{
  "@context": "https://koinonlink.com/schema/creator/v1.3",
  "@type": "Creator",
  "schema_version": "1.3",
  "id": "koinon:creator:tiktok_msnow",
  "url": "https://koinonlink.com/kol/tiktok/msnow",
  "alternate": {
    "html": "https://koinonlink.com/kol/tiktok/msnow",
    "json": "https://koinonlink.com/kol/tiktok/msnow.json",
    "markdown": "https://koinonlink.com/kol/tiktok/msnow.md"
  },
  "identity": {
    "display_name": "MS NOW",
    "handle": "msnow",
    "platform": "tiktok",
    "platform_url": "https://www.tiktok.com/@msnow",
    "website": "ms.now",
    "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": 7765649,
    "following": 58,
    "posts_total": null,
    "posts_observed": 18,
    "account_age_days": null,
    "posts_per_day": null,
    "verified": false,
    "size_tier": "kol"
  },
  "engagement": {
    "status": "average_measured",
    "engagement_rate": 0.05194,
    "engagement_rate_basis": "average_interactions_per_view",
    "posts_in_average": 10,
    "avg_views_per_post": 26762,
    "peak_post_engagement_rate": null,
    "avg_interactions_per_post": 1390,
    "best_post_interactions": 4634,
    "measurement_source": "tiktok_posts_mean",
    "measurement_formula": "digg + comment + share, mean over observed posts, divided by the mean play count of those same posts — on TikTok the algorithmic feed decides reach, so followers are not the denominator that describes what share of an audience engaged",
    "comparable_pool": "view_based_interactions",
    "status_note": "engagement_rate is a MEAN over the posts we observed (posts_in_average says how many).",
    "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": [
      "Trump administration actions and nominations",
      "DOJ and Attorney General controversies",
      "Senate hearings on Fauci and intelligence issues",
      "Immigration policy and TPS terminations",
      "Criticism of Republican lawmakers and midterms"
    ],
    "topics_en": [
      "Trump administration actions and nominations",
      "DOJ and Attorney General controversies",
      "Senate hearings on Fauci and intelligence issues",
      "Immigration policy and TPS terminations",
      "Criticism of Republican lawmakers and midterms"
    ],
    "topics_zh": [
      "特朗普政府政策与人事任命",
      "司法部与司法部长争议",
      "参议院关于法奇与情报问题听证会",
      "移民政策与TPS终止",
      "对共和党议员及中期选举的批评"
    ],
    "category": "entertainment",
    "category_label": "Entertainment",
    "subcategory": "news_media",
    "subcategory_label": "News & media",
    "category_confidence": 0.9,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Liberal-leaning American TikTok users who follow U.S. politics and consume critical coverage of the Trump administration",
    "roles": [
      "consumer",
      "general_ai"
    ],
    "seniority": "consumer",
    "pain_points": [
      "Rapid policy shifts and perceived attacks on democratic norms under Trump",
      "Lack of accountability for DOJ, intelligence, and immigration decisions",
      "Difficulty tracking Senate confirmations, hearings, and political scandals in real time",
      "Frustration with Republican efforts to rewrite history or punish opposing states"
    ],
    "posts_analysed": 100,
    "confidence": 0.9
  },
  "commercial": {
    "audience_buyer_fit": 0.2,
    "promotion_intent": 0.1,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": 58,
    "authenticity_basis": "engagement_observed",
    "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": "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_msnow#88818901",
      "type": "creator_content",
      "excerpt": "From breaking glass ceilings as a journalist to becoming a pioneering women's rights activist and a leader of second-wave feminism, see Gloria Steinem's iconic legacy through photos.  #GloriaSteinem #feminism #womensrights",
      "source_url": "https://www.tiktok.com/@msnow",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_msnow#2b6eef11",
      "type": "creator_content",
      "excerpt": "Serious documentary music(1175570)",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_msnow#852a6731",
      "type": "creator_content",
      "excerpt": "It is a becoming a big trend on TikTok now! Click here: gloriasteinem",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_msnow#9dba38c7",
      "type": "creator_content",
      "excerpt": "Check out MS NOW’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_msnow#f0fd899e",
      "type": "creator_content",
      "excerpt": "In a must-win Texas Senate race for Republicans, Trump offers Ken Paxton some unusual campaign support.   #Texas #Senate",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_msnow#38862cc4",
      "type": "creator_content",
      "excerpt": "original sound - msnow",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_msnow#52c86906",
      "type": "creator_content",
      "excerpt": "\"This is just bad politics.\" Michael Steele tears apart President Trump's midterm convention and questions  Republicans lawmakers excuses for not attending.  #Trump #Republicans #elections",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_msnow#9f30704a",
      "type": "creator_content",
      "excerpt": "\"Politically, I'm very much focused on the midterm elections.\" Vice President JD Vance wa",
      "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": 33,
      "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": 33,
      "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": 33,
      "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": 0.5,
      "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": 33,
    "generated_at": "2026-09-04T01:20:20.280Z"
  },
  "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/entertainment"
  },
  "license": {
    "terms": "https://koinonlink.com/for-ai",
    "attribution": "Koinon Link",
    "claim_url": "https://koinonlink.com/claim?k=tiktok_msnow",
    "removal_url": "https://koinonlink.com/claim?k=tiktok_msnow"
  }
}