.6 precedes 'Results' on p.11 — the reader meets the answer before the question and then re-reads it as data",
      "Opening takeaways (p.3–5) are topic nouns, not insights — 'Reskilling the workforce' says nothing the reader couldn't guess from the cover",
      "No recommendation or next-steps slide — the deck stops at p.21 on an incidental finding about nonprofit coding schools rather than a synthesis or CTA",
      "No MECE pillar structure — 'Results' is a ten-slide list rather than 2–4 named themes with their own sub-arcs"
    ],
    "narrativeScore": 55,
    "pillarCritique": "Dividers exist ('Executive Summary', 'Conclusion', 'Demographics', 'Results') but they are document-structure labels, not MECE content pillars — there is no thematic decomposition (e.g., Demand / Supply / Retention / Remote) even though the results would support one.",
    "closingCritique": "The last five slides are more survey findings (remote work, housing, diversity) with no recommendation, call-to-action, or synthesis slide; the actual 'Conclusion' was placed on p.6–8, so the deck ends on a data point about nonprofit coding schools rather than a memorable close.",
    "openingCritique": "The first five slides establish topic (hiring tech talent in NYC, 2021) and surface two headline stats (62%, 83%), but there is no stakes-setting hook or 'so what' — the cover and divider burn two pages and the takeaways read as neutral topic labels ('Hiring tech talent in NYC') rather than a thesis.",
    "extractionSeconds": 49.755444,
    "narrativeCritique": "The deck has a formal scaffold (Executive Summary → Conclusion → Demographics → Results) but the order is inverted and anti-narrative: it jumps to a 'Conclusion' on p.6 before any evidence, then delivers 'Results' last. The tension/complication act is absent — it reads as a survey dump with summary bookends rather than an S→C→A→R arc.",
    "titleQualityScore": 68,
    "titleQualityCritique": "The Results section (p.12–21) is genuinely strong on declarative, insight-bearing titles ('44% say NYC tech talent is lost to Boston, MA', 'Almost three-fourths…looking to hire…cybersecurity expertise'), but the opening takeaways are topic labels ('Hiring tech talent in NYC', 'Reskilling the workforce') that waste the most valuable real estate."
  },
  "activistThesis": null,
  "pitchdeck": {
    "metadata": null,
    "profile": null
  },
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            "description": null
          },
          "evidence": "No call-to-action slide; deck ends on diversity finding without recommendations.",
          "position": 3,
          "isPrimaryArc": true,
          "parentBeatType": {
            "name": "Resolution",
            "slug": "resolution",
            "status": "active",
            "canonId": "019dd9b8-045d-703b-8dd7-e92aba3ba91b",
            "version": 1,
            "description": "How the deck ends. Required in 19/20 arcs. The exception (Sparkline) ends with new bliss which is functionally a resolution."
          },
          "alignedBlockIds": null,
          "matchConfidence": 45
        }
      ],
      "loops": [
        {
          "to": 21,
          "from": 20,
          "loop": {
            "name": "51_voice_of_customer",
            "slug": "51-voice-of-customer",
            "status": "active",
            "bestFor": "Product strategy, customer experience, market research",
            "canonId": "019dd956-7aaf-750b-950b-af0df38f5266",
            "version": 1,
            "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
            "structure": "What Customers Say (Verbatim) -> The Pattern Across Voices -> The Insight -> The Response",
            "description": "Let customer quotes and feedback drive the narrative and validate the insight",
            "familyLabel": null
          },
          "matchId": "019dd95a-07fe-70ce-8d39-afac5c811a8c",
          "evidence": "Survey results on affordable-housing pull factor (p20) and NYC diversity hiring confidence (p21).",
          "position": 6,
          "objective": "Surface respondent views on retention drivers and diversity",
          "confidence": 60,
          "extraction": {
            "at": "2026-04-29 13:07:29.547081+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          }
        }
      ],
      "locked": true
    }
  ],
  "arcBeats": [
    {
      "from": 11,
      "to": 21,
      "label": "The Facts (What)",
      "description": "Results section: raw survey charts on hiring, skills, geography, remote work, retention."
    },
    {
      "from": 2,
      "to": 8,
      "label": "The Implications (So What)",
      "description": "Executive Summary insights p3-5 plus numbered Conclusion messages p7-8."
    },
    {
      "from": 21,
      "to": 21,
      "label": "The Action (Now What)",
      "description": "No call-to-action slide; deck ends on diversity finding without recommendations."
    }
  ],
  "loops": [
    {
      "from": 3,
      "to": 5,
      "label": "Pattern Hunter",
      "description": "Stack distilled survey findings into an at-a-glance picture"
    },
    {
      "from": 7,
      "to": 8,
      "label": "Mece Breakdown",
      "description": "Present four distinct numbered conclusion themes covering the survey"
    },
    {
      "from": 12,
      "to": 13,
      "label": "Voice Of Customer",
      "description": "Show what surveyed CXOs say about hiring intent and skill priorities"
    },
    {
      "from": 14,
      "to": 16,
      "label": "Tale Two Worlds",
      "description": "Compare NYC against rival tech hubs on skills and recruiting"
    },
    {
      "from": 17,
      "to": 19,
      "label": "Before After",
      "description": "Contrast pre-COVID vs post-COVID remote-work posture"
    },
    {
      "from": 20,
      "to": 21,
      "label": "Voice Of Customer",
      "description": "Surface respondent views on retention drivers and diversity"
    }
  ]
}