{
  "@context": "https://koinonlink.com/schema/creator/v1.3",
  "@type": "Creator",
  "schema_version": "1.3",
  "id": "koinon:creator:youtube_heyyvance",
  "url": "https://koinonlink.com/kol/youtube/HeyyVance",
  "alternate": {
    "html": "https://koinonlink.com/kol/youtube/HeyyVance",
    "json": "https://koinonlink.com/kol/youtube/HeyyVance.json",
    "markdown": "https://koinonlink.com/kol/youtube/HeyyVance.md"
  },
  "identity": {
    "display_name": "HeyyVance",
    "handle": "HeyyVance",
    "platform": "youtube",
    "platform_url": "https://www.youtube.com/@HeyyVance",
    "website": null,
    "country": "US",
    "country_name": "United States",
    "location_text": null,
    "entity_type": "creator",
    "person_id": null,
    "person_id_note": "Cross-platform identity not resolved for this creator.",
    "other_accounts": [],
    "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": 945000,
    "following": null,
    "posts_total": null,
    "posts_observed": 3,
    "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": "i play games with sunglasses on. Twitch: HeyyVance Instagram: HeyyVance Business: [contact removed].",
    "topics": [
      "horror game jumpscares",
      "FNAF and Roblox FNAF reactions",
      "reaction time and speed clips",
      "funny or perfectly cut gaming moments",
      "navy seal / war veteran reaction memes"
    ],
    "topics_en": [
      "horror game jumpscares",
      "FNAF and Roblox FNAF reactions",
      "reaction time and speed clips",
      "funny or perfectly cut gaming moments",
      "navy seal / war veteran reaction memes"
    ],
    "topics_zh": [
      "恐怖游戏惊吓瞬间",
      "FNAF与Roblox FNAF反应",
      "反应速度与技巧片段",
      "搞笑或完美剪辑的游戏瞬间",
      "海军陆战队/老兵反应梗图"
    ],
    "category": "gaming",
    "category_label": "Gaming",
    "subcategory": "mobile",
    "subcategory_label": "Mobile games",
    "category_confidence": 0.9,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Young gamers and horror game fans who watch short reaction clips for jumpscares and laughs",
    "roles": [
      "consumer"
    ],
    "seniority": "consumer",
    "pain_points": [
      "boredom and need for quick dopamine hits from short videos",
      "wanting horror thrills without playing scary games themselves",
      "craving funny or extreme reaction moments they can relate to",
      "short attention spans that favor 15-60 second clips over long videos"
    ],
    "posts_analysed": 46,
    "confidence": 0.75
  },
  "commercial": {
    "audience_buyer_fit": 0.9,
    "promotion_intent": 0.6,
    "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": "B",
      "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": "youtube_heyyvance#89cd7381",
      "type": "creator_content",
      "excerpt": "bro was staring into my SOUL 😂 (Twitch/YT: HeyyVance) #granny #horrorgaming #viral",
      "source_url": "https://www.youtube.com/@HeyyVance",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_heyyvance#3d7d96f8",
      "type": "creator_content",
      "excerpt": "roblox spelling bee sweats got it  😂 (Twitch/YT: HeyyVance) #roblox #spellingbee #gaming",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_heyyvance#ba5fe678",
      "type": "creator_content",
      "excerpt": "bro ran WAY too fast 😳 (Twitch/YT: HeyyVance) #horrorgaming #viral",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_heyyvance#8b09f37e",
      "type": "creator_content",
      "excerpt": "jumpscare that HURT your head 😂 (Twitch/YT: HeyyVance) #horror #gaming #viral",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_heyyvance#8e33c263",
      "type": "creator_content",
      "excerpt": "bros reactions speed is INSANE 😳 (Twitch/YT: HeyyVance) #fnaf #horrorgaming #viral",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_heyyvance#42d0cca4",
      "type": "creator_content",
      "excerpt": "NEVER disrespect goku 😂 (Twitch/YT: HeyyVance) #roblox #goku #gaming",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_heyyvance#8bf17fd4",
      "type": "creator_content",
      "excerpt": "roblox ragebait is REAL 😂 (Twitch/YT: HeyyVance) #roblox #ragebait #gaming",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_heyyvance#f79d9c57",
      "type": "creator_content",
      "excerpt": "bros getting all the hard words 😂 (Twitch/YT: HeyyVance) #roblox #spellingbee #gaming",
      "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": 0.75,
      "freshness_days": 19,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.roles",
      "source_type": "ai_inferred",
      "confidence": 0.75,
      "freshness_days": 19,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.seniority",
      "source_type": "ai_inferred",
      "confidence": 0.75,
      "freshness_days": 19,
      "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": 16,
      "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": 16,
      "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": 16,
      "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": 16,
    "content_analysed_days_ago": 0,
    "audience_updated_days_ago": 19,
    "generated_at": "2026-09-03T17:22:15.369Z"
  },
  "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/youtube",
    "category_entity": "https://koinonlink.com/product-category/gaming"
  },
  "license": {
    "terms": "https://koinonlink.com/for-ai",
    "attribution": "Koinon Link",
    "claim_url": "https://koinonlink.com/claim?k=youtube_heyyvance",
    "removal_url": "https://koinonlink.com/claim?k=youtube_heyyvance"
  }
}