{
  "@context": "https://koinonlink.com/schema/creator/v1.3",
  "@type": "Creator",
  "schema_version": "1.3",
  "id": "koinon:creator:tiktok_marthaquinnneedlepoints",
  "url": "https://koinonlink.com/kol/tiktok/marthaquinnneedlepoints",
  "alternate": {
    "html": "https://koinonlink.com/kol/tiktok/marthaquinnneedlepoints",
    "json": "https://koinonlink.com/kol/tiktok/marthaquinnneedlepoints.json",
    "markdown": "https://koinonlink.com/kol/tiktok/marthaquinnneedlepoints.md"
  },
  "identity": {
    "display_name": "MarthaQuinnNeedlepoints",
    "handle": "marthaquinnneedlepoints",
    "platform": "tiktok",
    "platform_url": "https://www.tiktok.com/@marthaquinnneedlepoints",
    "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": 3107,
    "following": 546,
    "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": "Just a Southern girl in Cincinnati, turning anxiety into heirlooms.\nW.I.P 1: Penny Linn Roller Rabbit",
    "topics": [
      "needlepoint tutorials for beginners",
      "needlepoint WIP (work-in-progress) updates",
      "needlepoint thread and material tips",
      "pop culture-themed needlepoint designs",
      "needlepoint shop behind-the-scenes",
      "emotional storytelling through crafting"
    ],
    "topics_en": [
      "needlepoint tutorials for beginners",
      "needlepoint WIP (work-in-progress) updates",
      "needlepoint thread and material tips",
      "pop culture-themed needlepoint designs",
      "needlepoint shop behind-the-scenes",
      "emotional storytelling through crafting"
    ],
    "topics_zh": [
      "适合新手的十字绣教程",
      "十字绣进行中更新",
      "十字绣线材和材料技巧",
      "流行文化主题的十字绣设计",
      "十字绣店铺幕后花絮",
      "通过手工艺讲述情感故事"
    ],
    "category": "software",
    "category_label": "Software",
    "subcategory": "ai_tools",
    "subcategory_label": "AI tools / agents",
    "category_confidence": 0.95,
    "category_source": "derived_from_discovery_path"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Handmade needlepoint crafters and hobbyists, mainly women in their 20s–40s from the US who enjoy slow, therapeutic crafts and are inspired by pop culture and Southern aesthetics",
    "roles": [
      "consumer"
    ],
    "seniority": "consumer",
    "pain_points": [
      "Struggling with thread management and skein cutting techniques",
      "Frustrated by tedious finishing steps like background stitching",
      "Overwhelmed by choosing the right canvas or thread for beginners",
      "Lack of community support for niche needlepoint projects"
    ],
    "posts_analysed": 40,
    "confidence": 0.75
  },
  "commercial": {
    "audience_buyer_fit": 0.2,
    "promotion_intent": 0.2,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": 34,
    "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": 34,
    "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_marthaquinnneedlepoints#50444e34",
      "type": "creator_content",
      "excerpt": "Needlepoint birthday crown #needlepoint #needlepointtiktok #needlepointbirthdaycrown #needlepointcrown @Lycette Needlepoint #CapCut",
      "source_url": "https://www.tiktok.com/@marthaquinnneedlepoints",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_marthaquinnneedlepoints#27fbce71",
      "type": "creator_content",
      "excerpt": "original sound - donna.xl",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_marthaquinnneedlepoints#365f3b9e",
      "type": "creator_content",
      "excerpt": "Slipping Through My Fingers - From 'Mamma Mia!' Original Motion Picture Soundtrack",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_marthaquinnneedlepoints#499f162a",
      "type": "creator_content",
      "excerpt": "It is a becoming a big trend on TikTok now! Click here: needlepoint",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_marthaquinnneedlepoints#9310eed5",
      "type": "creator_content",
      "excerpt": "Check out MarthaQuinnNeedlepoints’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_marthaquinnneedlepoints#1571eef2",
      "type": "creator_content",
      "excerpt": "Glow in the dark needlepoint voodoo doll. #needlepointtiktok #ndlpt #glowinthedark #needlepointvoodoodoll #needlepointcanvas",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_marthaquinnneedlepoints#ee373fbf",
      "type": "creator_content",
      "excerpt": "LOOK AT THIS",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_marthaquinnneedlepoints#7a541b41",
      "type": "creator_content",
      "excerpt": "Needlepoint Stocking Finishing #needlepoint #needlepointtiktok #needlepointstocking #ndlpt #ndlptnation",
      "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": 32,
      "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": 32,
      "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": 32,
      "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": 32,
    "content_analysed_days_ago": 0,
    "audience_updated_days_ago": 0,
    "generated_at": "2026-09-05T04:22:38.508Z"
  },
  "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/software"
  },
  "license": {
    "terms": "https://koinonlink.com/for-ai",
    "attribution": "Koinon Link",
    "claim_url": "https://koinonlink.com/claim?k=tiktok_marthaquinnneedlepoints",
    "removal_url": "https://koinonlink.com/claim?k=tiktok_marthaquinnneedlepoints"
  }
}