{
  "@context": "https://koinonlink.com/schema/creator/v1.3",
  "@type": "Creator",
  "schema_version": "1.3",
  "id": "koinon:creator:tiktok_darbyirl_",
  "url": "https://koinonlink.com/kol/tiktok/darbyirl_",
  "alternate": {
    "html": "https://koinonlink.com/kol/tiktok/darbyirl_",
    "json": "https://koinonlink.com/kol/tiktok/darbyirl_.json",
    "markdown": "https://koinonlink.com/kol/tiktok/darbyirl_.md"
  },
  "identity": {
    "display_name": "Darby IRL | Founder @ DDA.",
    "handle": "darbyirl_",
    "platform": "tiktok",
    "platform_url": "https://www.tiktok.com/@darbyirl_",
    "website": null,
    "country": "ID",
    "country_name": "Indonesia",
    "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": 25012,
    "following": 1062,
    "posts_total": null,
    "posts_observed": 10,
    "account_age_days": null,
    "posts_per_day": null,
    "verified": false,
    "size_tier": "koc"
  },
  "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": [
      "Hot Single & Scaling founder lifestyle series",
      "Digital nomad life in Bali, Aspen, San Diego",
      "Agency building then firing clients for freedom",
      "Content creation tools, growth hacks and AI use",
      "Personal travel, EDM/concerts, fitness and moving stories"
    ],
    "topics_en": [
      "Hot Single & Scaling founder lifestyle series",
      "Digital nomad life in Bali, Aspen, San Diego",
      "Agency building then firing clients for freedom",
      "Content creation tools, growth hacks and AI use",
      "Personal travel, EDM/concerts, fitness and moving stories"
    ],
    "topics_zh": [
      "热门单身与扩张创始人生活方式系列",
      "巴厘岛、阿斯彭、圣迭戈数字游民生活",
      "建立代理机构后为自由而解雇客户",
      "内容创作工具、增长技巧和 AI 使用",
      "个人旅行、EDM/演唱会、健身和生活故事"
    ],
    "category": "lifestyle",
    "category_label": "Lifestyle",
    "subcategory": "travel",
    "subcategory_label": "Travel",
    "category_confidence": 0.8,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Female founders and digital nomads in their late 20s-early 30s building lifestyle businesses or pivoting from agency work",
    "roles": [
      "content"
    ],
    "seniority": "practitioner",
    "pain_points": [
      "Burnout and loss of freedom after scaling an agency on referrals",
      "Loneliness and social isolation when living in new cities or mountain towns",
      "Maintaining consistent content creation and audience growth while traveling frequently",
      "Balancing high-earning work with desired lifestyle (travel, fitness, social life)"
    ],
    "posts_analysed": 99,
    "confidence": 0.9
  },
  "commercial": {
    "audience_buyer_fit": 0.9,
    "promotion_intent": 0.7,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": 49,
    "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": 49,
    "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": "tiktok_darbyirl_#654d477a",
      "type": "creator_content",
      "excerpt": "This is Episode 1 of my Hot, Single & Scaling series. 🔥 In 2025 my life looked like everyone's dream. Living in Aspen, owning a home, married with a golden retriever, and projected to hit $500K revenue in my business. I knew something better was waiting on the other side. So I s",
      "source_url": "https://www.tiktok.com/@darbyirl_",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_darbyirl_#51742f9c",
      "type": "creator_content",
      "excerpt": "original sound - darbyirl_",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_darbyirl_#4372702a",
      "type": "creator_content",
      "excerpt": "It is a becoming a big trend on TikTok now! Click here: hotsinglescaling",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_darbyirl_#bf8c7f38",
      "type": "creator_content",
      "excerpt": "Check out Darby IRL | Founder @ DDA.’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_darbyirl_#7c1c29d9",
      "type": "creator_content",
      "excerpt": "Hiiii I’m Darby 👋 I built a \"successful\" $40K/month agency...then fired all my clients because it didn’t feel",
      "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": 21,
      "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": 21,
      "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": 21,
      "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": 8,
      "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": 8,
      "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": 8,
      "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": 8,
    "content_analysed_days_ago": 0,
    "audience_updated_days_ago": 21,
    "generated_at": "2026-09-03T16:21:43.843Z"
  },
  "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/lifestyle"
  },
  "license": {
    "terms": "https://koinonlink.com/for-ai",
    "attribution": "Koinon Link",
    "claim_url": "https://koinonlink.com/claim?k=tiktok_darbyirl_",
    "removal_url": "https://koinonlink.com/claim?k=tiktok_darbyirl_"
  }
}