# Abigail | Digital Marketing (@muvasclass) on tiktok

- id: koinon:creator:tiktok_muvasclass
- url: https://koinonlink.com/kol/tiktok/muvasclass
- schema_version: 1.2

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

## Reach
- followers: 149831
- following: 133
- posts_observed: 26
- 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: mindset
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: TikTok content strategy and hooks, Digital products business, Personal branding and rebranding, Algorithm growth and engagement tactics, Mindset for creators (fear, consistency, foundation)

## Audience (inferred)
- status: present
- description: TikTok content creators and aspiring digital product sellers, mostly young women building personal brands and online businesses
- roles: content
- seniority: practitioner
- pain_points: Struggling with TikTok algorithm and low engagement despite posting, Building a consistent foundation instead of chasing aesthetics or virality, Fear of being perceived and lack of confidence to sell, Not knowing how to turn content into actual sales or digital product revenue
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.8
- 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
- [tiktok_muvasclass#cd1d02b2] This is your sign to study now so you can live life after, here’s my testimony: About 20 days ago, I deleted all of my content and rebranded. Not because I was bored. Not because I wanted a fresh aesthetic. But because I wanted to see if my strategy actually worked. In those 20 d (https://www.tiktok.com/@muvasclass)
- [tiktok_muvasclass#77b0921b] original sound -

## 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=0, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=0, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=0, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=0, 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=0, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=16, 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=0, 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=16, 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=16, method=platform_profile

## Freshness
- profile_checked_days_ago: 16
- content_analysed_days_ago: 0
- audience_updated_days_ago: 0

## AI retrieval
- indexing_requests: 1
- 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_muvasclass
- Request removal: https://koinonlink.com/claim?k=tiktok_muvasclass
- Terms: https://koinonlink.com/for-ai