# Mobile Legends: Bang Bang Malaysia (@mobilelegendsbangbangmalaysia) on youtube

- id: koinon:creator:youtube_mobilelegendsbangbangmalaysia
- url: https://koinonlink.com/kol/youtube/mobilelegendsbangbangmalaysia
- schema_version: 1.4

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

## Reach
- followers: 326000
- 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: gaming
- subcategory: mobile
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Hero guides dan combo (Kaja, Balmond, Hanabi), Skin baru dan event kolaborasi, Gameplay highlight dan rank push, Tips support dan marksman role
- bio: Saluran rasmi YouTube Mobile Legends: Bang Bang Malaysia! Langgan untuk mendapatkan maklumat MLBB terkini di sini!

## Audience (inferred)
- status: present
- description: Pemain Mobile Legends: Bang Bang di Malaysia, terutamanya remaja dan pemain muda yang aktif main rank dan ikut event skin
- roles: consumer
- seniority: consumer
- pain_points: Susah naik rank sebab tak tahu hero meta, Ketinggalan skin limited dan event kolaborasi, Bingung pilih hero support atau marksman yang sesuai, Nak belajar combo dan build cepat tapi tak ada panduan ringkas
- posts_analysed: 48
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.7
- open_to_collaboration: false
- 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: B — 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_mobilelegendsbangbangmalaysia#9855dbbb] Tiada Jalan Keluar... Tunggu, Bagaimana Mereka Boleh Ubah Keadaan Ini? (https://www.youtube.com/@mobilelegendsbangbangmalaysia)
- [youtube_mobilelegendsbangbangmalaysia#ed70db0b] Siapa lagi yang awak mahu Lasso? Daftar di ruangan komen! 😃
- [youtube_mobilelegendsbangbangmalaysia#64716d26] Johnson F1
- [youtube_mobilelegendsbangbangmalaysia#7eee2859] Pasukan Profesional Melindungi Hanabi
- [youtube_mobilelegendsbangbangmalaysia#a2aa73f0] Efek Tetamu: Kelajuan Dikongsi, Buta Seluruh Peta, Selamatkan HP Rendah, Portal. Anda Kena Yang Mana
- [youtube_mobilelegendsbangbangmalaysia#f2944636] Dalam hati saya, ada Hanabi, dan kemudian barulah semua Marksman yang lain.
- [youtube_mobilelegendsbangbangmalaysia#cc298a6b] Satu Lasso Kaja mampu mengubah nasib perlawanan. Inilah Support sejati!
- [youtube_mobilelegendsbangbangmalaysia#cf78052b] Balmond "Vulcan Lionheart": Satu Perkataan — Hebat!

## 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=80, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=80, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=80, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=80, 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=80, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=88, 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=80, 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=88, 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=88, method=platform_profile

## Freshness
- profile_checked_days_ago: 88
- content_analysed_days_ago: 80
- audience_updated_days_ago: 80

## AI retrieval
- indexing_requests: 11
- 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_mobilelegendsbangbangmalaysia
- Request removal: https://koinonlink.com/claim?k=youtube_mobilelegendsbangbangmalaysia
- Terms: https://koinonlink.com/for-ai