{
  "@context": "https://koinonlink.com/schema/creator/v1.3",
  "@type": "Creator",
  "schema_version": "1.3",
  "id": "koinon:creator:tiktok_masteranhduc",
  "url": "https://koinonlink.com/kol/tiktok/masteranhduc",
  "alternate": {
    "html": "https://koinonlink.com/kol/tiktok/masteranhduc",
    "json": "https://koinonlink.com/kol/tiktok/masteranhduc.json",
    "markdown": "https://koinonlink.com/kol/tiktok/masteranhduc.md"
  },
  "identity": {
    "display_name": "Master Anh Đức",
    "handle": "masteranhduc",
    "platform": "tiktok",
    "platform_url": "https://www.tiktok.com/@masteranhduc",
    "website": "https://masteranhduc.com",
    "country": "VN",
    "country_name": "Vietnam",
    "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": 1296487,
    "following": 9,
    "posts_total": 1132,
    "posts_observed": 6,
    "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": "Lịch học Master Anh Đức👇👇👇",
    "topics": [
      "Sales techniques and customer handling",
      "Personal finance management and wealth building",
      "Success mindset and avoiding scams/deception",
      "Self-improvement and emotional control",
      "Testimonials from Master Member community results"
    ],
    "topics_en": [
      "Sales techniques and customer handling",
      "Personal finance management and wealth building",
      "Success mindset and avoiding scams/deception",
      "Self-improvement and emotional control",
      "Testimonials from Master Member community results"
    ],
    "topics_zh": [
      "销售技巧与客户处理",
      "个人理财与财富积累",
      "成功心态与规避诈骗",
      "自我提升与情绪控制",
      "来自 Master Member 社群的成果见证"
    ],
    "category": "finance",
    "category_label": "Finance",
    "subcategory": "personal_fin",
    "subcategory_label": "Personal finance",
    "category_confidence": 0.85,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Vietnamese aspiring salespeople, small business owners and individuals seeking personal finance growth and success mindset training",
    "roles": [
      "sales"
    ],
    "seniority": "practitioner",
    "pain_points": [
      "Frequent customer rejections and difficulty closing sales",
      "Falling into mindset traps like halo effect or probability bias that hinder decision making",
      "Struggling to choose the right industry or strategy to increase income",
      "Lack of practical skills to build trust and handle objections in sales"
    ],
    "posts_analysed": 78,
    "confidence": 0.9
  },
  "commercial": {
    "audience_buyer_fit": 0.2,
    "promotion_intent": 0.1,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": 66,
    "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": 66,
    "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_masteranhduc#2d9b91d5",
      "type": "creator_content",
      "excerpt": "Ưu đãi đặc biệt nhân dịp Tết 2024 #masteranhduc #docvinhantam #ThanhThoiLuotTet",
      "source_url": "https://www.tiktok.com/@masteranhduc",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_masteranhduc#f4a95fc2",
      "type": "creator_content",
      "excerpt": "original sound - masteranhduc",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_masteranhduc#a2a6dc66",
      "type": "creator_content",
      "excerpt": "It is a becoming a big trend on TikTok now! Click here: masteranhduc",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_masteranhduc#db287d58",
      "type": "creator_content",
      "excerpt": "Check out Master Anh Đức’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_masteranhduc#08458694",
      "type": "creator_content",
      "excerpt": "Các bạn đã có Trước Bình Minh trên kệ sách chưa? #masteranhduc #LearnOnTikTok #truocbinhminh #BookTok",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_masteranhduc#f3d5321d",
      "type": "creator_content",
      "excerpt": "Học cách xin lỗi khi lỡ nổi nóng #masteranhduc  #caunoinguoithanhcong  #hatgiongtichcuc  #phattrienbanthan  #LearnOnTikTok  #bdsp",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_masteranhduc#2be32ac4",
      "type": "creator_content",
      "excerpt": "Bí Quyết Trở Thành Super Sale Hàng Đầu #masteranhduc #biquyetthanhcong #nhungcaunoihay #phattrienbanthan #quanlytaichinhcanhan #xuhuong #caunoihay",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_masteranhduc#26ff2d2d",
      "type": "creator_content",
      "excerpt": "Đừng Làm 3 Điều Này Nếu Không Muốn Mất Khách #masteranhduc #biquyetthanhcong #nhungcaunoihay #phattrienbanthan #quanlytaichinhcanhan #xuhuong #caunoihay",
      "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": 43,
      "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": 43,
      "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": 43,
      "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": 43,
    "content_analysed_days_ago": 0,
    "audience_updated_days_ago": 32,
    "generated_at": "2026-09-03T16:20:15.175Z"
  },
  "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_masteranhduc",
    "removal_url": "https://koinonlink.com/claim?k=tiktok_masteranhduc"
  }
}