{
  "@context": "https://koinonlink.com/schema/creator/v1.3",
  "@type": "Creator",
  "schema_version": "1.3",
  "id": "koinon:creator:tiktok_juniperdev",
  "url": "https://koinonlink.com/kol/tiktok/juniperdev",
  "alternate": {
    "html": "https://koinonlink.com/kol/tiktok/juniperdev",
    "json": "https://koinonlink.com/kol/tiktok/juniperdev.json",
    "markdown": "https://koinonlink.com/kol/tiktok/juniperdev.md"
  },
  "identity": {
    "display_name": "Juniper Dev",
    "handle": "juniperdev",
    "platform": "tiktok",
    "platform_url": "https://www.tiktok.com/@juniperdev",
    "website": null,
    "country": "US",
    "country_name": "United States",
    "location_text": null,
    "entity_type": "creator",
    "person_id": "koinon:person:tiktok_juniperdev",
    "person_id_note": null,
    "other_accounts": [
      {
        "platform": "youtube",
        "handle": "JuniperDev",
        "url": "https://koinonlink.com/kol/youtube/JuniperDev"
      }
    ],
    "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": 59521,
    "following": 170,
    "posts_total": null,
    "posts_observed": 12,
    "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": "",
    "topics": [
      "indie game design and gamedev insights",
      "Hollow Knight and Silksong discussions",
      "cozy games and Stardew Valley mechanics",
      "Unreal Engine tools and techniques",
      "metroidvania and stealth platformers",
      "game menu and art direction critiques"
    ],
    "topics_en": [
      "indie game design and gamedev insights",
      "Hollow Knight and Silksong discussions",
      "cozy games and Stardew Valley mechanics",
      "Unreal Engine tools and techniques",
      "metroidvania and stealth platformers",
      "game menu and art direction critiques"
    ],
    "topics_zh": [
      "独立游戏设计与开发见解",
      "Hollow Knight与Silksong讨论",
      "休闲游戏与星露谷物语机制",
      "Unreal Engine工具与技术",
      "类银河战士恶魔城与潜行平台游戏",
      "游戏菜单与美术指导点评"
    ],
    "category": "gaming",
    "category_label": "Gaming",
    "subcategory": "indie",
    "subcategory_label": "Indie games",
    "category_confidence": 0.9,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "indie game fans and hobbyist or aspiring game developers, especially Hollow Knight/Silksong enthusiasts interested in game design discussions",
    "roles": [
      "dev"
    ],
    "seniority": "practitioner",
    "pain_points": [
      "poor UI/UX examples in popular games like Skyrim inventory",
      "frustration with modern game tutorials and onboarding",
      "difficulty judging quality vs quantity in game world design",
      "anticipation and unmet expectations around delayed titles like Silksong"
    ],
    "posts_analysed": 100,
    "confidence": 0.9
  },
  "commercial": {
    "audience_buyer_fit": 0.8,
    "promotion_intent": 0.6,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": 54,
    "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": 54,
    "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_juniperdev#9df35937",
      "type": "creator_content",
      "excerpt": "Craig is one of a kind, just like everything else in the wonderfully expansive world that is No Man's Sky. You can pick it up on Steam, Playstation, Xbox or Switch #NMS #NoMansSky #gaming #ad",
      "source_url": "https://www.tiktok.com/@juniperdev",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_juniperdev#8480fc6a",
      "type": "creator_content",
      "excerpt": "original sound - juniperdev",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_juniperdev#333d6165",
      "type": "creator_content",
      "excerpt": "It is a becoming a big trend on TikTok now! Click here: nms",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_juniperdev#e8b68330",
      "type": "creator_content",
      "excerpt": "Check out Juniper Dev’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_juniperdev#6b7e645e",
      "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."
    },
    {
      "evidence_id": "tiktok_juniperdev#991004cb",
      "type": "creator_content",
      "excerpt": "no mans sky how to ride creatures",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_juniperdev#fa9c9527",
      "type": "creator_content",
      "excerpt": "product design is my passion #hollowknight #indiegames #silksong #gaming",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_juniperdev#5a378583",
      "type": "creator_content",
      "excerpt": "silksong speedrun",
      "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": 26,
      "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": 26,
      "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": 26,
      "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": 26,
    "generated_at": "2026-09-03T16:20:07.536Z"
  },
  "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/gaming"
  },
  "license": {
    "terms": "https://koinonlink.com/for-ai",
    "attribution": "Koinon Link",
    "claim_url": "https://koinonlink.com/claim?k=tiktok_juniperdev",
    "removal_url": "https://koinonlink.com/claim?k=tiktok_juniperdev"
  }
}