{
  "@context": "https://koinonlink.com/schema/creator/v1.3",
  "@type": "Creator",
  "schema_version": "1.3",
  "id": "koinon:creator:tiktok_tiktokshopcreatoredu",
  "url": "https://koinonlink.com/kol/tiktok/tiktokshopcreatoredu",
  "alternate": {
    "html": "https://koinonlink.com/kol/tiktok/tiktokshopcreatoredu",
    "json": "https://koinonlink.com/kol/tiktok/tiktokshopcreatoredu.json",
    "markdown": "https://koinonlink.com/kol/tiktok/tiktokshopcreatoredu.md"
  },
  "identity": {
    "display_name": "TikTokShopCreatorEdu",
    "handle": "tiktokshopcreatoredu",
    "platform": "tiktok",
    "platform_url": "https://www.tiktok.com/@tiktokshopcreatoredu",
    "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": 191278,
    "following": 2,
    "posts_total": null,
    "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": "Education Hub for TikTokShop Creators",
    "topics": [
      "TikTok Shop video quality standards and hooks",
      "Product-specific selling point tips",
      "Engagement metrics and optimization",
      "Content formats (multi-angle demos, use cases, storytelling)",
      "Seasonal campaigns (Black Friday, BFCM)"
    ],
    "topics_en": [
      "TikTok Shop video quality standards and hooks",
      "Product-specific selling point tips",
      "Engagement metrics and optimization",
      "Content formats (multi-angle demos, use cases, storytelling)",
      "Seasonal campaigns (Black Friday, BFCM)"
    ],
    "topics_zh": [
      "TikTok Shop 视频质量标准和吸睛点",
      "产品卖点技巧",
      "互动指标与优化",
      "内容形式（多角度演示、使用场景、故事叙述）",
      "季节性活动（黑色星期五、BFCM）"
    ],
    "category": "ecommerce",
    "category_label": "E-commerce / DTC",
    "subcategory": "ecom_ads",
    "subcategory_label": "E-commerce ads & growth",
    "category_confidence": 0.95,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "TikTok Shop creators, affiliates and small e-commerce sellers focused on making shoppable videos",
    "roles": [
      "content"
    ],
    "seniority": "practitioner",
    "pain_points": [
      "Videos failing TikTok Shop quality standards and getting low reach",
      "Difficulty choosing products and crafting clear selling points",
      "Weak hooks, storytelling and CTAs leading to low cart clicks and conversions",
      "Not knowing which metrics (view duration, skip rate, shares) actually drive sales"
    ],
    "posts_analysed": 85,
    "confidence": 0.9
  },
  "commercial": {
    "audience_buyer_fit": 0.9,
    "promotion_intent": 0.8,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": 58,
    "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": 58,
    "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_tiktokshopcreatoredu#252799b3",
      "type": "creator_content",
      "excerpt": "Meet Good-Quality Shop Video Standard to drive positive results 🥳 #TikTokShop #creatortips #TikTokshoptips #LearnOnTikTok #GrowYourShop",
      "source_url": "https://www.tiktok.com/@tiktokshopcreatoredu",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_tiktokshopcreatoredu#a46d57ab",
      "type": "creator_content",
      "excerpt": "original sound - tiktokshopcreatoredu",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_tiktokshopcreatoredu#e24860ab",
      "type": "creator_content",
      "excerpt": "TikTok Shop offers a powerful new way to sell and shop on TikTok. Reach new customers, collaborate with creators, and grow your business. Discover More: https://bit.ly/3PXtVsV",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_tiktokshopcreatoredu#a7668d93",
      "type": "creator_content",
      "excerpt": "It is a becoming a big trend on TikTok now! Click here: tiktokshop",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_tiktokshopcreatoredu#68952069",
      "type": "creator_content",
      "excerpt": "Check out TikTokShopCreatorEdu’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_tiktokshopcreatoredu#fb6ee480",
      "type": "creator_content",
      "excerpt": "Key engagement metrics for shop videos: Average View Duration + 5-Second Skip Rate + New Followers + Favorites + Shares 👐🏻 #TikTokShop #CreatorTips #LearnOnTikTok #GrowYourShop #tiktokshoptips",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_tiktokshopcreatoredu#f2b3afb2",
      "type": "creator_content",
      "excerpt": "Selling point tips for fryers & ovens #TikTokShopTips #tiktokshopstrategy #ecommerce #GrowYourShop #LearnOnTikTok",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_tiktokshopcreatoredu#af191760",
      "type": "creator_content",
      "excerpt": "Search: /",
      "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": 31,
      "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": 31,
      "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": 31,
      "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": 16,
      "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": 16,
      "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": 16,
      "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": 16,
    "content_analysed_days_ago": 0,
    "audience_updated_days_ago": 31,
    "generated_at": "2026-09-03T17:23:01.890Z"
  },
  "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_tiktokshopcreatoredu",
    "removal_url": "https://koinonlink.com/claim?k=tiktok_tiktokshopcreatoredu"
  }
}