{
  "@context": "https://koinonlink.com/schema/creator/v1.3",
  "@type": "Creator",
  "schema_version": "1.3",
  "id": "koinon:creator:youtube_ecombywajahat",
  "url": "https://koinonlink.com/kol/youtube/EcombyWajahat",
  "alternate": {
    "html": "https://koinonlink.com/kol/youtube/EcombyWajahat",
    "json": "https://koinonlink.com/kol/youtube/EcombyWajahat.json",
    "markdown": "https://koinonlink.com/kol/youtube/EcombyWajahat.md"
  },
  "identity": {
    "display_name": "Ecom by Wajahat",
    "handle": "EcombyWajahat",
    "platform": "youtube",
    "platform_url": "https://www.youtube.com/@EcombyWajahat",
    "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": 10700,
    "following": null,
    "posts_total": null,
    "posts_observed": 237,
    "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": "If you are struggling with scaling Facebook and Tiktok ads, don't spend on ads without knowing how to do it. Instead, cast ...",
    "topics": [
      "TikTok广告投放与起量",
      "TikTok Shop销售技巧",
      "内容创作与病毒传播",
      "Facebook vs TikTok广告对比",
      "电商品牌启动与网赚路径"
    ],
    "topics_en": [
      "TikTok ad placement and scaling",
      "TikTok Shop sales techniques",
      "Content creation and viral spread",
      "Facebook vs TikTok ad comparison",
      "E-commerce brand launch and online earning paths"
    ],
    "topics_zh": [
      "TikTok广告投放与起量",
      "TikTok Shop销售技巧",
      "内容创作与病毒传播",
      "Facebook vs TikTok广告对比",
      "电商品牌启动与网赚路径"
    ],
    "category": "ecommerce",
    "category_label": "E-commerce / DTC",
    "subcategory": "ecom_ads",
    "subcategory_label": "E-commerce ads & growth",
    "category_confidence": 0.9,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Small and medium e-commerce sellers and TikTok/Facebook ad operators, primarily from Pakistan and similar emerging markets, focused on TikTok Shop sales and ad campaigns",
    "roles": [
      "ads"
    ],
    "seniority": "practitioner",
    "pain_points": [
      "Unsure about TikTok ad minimum budgets and how to scale effectively",
      "TikTok accounts frequently getting banned or restricted",
      "Content struggles to go viral, leading to unstable sales",
      "Lack experience in identifying platform trends and competitor data"
    ],
    "posts_analysed": 48,
    "confidence": 0.75
  },
  "commercial": {
    "audience_buyer_fit": 0.8,
    "promotion_intent": 0.8,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": 44,
    "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": 44,
    "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_ecombywajahat#eb61c5a9",
      "type": "creator_content",
      "excerpt": "Do Smart Work than Hardwork #motivation #shorts #onlineearning",
      "source_url": "https://www.youtube.com/@EcombyWajahat",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_ecombywajahat#b0d15b12",
      "type": "creator_content",
      "excerpt": "Level Up Your Strategy with Current Marketing Trends #tiktok #ecommerce #shorts",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_ecombywajahat#91d83de3",
      "type": "creator_content",
      "excerpt": "Consistency is the Key to Success #motivation #shorts #onlineearning",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_ecombywajahat#c42d2c29",
      "type": "creator_content",
      "excerpt": "Tips to Maximize Sales on TikTok Shop #shorts #tiktokshop #onlineearning",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_ecombywajahat#a85c2d15",
      "type": "creator_content",
      "excerpt": "Will TikTok Shop be Implemented in Pakistan? #tiktok #shorts #tiktokshop",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_ecombywajahat#71b4a26c",
      "type": "creator_content",
      "excerpt": "What Type of Content People Like on Tiktok? #shorts #tiktok",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_ecombywajahat#76c31be6",
      "type": "creator_content",
      "excerpt": "Reason of Tiktok Account Suspension #tiktoktips #onlineearning #tiktok",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_ecombywajahat#41b4313d",
      "type": "creator_content",
      "excerpt": "What does it Takes to Get Sales? #tiktok #ecommerce #shorts",
      "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": 30,
      "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": 30,
      "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": 30,
      "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": 2,
      "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": 2,
      "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": 2,
      "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": 2,
    "content_analysed_days_ago": 0,
    "audience_updated_days_ago": 30,
    "generated_at": "2026-09-03T16:21:41.281Z"
  },
  "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_ecombywajahat",
    "removal_url": "https://koinonlink.com/claim?k=youtube_ecombywajahat"
  }
}