# MamaJess (@mamajess520) on tiktok

- id: koinon:creator:tiktok_mamajess520
- url: https://koinonlink.com/kol/tiktok/mamajess520
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: mamajess520
- platform_url: https://www.tiktok.com/@mamajess520
- country: Malaysia
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 133106
- following: 889
- posts_total: 1505
- posts_observed: 2
- 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: MLBB赛事解说与高光时刻, MPL MY联赛和战队分析, 账号安全与黑客应对教程, Ragnarok Zero等新游资讯, 游戏直播与粉丝互动

## Audience (inferred)
- status: present
- description: MLBB players and fans, especially those following MPL MY and mobile esports in the SEA region
- roles: consumer
- seniority: consumer
- pain_points: Don't know how to quickly recover their FB/email accounts after being hacked, Struggle to find reliable sources for high-quality MPL MY matches and pro player highlights, Confused about choosing the right gaming gear and peripherals, especially affordable Razer options, Limited access to information about attending offline events or media opportunities in the scene
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.7
- promotion_intent: 0.4
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 66
- authenticity_basis: profile_shape_only
- credibility_score: 66
- 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
- [tiktok_mamajess520#63b8214d] I don’t do any mid man, get acc back service or sell account. So don’t trust this scammer!!! / Check out MamaJess’s video! #TikTok > / This is not me!!! / PART 2 - Apa yg perlu buat apa bila FB atau email kamu kena hack? #GamingOnTikTok  #kakigaming #fyp  #mobilelegends s #mlbb / (https://www.tiktok.com/@mamajess520)
- [tiktok_mamajess520#bfa4b877] Post videos using #GameCommentary and #GameHighlights to claim your exclusive #GamingonTikTok profile frame. / It is a becoming a big trend on TikTok now! Click here: gamingontiktok / PART 1 - Apa yg perlu buat apa bila FB atau email kamu kena hack? #GamingOnTikTok #kakigaming #f

## 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=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=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=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: 68
- audience_updated_days_ago: 68

## 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_mamajess520
- Request removal: https://koinonlink.com/claim?k=tiktok_mamajess520
- Terms: https://koinonlink.com/for-ai