# Kevin Ninh (@flawlesskevin) on tiktok

- id: koinon:creator:tiktok_flawlesskevin
- url: https://koinonlink.com/kol/tiktok/flawlesskevin
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: flawlesskevin
- platform_url: https://www.tiktok.com/@flawlesskevin
- website: https://sephora.com/creators/flawlesskevin/collections/4qINcgWdEIN
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 2980394
- following: 2007
- posts_observed: 1
- verified: false
- size_tier: kol

## Engagement
- status: average_measured
- engagement_rate: 0.13214
- engagement_rate_basis: average_interactions_per_view
- posts_in_average: 10
- avg_interactions_per_post: 6722
- best_post_interactions: 20179
- measurement_source: tiktok_posts_mean
- measurement_formula: digg + comment + share, mean over observed posts, divided by the mean play count of those same posts — on TikTok the algorithmic feed decides reach, so followers are not the denominator that describes what share of an audience engaged
- comparable_pool: view_based_interactions
- status_note: engagement_rate is a MEAN over the posts we observed (posts_in_average says how many).
- 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: lifestyle
- subcategory: beauty
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: Sephora美妆产品测评与推广, BTS/Taehyung相关delulu内容, K-Pop演唱会与个人表演经历, 个人日记式生活分享
- bio: Actress | Creator | Sephora Squad Mentor
[contact removed]
Foundation Faves👇🏼

## Audience (inferred)
- status: present
- description: Young K-Pop fans (especially BTS ARMY), who are also interested in beauty and Sephora products
- roles: consumer
- seniority: consumer
- pain_points: Struggling to find K-Pop-related beauty content that matches their personal aesthetic, Finding it hard to consistently stay updated on new Sephora product recommendations, Desiring more personal, immersive, fan-driven content tied to their idols
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.2
- promotion_intent: 0.3
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 58
- authenticity_basis: engagement_observed
- 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
- [tiktok_flawlesskevin#19b7ef7c] #ad Trying out @Olive Young US products available at @sephora! Grab products from @Arencia @Abib Cosmetics @TORRIDEN US @S.NATURE @WHIPPED GLOBAL available on My Sephora Storefront linked in my bio! #ad #sephora #sephorasquad #oliveyoung (https://www.tiktok.com/@flawlesskevin)
- [tiktok_flawlesskevin#eeaf34f2] original sound - flawlesskevin
- [tiktok_flawlesskevin#5c871477] It is a becoming a big trend on TikTok now! Click here: ad
- [tiktok_flawlesskevin#2e9518d1] Check out Kevin Ninh’s video! #TikTok >
- [tiktok_flawlesskevin#6b7e645e] Search:
- [tiktok_flawlesskevin#d14fa1e3] kevin ninh
- [tiktok_flawlesskevin#9453502d] New husband unlocked… Keeho from @P1Harmony 🤭 *don’t tell Tae*
- [tiktok_flawlesskevin#8b4c4697] kevin and tae

## 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=55, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=55, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=55, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=55, 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=55, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=55, 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=0.5, freshness_days=55, 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=55, 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=55, method=platform_profile

## Freshness
- profile_checked_days_ago: 55
- content_analysed_days_ago: 55
- audience_updated_days_ago: 55

## AI retrieval
- indexing_requests: 10
- 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_flawlesskevin
- Request removal: https://koinonlink.com/claim?k=tiktok_flawlesskevin
- Terms: https://koinonlink.com/for-ai