{
  "@context": "https://koinonlink.com/schema/creator/v1.3",
  "@type": "Creator",
  "schema_version": "1.3",
  "id": "koinon:creator:tiktok_tuongvy.6932",
  "url": "https://koinonlink.com/kol/tiktok/tuongvy.6932",
  "alternate": {
    "html": "https://koinonlink.com/kol/tiktok/tuongvy.6932",
    "json": "https://koinonlink.com/kol/tiktok/tuongvy.6932.json",
    "markdown": "https://koinonlink.com/kol/tiktok/tuongvy.6932.md"
  },
  "identity": {
    "display_name": "Tường Vy",
    "handle": "tuongvy.6932",
    "platform": "tiktok",
    "platform_url": "https://www.tiktok.com/@tuongvy.6932",
    "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": 3710,
    "following": 31,
    "posts_total": null,
    "posts_observed": 1,
    "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": "",
    "topics": [
      "Building a TikTok channel from scratch",
      "Overcoming fear and self-doubt in content creation",
      "Practical tips for increasing views and followers",
      "Personal development and self-care for women",
      "Online selling and side hustle challenges for women",
      "Common mistakes that cause TikTok videos to flop"
    ],
    "topics_en": [
      "Building a TikTok channel from scratch",
      "Overcoming fear and self-doubt in content creation",
      "Practical tips for increasing views and followers",
      "Personal development and self-care for women",
      "Online selling and side hustle challenges for women",
      "Common mistakes that cause TikTok videos to flop"
    ],
    "topics_zh": [
      "从零开始搭建TikTok频道",
      "克服内容创作中的恐惧和自我怀疑",
      "增加观看量和粉丝的实用技巧",
      "女性的个人成长与自我关怀",
      "女性在线销售与副业挑战",
      "导致TikTok视频失败的常见错误"
    ],
    "category": "ecommerce",
    "category_label": "E-commerce / DTC",
    "subcategory": "marketplace",
    "subcategory_label": "Marketplace sellers",
    "category_confidence": 0.95,
    "category_source": "derived_from_discovery_path"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Aspiring female TikTok creators and online sellers in Vietnam, mainly stay-at-home moms and young women starting side hustles",
    "roles": [
      "content"
    ],
    "seniority": "practitioner",
    "pain_points": [
      "Struggling to get views and followers despite consistent posting",
      "Fear and hesitation about selling online or showing themselves on camera",
      "Not knowing what content to create or how to grow their channel",
      "Frustration from repeated failures or lack of visible progress on TikTok"
    ],
    "posts_analysed": 37,
    "confidence": 0.75
  },
  "commercial": {
    "audience_buyer_fit": 0.3,
    "promotion_intent": 0.2,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": 38,
    "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": 38,
    "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_tuongvy.6932#6fc9484f",
      "type": "creator_content",
      "excerpt": "vì sao mình đăng hoài mà view ít, bạn đã biết chưa #camtu #xaykenhtiktoktrieufollow #chiasexaykenh #kinhdoanhonline #xuhuongtiktok",
      "source_url": "https://www.tiktok.com/@tuongvy.6932",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_tuongvy.6932#ed59310a",
      "type": "creator_content",
      "excerpt": "original sound - tuongvy.6932",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_tuongvy.6932#eddf498d",
      "type": "creator_content",
      "excerpt": "It is a becoming a big trend on TikTok now! Click here: camtu",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_tuongvy.6932#4db4b578",
      "type": "creator_content",
      "excerpt": "Check out Tường Vy’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_tuongvy.6932#4a58a725",
      "type": "creator_content",
      "excerpt": "Ủng hộ người khác hết lòng, mong một ngày mình cũng được yêu thương lại  Thả em một tim nha, để cùng nhau lớn lên trên TikTok #hoacamtu #videongan #phattrienbanthan #xuhuong2026",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_tuongvy.6932#77cf3373",
      "type": "creator_content",
      "excerpt": "lý do khiến video của bạn ít lượt xem #hoacamtu #xaykenhtiktoktrieufollow #chiasekinhnghiem #kinhdoanhonline #xuhuongtiktok",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_tuongvy.6932#4888fe10",
      "type": "creator_content",
      "excerpt": "NHIỀU NGƯỜI MUỐN XÂY KÊNH NHƯNG LẠI BỎ QUÊN THỨ NÀY #tuongvychiase #chiasexaykenh #phattrienbanthan #phunukinhdoanhonline #xuhuong",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_tuongvy.6932#7a619d97",
      "type": "creator_content",
      "excerpt": "Windy Hill（纯音乐）",
      "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": 0,
      "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": 0,
      "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": 0,
      "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": 15,
      "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": 15,
      "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": 15,
      "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": 15,
    "content_analysed_days_ago": 0,
    "audience_updated_days_ago": 0,
    "generated_at": "2026-09-05T01:15:28.753Z"
  },
  "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/ecommerce"
  },
  "license": {
    "terms": "https://koinonlink.com/for-ai",
    "attribution": "Koinon Link",
    "claim_url": "https://koinonlink.com/claim?k=tiktok_tuongvy.6932",
    "removal_url": "https://koinonlink.com/claim?k=tiktok_tuongvy.6932"
  }
}