{
  "@context": "https://koinonlink.com/schema/creator/v1.3",
  "@type": "Creator",
  "schema_version": "1.3",
  "id": "koinon:creator:tiktok_bloombergbusiness",
  "url": "https://koinonlink.com/kol/tiktok/bloombergbusiness",
  "alternate": {
    "html": "https://koinonlink.com/kol/tiktok/bloombergbusiness",
    "json": "https://koinonlink.com/kol/tiktok/bloombergbusiness.json",
    "markdown": "https://koinonlink.com/kol/tiktok/bloombergbusiness.md"
  },
  "identity": {
    "display_name": "Bloomberg Business",
    "handle": "bloombergbusiness",
    "platform": "tiktok",
    "platform_url": "https://www.tiktok.com/@bloombergbusiness",
    "website": "https://smartlink.bio/t/bloombergbusiness",
    "country": "US",
    "country_name": "United States",
    "location_text": null,
    "entity_type": "creator",
    "person_id": "koinon:person:tiktok_bloombergbusiness",
    "person_id_note": null,
    "other_accounts": [
      {
        "platform": "threads",
        "handle": "bloombergbusiness",
        "url": "https://koinonlink.com/kol/threads/bloombergbusiness"
      }
    ],
    "claimed": false,
    "claimed_note": "Not claimed. This says nothing about the creator — most profiles are simply not claimed yet.",
    "declared_accounts": []
  },
  "first_party": null,
  "reach": {
    "followers": 1095716,
    "following": 36,
    "posts_total": null,
    "posts_observed": 103,
    "account_age_days": null,
    "posts_per_day": null,
    "verified": false,
    "size_tier": "kol"
  },
  "engagement": {
    "status": "not_collected",
    "engagement_rate": null,
    "engagement_rate_basis": null,
    "posts_in_average": null,
    "avg_views_per_post": null,
    "peak_post_engagement_rate": null,
    "avg_interactions_per_post": null,
    "best_post_interactions": null,
    "measurement_source": null,
    "measurement_formula": null,
    "comparable_pool": null,
    "status_note": "Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.",
    "unit_note": "engagement_rate and peak_post_engagement_rate are ratios (0-1); avg_interactions_per_post and best_post_interactions are absolute counts. Read status before reading any number: a null rate has several different causes and status says which one applies here."
  },
  "content": {
    "bio": "",
    "topics": [
      "AI and tech industry developments",
      "stock market movements and earnings",
      "CEO interviews and corporate strategy",
      "macro economy, Fed policy and interest rates",
      "prediction markets and fintech",
      "global business and energy transition"
    ],
    "topics_en": [
      "AI and tech industry developments",
      "stock market movements and earnings",
      "CEO interviews and corporate strategy",
      "macro economy, Fed policy and interest rates",
      "prediction markets and fintech",
      "global business and energy transition"
    ],
    "topics_zh": [
      "人工智能与科技行业发展",
      "股市动态与财报",
      "CEO访谈与企业战略",
      "宏观经济、美联储政策与利率",
      "预测市场与金融科技",
      "全球商业与能源转型"
    ],
    "category": "finance",
    "category_label": "Finance",
    "subcategory": "investing",
    "subcategory_label": "Investing & markets",
    "category_confidence": 0.95,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "TikTok users interested in business, finance, markets and tech news, including retail investors, young professionals and students",
    "roles": [
      "consumer",
      "general_ai"
    ],
    "seniority": "consumer",
    "pain_points": [
      "navigating volatile stock markets and investment risks",
      "understanding rapid AI developments and their business impact",
      "keeping up with economic data, interest rates and inflation",
      "evaluating company earnings and CEO strategies amid uncertainty"
    ],
    "posts_analysed": 100,
    "confidence": 0.9
  },
  "commercial": {
    "audience_buyer_fit": 0.1,
    "promotion_intent": 0.1,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": 58,
    "authenticity_basis": "profile_shape_only",
    "authenticity_method": "Profile-shape heuristic from a single snapshot (follower count, following ratio, account age, posting volume, verification), reduced for engagement red flags where post engagement was collected. Where only a follower count is available the score saturates at 58.",
    "authenticity_comparable_across_platforms": false,
    "credibility_score": 58,
    "credibility_note": null,
    "flagged_for_review": false,
    "flag_reasons": [],
    "anomaly_flags": [],
    "koinon_bd_grade": {
      "value": "C",
      "scale": [
        "A",
        "B",
        "C",
        "quarantine",
        null
      ],
      "value_meanings": {
        "A": "Strong fit for Koinon partner outreach.",
        "B": "Moderate fit.",
        "C": "Weak fit, or never scored.",
        "quarantine": "Flagged for manual review. Excluded from Koinon published statistics, but creator search still RETURNS these profiles unless you pass exclude_anomalous:true — check quality.flagged_for_review.",
        "null": "Never scored."
      },
      "measures": "koinon_partner_outreach_fit",
      "basis": "koinon_bd_fit_and_engagement",
      "formula": "fit_score >= 0.6 AND authenticity >= 60 => A; fit_score >= 0.4 AND authenticity >= 45 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine.",
      "comparable_across_platforms": false,
      "interpretation": "NOT a quality score and NOT fit for your campaign — it grades Koinon own partner-outreach interest in gaming, e-commerce and software. A \"C\" usually means \"outside those industries\" or \"not yet scored\".",
      "explained_at": "https://koinonlink.com/for-ai#koinon_bd_grade"
    },
    "interpretation": "Signals for triage, not verdicts. A flag means the profile is worth a manual check."
  },
  "evidence": [
    {
      "evidence_id": "tiktok_bloombergbusiness#d2cb2a81",
      "type": "creator_content",
      "excerpt": "Chevron CEO Mike Wirth says the plan to invest $7 billion over the next five years through its joint venture partnerships to more than double crude production in Venezuela is \"good for the entire region.\" #oil #gas #business #Venezuela #Chevron",
      "source_url": "https://www.tiktok.com/@bloombergbusiness",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_bloombergbusiness#25587403",
      "type": "creator_content",
      "excerpt": "original sound - bloombergbusiness",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_bloombergbusiness#01d6a94b",
      "type": "creator_content",
      "excerpt": "It is a becoming a big trend on TikTok now! Click here: oil",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_bloombergbusiness#0df67c6c",
      "type": "creator_content",
      "excerpt": "Check out Bloomberg Business’s video! #TikTok >",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_bloombergbusiness#fffd8b39",
      "type": "creator_content",
      "excerpt": "\"We should have started banking consolidation in Europe, and especially in Germany, 25 years ago.\" Martin Blessing, Germany's Commissioner for Foreign Investment, tells Guy Johnson and Tom Mackenzie that UniCredit currently has a \"good hand\" in its negotiations to take over Comme",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_bloombergbusiness#6b7e645e",
      "type": "creator_content",
      "excerpt": "Search:",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_bloombergbusiness#f7a7fab4",
      "type": "creator_content",
      "excerpt": "commerzbank unicredit",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_bloombergbusiness#c67d7139",
      "type": "creator_content",
      "excerpt": "US Commerce Secretary Howard Lutnick said that Anthropi",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    }
  ],
  "provenance": [
    {
      "field": "audience.description",
      "source_type": "ai_inferred",
      "confidence": 0.9,
      "freshness_days": 32,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.roles",
      "source_type": "ai_inferred",
      "confidence": 0.9,
      "freshness_days": 32,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.seniority",
      "source_type": "ai_inferred",
      "confidence": 0.9,
      "freshness_days": 32,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "commercial.audience_buyer_fit",
      "source_type": "ai_inferred",
      "confidence": 0.6,
      "freshness_days": 0,
      "method": "llm_scorer",
      "note": "Relative signal within Koinon indexing, not a market-wide score."
    },
    {
      "field": "commercial.promotion_intent",
      "source_type": "ai_inferred",
      "confidence": 0.6,
      "freshness_days": 0,
      "method": "llm_scorer"
    },
    {
      "field": "quality.anomaly_flags",
      "source_type": "heuristic",
      "confidence": 0.5,
      "freshness_days": 2,
      "method": "profile_snapshot_and_engagement_ratio_heuristic",
      "note": "Means \"worth a manual check\", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person."
    },
    {
      "field": "quality.authenticity_score",
      "source_type": "heuristic",
      "confidence": 0.25,
      "freshness_days": 0,
      "method": "Profile-shape heuristic from a single snapshot (follower count, following ratio, account age, posting volume, verification), reduced for engagement red flags where post engagement was collected. Where only a follower count is available the score saturates at 58.",
      "note": "The input set differs by platform; do not compare this score across platforms."
    },
    {
      "field": "quality.koinon_bd_grade",
      "source_type": "ai_inferred",
      "confidence": 0.5,
      "freshness_days": 2,
      "method": "llm_partner_fit_classifier + fit_score >= 0.6 AND authenticity >= 60 => A; fit_score >= 0.4 AND authenticity >= 45 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine.",
      "note": "Koinon partner-outreach fit, not creator quality."
    },
    {
      "field": "reach.followers",
      "source_type": "observed",
      "confidence": 0.95,
      "freshness_days": 2,
      "method": "platform_profile"
    }
  ],
  "method_notes": {
    "llm_persona_from_recent_content": "Computed from posts read live at analysis time; those posts are NOT retained. The excerpts in evidence[] are separately collected profile content and are NOT the inputs to this inference. Do not cite them as its supporting evidence."
  },
  "freshness": {
    "profile_checked_days_ago": 2,
    "content_analysed_days_ago": 0,
    "audience_updated_days_ago": 32,
    "generated_at": "2026-09-03T17:23:01.612Z"
  },
  "retrieval": {
    "indexing_requests": 1,
    "user_triggered_requests": 0,
    "last_user_triggered_day": null,
    "note": "Being indexed in bulk is not the same as being retrieved to answer a question."
  },
  "relationships": {
    "platform_entity": "https://koinonlink.com/creators/tiktok",
    "category_entity": "https://koinonlink.com/product-category/finance"
  },
  "license": {
    "terms": "https://koinonlink.com/for-ai",
    "attribution": "Koinon Link",
    "claim_url": "https://koinonlink.com/claim?k=tiktok_bloombergbusiness",
    "removal_url": "https://koinonlink.com/claim?k=tiktok_bloombergbusiness"
  }
}