# James Libang (@james_libang13) on youtube

- id: koinon:creator:youtube_james_libang13
- url: https://koinonlink.com/kol/youtube/james_libang13
- schema_version: 1.4

## Identity
- platform: youtube
- handle: james_libang13
- platform_url: https://www.youtube.com/@james_libang13
- country: India
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 3800000
- posts_observed: 1
- verified: false
- size_tier: kol

## Engagement
- status: not_collected
- 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
- category: entertainment
- subcategory: comedy
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: Indian mom behaviors, Sibling rivalry and comedy, Relatable family stereotypes, Aunty and relative quirks, Relationship and marriage humor
- bio: Do kodee content creator For business and collaboration: [contact removed].

## Audience (inferred)
- status: present
- description: Indian youth, teens and young adults who enjoy short relatable comedy skits about family life, moms, siblings and daily stereotypes
- roles: consumer
- seniority: consumer
- pain_points: Strict or double-standard Indian parents, Annoying or toxic family members and relatives, Everyday relatable conflicts with siblings or in-laws
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.2
- promotion_intent: 0.1
- open_to_collaboration: true
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 58
- authenticity_basis: profile_shape_only
- credibility_score: 58
- flagged_for_review: false
- koinon_bd_grade: C — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [youtube_james_libang13#640fe23c] Normal Sibling Behaviour 😂 #shorts #siblings #comedy (https://www.youtube.com/@james_libang13)
- [youtube_james_libang13#2ca8f0ea] Pov: Indian Mom Behaviour #shorts #mom #comedy
- [youtube_james_libang13#72767c1d] Mom’s Secret Weapon - Teachers Ko Bata Dega 😂#shorts #comedy #relatable
- [youtube_james_libang13#7200fb66] National crush of India #shorts #funny #relatable
- [youtube_james_libang13#a668e576] That one Kal Dedunga Bhai 😂 #shorts #relatable #comedy
- [youtube_james_libang13#9aa17008] That One Colony Evil Kid 😂 #shorts #relatable #funny
- [youtube_james_libang13#9db6f633] That One Toxic GF 😂 #shorts #relationship #toxicrelationships
- [youtube_james_libang13#55c76f64] Sibling things 😂 #shorts #siblings #relatable

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.75, freshness_days=68, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=68, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=68, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=68, method=llm_scorer — Relative signal within Koinon indexing, not a market-wide score.
- commercial.promotion_intent: source_type=ai_inferred, confidence=0.6, freshness_days=68, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=68, method=profile_snapshot_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- quality.authenticity_score: source_type=heuristic, confidence=0.25, freshness_days=68, 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. — The input set differs by platform; do not compare this score across platforms.
- quality.koinon_bd_grade: source_type=ai_inferred, confidence=0.5, freshness_days=68, 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. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=68, method=platform_profile

## Freshness
- profile_checked_days_ago: 68
- content_analysed_days_ago: 68
- audience_updated_days_ago: 68

## AI retrieval
- indexing_requests: 15
- user_triggered_requests: 0
- note: Being indexed in bulk is not the same as being retrieved to answer a question.

## This profile
- Claim or correct: https://koinonlink.com/claim?k=youtube_james_libang13
- Request removal: https://koinonlink.com/claim?k=youtube_james_libang13
- Terms: https://koinonlink.com/for-ai