{
  "schema_version": "core-reviewed-term-ai-handoff-v1",
  "version": "core-reviewed-term-ai-handoff-v1",
  "contract_status": "preview",
  "distribution": "per_term_read_only_ai_handoff",
  "no_write_operations": true,
  "canonical": {
    "url": "https://core.yogoq.com/en-US/core/visualization",
    "slug": "visualization",
    "locale": "en-US"
  },
  "summary": {
    "schema_version": "core-reviewed-term-summary-v1",
    "term_id": "b16e014a-2daf-5adb-b1e3-174f39dd46cc",
    "canonical_slug": "visualization",
    "canonical_url": "https://core.yogoq.com/en-US/core/visualization",
    "locale": "en-US",
    "display_name": "Data Visualization",
    "english_name": null,
    "abbreviation": null,
    "short_definition": "Data visualization uses charts and graphics to communicate patterns, comparisons, and trends clearly.",
    "quality": "reviewed",
    "publication_status": "published_reviewed",
    "version": "core-reviewed-term-summary-v1",
    "last_reviewed_at": "2026-05-14T00:00:00.000Z",
    "sources_count": 3,
    "limitations_key": "core-trust-policy-v1-2026-06-22"
  },
  "content": {
    "definition": {
      "key": "definition",
      "title": "一言でいうと",
      "text": "Data visualization uses charts and graphics to communicate patterns, comparisons, and trends clearly.",
      "items": []
    },
    "formula": null,
    "boundary": null,
    "usage": [
      {
        "key": "meaning",
        "title": "意味",
        "text": "Visualization translates data into visual forms that help people see structure, outliers, and relationships. Effective visuals are designed around the decision question and the audience, not around decorative complexity. Good visualization reduces cognitive load, highlights key insights, and makes uncertainty explicit when needed.",
        "items": []
      },
      {
        "key": "usage",
        "title": "役立つ場面",
        "text": "It determines which insights are emphasized and how stakeholders interpret them. It shapes dashboard design and reporting cadence for decision cycles. It influences trust by showing data quality and uncertainty transparently.",
        "items": [
          "It determines which insights are emphasized and how stakeholders interpret them.",
          "It shapes dashboard design and reporting cadence for decision cycles.",
          "It influences trust by showing data quality and uncertainty transparently."
        ]
      },
      {
        "key": "usage",
        "title": "使い方のポイント",
        "text": null,
        "items": [
          "Choose chart types that match the question, such as trends or comparisons.",
          "Simplify visuals to emphasize the main message.",
          "Use consistent scales and labels to avoid misleading readers.",
          "Provide context and annotations for important changes.",
          "Design for the audience's needs, not the analyst's preferences."
        ]
      }
    ],
    "misunderstandings": [
      {
        "key": "misunderstandings",
        "title": "よくある誤解 / 落とし穴",
        "text": null,
        "items": [
          "Visualization is not decoration; it is a decision tool.",
          "Complex charts are not always better than simple ones.",
          "Dashboards do not replace analysis; they summarize it."
        ]
      }
    ],
    "examples": [
      {
        "key": "examples",
        "title": "最小例",
        "text": "A finance team reports monthly performance to executives. Instead of a crowded table, they show a simple line chart of revenue with a shaded forecast range and a bar chart for expense categories. Annotations highlight a supply disruption that explains a dip. The visuals make the tradeoffs clear and allow the leadership team to decide on budget adjustments quickly.",
        "items": []
      }
    ],
    "comparisons": [
      {
        "key": "comparisons",
        "title": "似ている言葉との違い",
        "text": "Compare Data Visualization with adjacent concepts before deciding. Data Visualization | Current concept | Use when the team needs the primary decision lens Adjacent metric or framework | Supporting lens | Use when the team needs evidence or process detail General vocabulary | Broad explanation | Use only for orientation, not final decision-making",
        "items": [
          "Data Visualization | Current concept | Use when the team needs the primary decision lens",
          "Adjacent metric or framework | Supporting lens | Use when the team needs evidence or process detail",
          "General vocabulary | Broad explanation | Use only for orientation, not final decision-making"
        ]
      }
    ],
    "faq": [
      {
        "question": "When should I use Data Visualization?",
        "answer": "Use it when the team needs to decide scope, priority, owner, or trade-off, not when it only needs a short definition."
      },
      {
        "question": "What makes Data Visualization useful in practice?",
        "answer": "It becomes useful when it is tied to evidence, a decision owner, and a concrete next operating choice."
      },
      {
        "question": "What should I avoid?",
        "answer": "Avoid using the term as a label without clarifying assumptions, boundaries, and how success will be judged."
      }
    ]
  },
  "sources": {
    "source_refs": [
      "concept:visualization:en-US",
      "concept:visualization:ja-JP",
      "core-term-page-500:concept:visualization"
    ],
    "visible_sources": [
      {
        "label": "Leveraging Data Visualization to Communicate Effectively (Open Textbook Library)",
        "url": "https://open.umn.edu/opentextbooks/textbooks/1409",
        "kind": null
      },
      {
        "label": "Principles of Marketing (Open Textbook Library)",
        "url": "https://open.umn.edu/opentextbooks/textbooks/principles-of-marketing",
        "kind": "tier_s"
      },
      {
        "label": "Principles of Management (OpenStax)",
        "url": "https://openstax.org/details/books/principles-management",
        "kind": "tier_s"
      }
    ]
  },
  "related_terms": [
    {
      "topic_id": "43c01228-1ec6-5957-a622-d0735c48c32a",
      "canonical_slug": "voice-of-customer",
      "canonical_url": "https://core.yogoq.com/en-US/core/voice-of-customer",
      "title": "Voice of Customer (VOC)",
      "relation_type": "next"
    },
    {
      "topic_id": "80f9d5c4-0147-5aa5-bf44-4dcf48b2c1fe",
      "canonical_slug": "vision",
      "canonical_url": "https://core.yogoq.com/en-US/core/vision",
      "title": "Vision",
      "relation_type": "used_together"
    },
    {
      "topic_id": "1427f25e-426c-5a6e-b1e8-bcf8ebfb28c2",
      "canonical_slug": "product-portfolio-management",
      "canonical_url": "https://core.yogoq.com/en-US/core/product-portfolio-management",
      "title": "Product Portfolio Management",
      "relation_type": "used_together"
    },
    {
      "topic_id": "3d77d4a4-995f-504b-8fc5-c33b5d53378d",
      "canonical_slug": "promotion",
      "canonical_url": "https://core.yogoq.com/en-US/core/promotion",
      "title": "Promotion (Marketing Mix)",
      "relation_type": "used_together"
    }
  ],
  "quality": {
    "quality": "reviewed",
    "publication_status": "published_reviewed",
    "source_count": 3,
    "last_reviewed_at": "2026-05-14T00:00:00.000Z",
    "trust_policy_version": "core-trust-policy-v1-2026-06-22"
  },
  "limitations": {
    "policy_version": "core-trust-policy-v1-2026-06-22",
    "professional_advice_boundary": "reference_only_not_professional_advice",
    "text": "This page is reference information for research and learning. For accounting, legal, finance, health, security, or other individual decisions, confirm against primary sources or qualified professionals.",
    "items": [
      "Public pages support general understanding and practical context; they are not professional advice for individual cases.",
      "Fast-changing information such as regulations, accounting standards, prices, product specs, and legal requirements should be checked against primary sources before final decisions.",
      "Even when AI-assisted drafting or audit is used, publication relies on quality gates and human-readable evidence."
    ]
  }
}
