{
  "@context": "https://koinonlink.com/schema/creator/v1.4",
  "@type": "Creator",
  "schema_version": "1.4",
  "id": "koinon:creator:youtube_manojkulkarni30",
  "url": "https://koinonlink.com/kol/youtube/ManojKulkarni30",
  "alternate": {
    "html": "https://koinonlink.com/kol/youtube/ManojKulkarni30",
    "json": "https://koinonlink.com/kol/youtube/ManojKulkarni30.json",
    "markdown": "https://koinonlink.com/kol/youtube/ManojKulkarni30.md"
  },
  "identity": {
    "display_name": "Manoj Kulkarni",
    "handle": "ManojKulkarni30",
    "platform": "youtube",
    "platform_url": "https://www.youtube.com/@ManojKulkarni30",
    "website": null,
    "country": "IN",
    "country_name": "India",
    "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": 1420,
    "following": null,
    "posts_total": null,
    "posts_observed": 2,
    "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": "Subscribe and start your mobile development journey today! Hi, I'm Manoj Kulkarni, and welcome to my YouTube channel!",
    "topics": [
      "Flutter UI development",
      "Dart language features",
      "Common Flutter bugs and fixes",
      "Mobile app development best practices",
      "Flutter widget customization",
      "New Flutter framework updates"
    ],
    "topics_en": [
      "Flutter UI development",
      "Dart language features",
      "Common Flutter bugs and fixes",
      "Mobile app development best practices",
      "Flutter widget customization",
      "New Flutter framework updates"
    ],
    "topics_zh": [
      "Flutter UI 开发",
      "Dart 语言特性",
      "常见 Flutter 错误及修复",
      "移动应用开发最佳实践",
      "Flutter 组件自定义",
      "Flutter 框架新更新"
    ],
    "category": "software",
    "category_label": "Software",
    "subcategory": "app",
    "subcategory_label": "Mobile & consumer apps",
    "category_confidence": 0.95,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Flutter developers learning or improving their mobile app development skills, mainly junior to mid-level engineers",
    "roles": [
      "dev"
    ],
    "seniority": "practitioner",
    "pain_points": [
      "Struggling with common Flutter pitfalls like FutureBuilder misuse and SharedPreferences implementation",
      "Frustrated by repetitive or verbose code for UI elements like text formatting and keyboard dismissal",
      "Confused by new Dart syntax features such as Dot Shorthands and Flutter 3.35 updates",
      "Overwhelmed by the need to learn and apply new Flutter features quickly to stay current"
    ],
    "posts_analysed": 15,
    "confidence": 0.6,
    "traceable": false,
    "traceable_note": "The posts this inference was computed from are NOT retained, so this conclusion cannot be traced back to its inputs. evidence[] holds separately collected profile content and is NOT the input to this inference — do not cite it as support. confidence is a number the model reported about its own reading, NOT a measure of verifiability: a high confidence with traceable=false is still an untraceable claim."
  },
  "commercial": {
    "audience_buyer_fit": null,
    "promotion_intent": null,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": 33,
    "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": 33,
    "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_manojkulkarni30#15803f9d",
      "type": "creator_content",
      "excerpt": "The SharedPreferences Trick Every Flutter Dev Needs #fluttertutorial #devtools #hack",
      "source_url": "https://www.youtube.com/@ManojKulkarni30",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_manojkulkarni30#43a9d3b2",
      "type": "creator_content",
      "excerpt": "The FutureBuilder Mistake Every Flutter Dev Makes #flutter #fluttertutorial",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_manojkulkarni30#5ffbc4b6",
      "type": "creator_content",
      "excerpt": "Flutter DateTime Formatting Explained 🔥 intl Package",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_manojkulkarni30#50b862f4",
      "type": "creator_content",
      "excerpt": "Flutter Time Picker Tutorial ⏰ Build It in 40 Seconds Fast",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_manojkulkarni30#f46284c4",
      "type": "creator_content",
      "excerpt": "Flutter DatePicker Tutorial 📅 Fix This Fast!",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_manojkulkarni30#ec808e0a",
      "type": "creator_content",
      "excerpt": "Stop Writing Extra Code for Text Formatting 😤",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_manojkulkarni30#accb7324",
      "type": "creator_content",
      "excerpt": "Flutter Trick: Dismiss Keyboard on Tap Anywhere 🤯",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_manojkulkarni30#fd5421c9",
      "type": "creator_content",
      "excerpt": "This Flutter Password Trick 👁️ Users Secretly Expect",
      "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": 0.6,
      "freshness_days": 0,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.roles",
      "source_type": "ai_inferred",
      "confidence": 0.6,
      "freshness_days": 0,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.seniority",
      "source_type": "ai_inferred",
      "confidence": 0.6,
      "freshness_days": 0,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "quality.anomaly_flags",
      "source_type": "heuristic",
      "confidence": 0.5,
      "freshness_days": 49,
      "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": 42,
      "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": 49,
      "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": 49,
      "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": 49,
    "content_analysed_days_ago": 42,
    "audience_updated_days_ago": 0,
    "generated_at": "2026-09-10T18:21:11.947Z"
  },
  "retrieval": {
    "indexing_requests": 2,
    "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/software"
  },
  "license": {
    "terms": "https://koinonlink.com/for-ai",
    "attribution": "Koinon Link",
    "claim_url": "https://koinonlink.com/claim?k=youtube_manojkulkarni30",
    "removal_url": "https://koinonlink.com/claim?k=youtube_manojkulkarni30"
  }
}