{
  "@context": "https://koinonlink.com/schema/creator/v1.3",
  "@type": "Creator",
  "schema_version": "1.3",
  "id": "koinon:creator:youtube_ecomprincess",
  "url": "https://koinonlink.com/kol/youtube/EcomPrincess",
  "alternate": {
    "html": "https://koinonlink.com/kol/youtube/EcomPrincess",
    "json": "https://koinonlink.com/kol/youtube/EcomPrincess.json",
    "markdown": "https://koinonlink.com/kol/youtube/EcomPrincess.md"
  },
  "identity": {
    "display_name": "Ecom Princess",
    "handle": "EcomPrincess",
    "platform": "youtube",
    "platform_url": "https://www.youtube.com/@EcomPrincess",
    "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": 2320,
    "following": null,
    "posts_total": null,
    "posts_observed": 52,
    "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": "Tired of the tech headaches, high costs, and endless confusion of starting an online store? We get it — and we're here to change ...",
    "topics": [
      "Ready-to-launch Shopify stores",
      "Side hustle & passive income",
      "Niche e-commerce brands",
      "No-tech-skills online business"
    ],
    "topics_en": [
      "Ready-to-launch Shopify stores",
      "Side hustle & passive income",
      "Niche e-commerce brands",
      "No-tech-skills online business"
    ],
    "topics_zh": [
      "即时可用的 Shopify 商店",
      "副业和被动收入",
      "利基电子商务品牌",
      "无需技术技能的在线业务"
    ],
    "category": "ecommerce",
    "category_label": "E-commerce / DTC",
    "subcategory": "dtc_brand",
    "subcategory_label": "DTC / own-store brands",
    "category_confidence": 0.9,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "ordinary people looking to earn extra income through side hustles, mainly beginner-level entrepreneurs with no technical background",
    "roles": [
      "consumer"
    ],
    "seniority": "learner",
    "pain_points": [
      "completely lack website-building skills and don’t know where to start despite wanting to launch quickly",
      "product research and store setup take too much time and effort",
      "worried about high costs and technical pitfalls leading to failure",
      "want ready-to-use, plug-and-play solutions to sell products instead of building from scratch"
    ],
    "posts_analysed": 44,
    "confidence": 0.75
  },
  "commercial": {
    "audience_buyer_fit": 0.8,
    "promotion_intent": 0.9,
    "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": "youtube_ecomprincess#a576f566",
      "type": "creator_content",
      "excerpt": "💲💵Buy our Ready to Launch Shopify Store 🌍✔️ #shorts #shopifystore #shopfiy #earnmoneyonline",
      "source_url": "https://www.youtube.com/@EcomPrincess",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_ecomprincess#135dfc3f",
      "type": "creator_content",
      "excerpt": "💵💲Earn more with EcomPrincess🌍✔️#shorts #shopifystore #sidehustleready #workfromanywhere #shopfiy",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_ecomprincess#301697ad",
      "type": "creator_content",
      "excerpt": "✔️💵Ready to Launch Shopify Store; MixaPro 🌍💲💵 #shopifystore #shopfiy #shorts #sidehustle",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_ecomprincess#504dff7a",
      "type": "creator_content",
      "excerpt": "😊Ready to launch Shopy Stores for Sale😍 #shopifystore #shorts #shopfiy #sidehustle",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_ecomprincess#ee62c20a",
      "type": "creator_content",
      "excerpt": "✨ Want your own online store that actually SELLS?✨Check out DermatFix #shopifystore #shorts #shopfiy",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_ecomprincess#46de777c",
      "type": "creator_content",
      "excerpt": "🌍🌐Prebuilt & Custom made Shopify Stores #shopifystore #shorts #ecommerce #earnmoneyonline",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_ecomprincess#de99ed82",
      "type": "creator_content",
      "excerpt": "Come and build your website with Ecom Princess #shots #shopifystore #sidehustle",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_ecomprincess#ca160bc7",
      "type": "creator_content",
      "excerpt": "🧭Earn with Ecom Princess and get Rich Today 🌍 #shorts #shopifystore  #passiveincome",
      "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": 29,
      "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": 29,
      "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": 29,
      "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": 3,
      "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": 3,
      "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": 3,
      "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": 3,
    "content_analysed_days_ago": 0,
    "audience_updated_days_ago": 29,
    "generated_at": "2026-09-03T16:20:08.970Z"
  },
  "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/youtube",
    "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=youtube_ecomprincess",
    "removal_url": "https://koinonlink.com/claim?k=youtube_ecomprincess"
  }
}