# MOBILE LEGENDS ASPIRANT EVENT (@aspirant_event_mlbb) on tiktok

- id: koinon:creator:tiktok_aspirant_event_mlbb
- url: https://koinonlink.com/kol/tiktok/aspirant_event_mlbb
- schema_version: 1.4

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

## Reach
- followers: 52720
- following: 21
- posts_total: 3
- posts_observed: 1
- verified: false
- size_tier: koc

## 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: 0.91
- category_source: derived_from_recent_content
- topics: Mobile Legends Aspirant Event promotions, Limited-time game events, Event reminders and urgency

## Audience (inferred)
- status: present
- description: Mobile Legends: Bang Bang players seeking limited-time event info, mainly casual mobile gamers in Southeast Asia
- roles: consumer
- seniority: consumer
- pain_points: Missing short-duration in-game events and rewards, Difficulty finding timely event announcements in local languages
- posts_analysed: 5
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 38
- authenticity_basis: profile_shape_only
- credibility_score: 53
- 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
- [tiktok_aspirant_event_mlbb#a0859280] Come in the Aspirant event! It's only available for a few days! Don’t miss out—hurry before it’s too late!" (https://www.tiktok.com/@aspirant_event_mlbb)
- [tiktok_aspirant_event_mlbb#b128a732] SLAY - PR FUNK!
- [tiktok_aspirant_event_mlbb#2d1dff32] Check out MOBILE LEGENDS ASPIRANT EVENT’s video! #TikTok >
- [tiktok_aspirant_event_mlbb#8b6d7339] Ayo di event Aspirant! event ini hanya tersedia selama beberapa hari! Jangan sampai ketinggalan—segeralah sebelum terlambat!"
- [tiktok_aspirant_event_mlbb#370ee9bf] FUNK MI CAMINO

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

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=61, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=61, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=61, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=61, 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=61, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=98, 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=61, 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=98, 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=98, method=platform_profile

## Freshness
- profile_checked_days_ago: 98
- content_analysed_days_ago: 61
- audience_updated_days_ago: 61

## AI retrieval
- indexing_requests: 8
- 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=tiktok_aspirant_event_mlbb
- Request removal: https://koinonlink.com/claim?k=tiktok_aspirant_event_mlbb
- Terms: https://koinonlink.com/for-ai