{
  "@context": "https://koinonlink.com/schema/creator/v1.4",
  "@type": "Creator",
  "schema_version": "1.4",
  "id": "koinon:creator:twitch_drewwall",
  "url": "https://koinonlink.com/kol/twitch/drewwall",
  "alternate": {
    "html": "https://koinonlink.com/kol/twitch/drewwall",
    "json": "https://koinonlink.com/kol/twitch/drewwall.json",
    "markdown": "https://koinonlink.com/kol/twitch/drewwall.md"
  },
  "identity": {
    "display_name": "drewwall",
    "handle": "drewwall",
    "platform": "twitch",
    "platform_url": "https://www.twitch.tv/drewwall",
    "website": null,
    "country": null,
    "country_name": null,
    "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": 73236,
    "following": null,
    "posts_total": null,
    "posts_observed": 54,
    "account_age_days": null,
    "posts_per_day": null,
    "verified": false,
    "size_tier": "koc"
  },
  "engagement": {
    "status": "source_unlabelled",
    "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 figures exist but their source was not labelled. Treat them as unusable: without the source we cannot say which quantity was measured. This is a bug on our side, not a property of the creator.",
    "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": [
      "Late-night streaming culture",
      "Link clicking and engagement mechanics",
      "Gaming (Fortnite, Minecraft)",
      "Casual gambling and risk-taking in streams",
      "Meme-driven, performative streamer persona",
      "Streamers' personal dynamics and drama (e.g., Lacy, Andrea)"
    ],
    "topics_en": [
      "Late-night streaming culture",
      "Link clicking and engagement mechanics",
      "Gaming (Fortnite, Minecraft)",
      "Casual gambling and risk-taking in streams",
      "Meme-driven, performative streamer persona",
      "Streamers' personal dynamics and drama (e.g., Lacy, Andrea)"
    ],
    "topics_zh": [
      "夜间直播文化",
      "链接点击与互动机制",
      "游戏 (Fortnite, Minecraft)",
      "直播中的休闲博彩与冒险",
      "梗驱动的表演型主播人设",
      "主播的个人动态与八卦 (例如 Lacy, Andrea)"
    ],
    "category": "gaming",
    "category_label": "Gaming",
    "subcategory": "igaming",
    "subcategory_label": "iGaming / crypto casino",
    "category_confidence": 0.85,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Twitch stream viewers who enjoy late-night gaming, casual gambling, and high-energy, meme-driven live streams with a focus on link clicking and reactive entertainment",
    "roles": [
      "general_ai"
    ],
    "seniority": "consumer",
    "pain_points": [
      "Struggling to find engaging, low-effort entertainment during late-night hours",
      "Feeling disconnected from streamers who don’t show authentic personality or emotional depth",
      "Finding it hard to stay engaged with streams that lack clear structure or meaningful content",
      "Being frustrated by repetitive, performative phrases like 'sub im broke' that feel empty or overused"
    ],
    "posts_analysed": 18,
    "confidence": 0.6,
    "traceable": false,
    "traceable_note": "The posts this inference was computed from are NOT retained, so this conclusion cannot be traced back to its inputs. evidence[] holds separately collected profile content and is NOT the input to this inference — do not cite it as support. confidence is a number the model reported about its own reading, NOT a measure of verifiability: a high confidence with traceable=false is still an untraceable claim."
  },
  "commercial": {
    "audience_buyer_fit": 0.7,
    "promotion_intent": 0.6,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": null,
    "authenticity_basis": "unmeasured",
    "authenticity_method": "This profile has not been scored yet. The stored value is a placeholder, not a measurement, and is reported as null rather than as a low score.",
    "authenticity_comparable_across_platforms": false,
    "credibility_score": 63,
    "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": "twitch_drewwall#a6ca6b28",
      "type": "creator_content",
      "excerpt": "✈️ SAVING THE NIGHT ✈️ FLIGHT IN A FEW HOURS ✈️ VISITING MY CITY TOMORROW✈️ GAMING ✈️ SUB IM BROKE",
      "source_url": "https://www.twitch.tv/drewwall",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_drewwall#e29e9128",
      "type": "creator_content",
      "excerpt": "🌙 QUICK ONE 🌙 BATMAN OF TWITCH 🌙 DAY 364/365 🌙 SUB IM BROKE",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_drewwall#ab44c5fd",
      "type": "creator_content",
      "excerpt": "🔥 #1 LINK CLICKER 🔥 LOTS OF REACTS 🔥 GAMING MAYBE 🔥 SUB IM BROKE",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_drewwall#c6ab1305",
      "type": "creator_content",
      "excerpt": "🤫 MARATHON DAY TOM 🤫 QUICK LAT NIGHTER 🤫 HITTING MAX WINS",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_drewwall#91e92dc3",
      "type": "creator_content",
      "excerpt": "🌕 QUICK LATE NIGHTER 🌕 FLIGHT IN A FEW HOURS 🌕 BACK IN LA TOMORROW 🌕 PREPPING FOR LACY X MARLON MARATHON 🌕 SUB IM BROKE",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_drewwall#675792b1",
      "type": "creator_content",
      "excerpt": "🌴 WE IN CABO 🌴 HITTING A MAX WIN 🌴 LATE NIGHTER 🌴 SUB IM BROKE 🌴",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_drewwall#a37585dc",
      "type": "creator_content",
      "excerpt": "🌴 GOING TO CABO TOMORROW 🌴 LIVE TILL MY FLIGHT 🌴 #1 LINK CLICKER 🌴 GAMING 🌴 GAMBLING LATER 🌴 SUB IM BROKE",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_drewwall#f32da522",
      "type": "creator_content",
      "excerpt": "late night quick stream",
      "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": 0.6,
      "freshness_days": 41,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.roles",
      "source_type": "ai_inferred",
      "confidence": 0.6,
      "freshness_days": 41,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.seniority",
      "source_type": "ai_inferred",
      "confidence": 0.6,
      "freshness_days": 41,
      "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": 41,
      "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": 41,
      "method": "llm_scorer"
    },
    {
      "field": "quality.anomaly_flags",
      "source_type": "heuristic",
      "confidence": 0.5,
      "freshness_days": 1,
      "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": 41,
      "method": "This profile has not been scored yet. The stored value is a placeholder, not a measurement, and is reported as null rather than as a low score.",
      "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": 1,
      "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": 1,
      "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": 1,
    "content_analysed_days_ago": 41,
    "audience_updated_days_ago": 41,
    "generated_at": "2026-10-23T03:13:26.213Z"
  },
  "retrieval": {
    "indexing_requests": 7,
    "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/twitch",
    "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=twitch_drewwall",
    "removal_url": "https://koinonlink.com/claim?k=twitch_drewwall"
  }
}