{
  "@context": "https://koinonlink.com/schema/creator/v1.3",
  "@type": "Creator",
  "schema_version": "1.3",
  "id": "koinon:creator:tiktok_desertdegens",
  "url": "https://koinonlink.com/kol/tiktok/desertdegens",
  "alternate": {
    "html": "https://koinonlink.com/kol/tiktok/desertdegens",
    "json": "https://koinonlink.com/kol/tiktok/desertdegens.json",
    "markdown": "https://koinonlink.com/kol/tiktok/desertdegens.md"
  },
  "identity": {
    "display_name": "Desert Degens",
    "handle": "desertdegens",
    "platform": "tiktok",
    "platform_url": "https://www.tiktok.com/@desertdegens",
    "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": 2230,
    "following": 61,
    "posts_total": null,
    "posts_observed": 33,
    "account_age_days": null,
    "posts_per_day": null,
    "verified": false,
    "size_tier": "nano"
  },
  "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": "We play craps, baccarat, blackjack, roulette, and slots every day.",
    "topics": [
      "slot machine bonus hunts",
      "Vegas casino gameplay",
      "viewer-submitted betting challenges",
      "big win and handpay moments",
      "freeroll and coupon giveaways"
    ],
    "topics_en": [
      "slot machine bonus hunts",
      "Vegas casino gameplay",
      "viewer-submitted betting challenges",
      "big win and handpay moments",
      "freeroll and coupon giveaways"
    ],
    "topics_zh": [
      "老虎机奖励搜寻",
      "维加斯赌场游戏玩法",
      "观众提交的投注挑战",
      "大赢与人工派彩时刻",
      "免费锦标赛与优惠券赠品"
    ],
    "category": "gaming",
    "category_label": "Gaming",
    "subcategory": "igaming",
    "subcategory_label": "iGaming / crypto casino",
    "category_confidence": 0.95,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Recreational casino gamblers and slot machine enthusiasts, mainly Vegas visitors and online viewers chasing big-win content and casino challenges",
    "roles": [
      "consumer"
    ],
    "seniority": "consumer",
    "pain_points": [
      "Losing money on slots without hitting bonuses or jackpots",
      "Struggling to find machines with good payout potential in crowded casinos",
      "Missing out on free spins, freerolls, or casino promotions",
      "Wanting to replicate big wins seen in videos but lacking bankroll or strategy"
    ],
    "posts_analysed": 40,
    "confidence": 0.75
  },
  "commercial": {
    "audience_buyer_fit": 1,
    "promotion_intent": 1,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": 36,
    "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": 36,
    "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_desertdegens#1782c649",
      "type": "creator_content",
      "excerpt": "We turned $100 into $5400!!! And we walked out with our first handpay ever! Hit the High Roller cap, the machine locked us out, and we just kept winning. You have to watch this! #CraplessCraps #Handpay #CasinoWin #BubbleCraps #DesertDegens",
      "source_url": "https://www.tiktok.com/@desertdegens",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_desertdegens#5e232d5a",
      "type": "creator_content",
      "excerpt": "original sound - desertdegens",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_desertdegens#facc532b",
      "type": "creator_content",
      "excerpt": "It is a becoming a big trend on TikTok now! Click here: craplesscraps",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_desertdegens#816cc4e8",
      "type": "creator_content",
      "excerpt": "Check out Desert Degens’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_desertdegens#8abd8551",
      "type": "creator_content",
      "excerpt": "$500 1 Bonus Challenge on Kong Skull Island at Bellagio! Golden coin shower right out of the gate… but the real chaos came later 👀 Monster win energy incoming! 🦍🔥 #KongSkullIsland #BonusChallenge #BellagioSlots #VegasSlots #CasinoLife #DesertDegens",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_desertdegens#5e4fd710",
      "type": "creator_content",
      "excerpt": "$100 freeroll on Pinball — Ten $10 spins, no risk to the player! If we win over $100, we split the profit. If we lose, they lose nothing. This one gave us",
      "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": 23,
      "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": 23,
      "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": 23,
      "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": 20,
      "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": 20,
      "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": 20,
      "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": 20,
    "content_analysed_days_ago": 0,
    "audience_updated_days_ago": 23,
    "generated_at": "2026-09-03T18:22:58.682Z"
  },
  "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/gaming"
  },
  "license": {
    "terms": "https://koinonlink.com/for-ai",
    "attribution": "Koinon Link",
    "claim_url": "https://koinonlink.com/claim?k=tiktok_desertdegens",
    "removal_url": "https://koinonlink.com/claim?k=tiktok_desertdegens"
  }
}