# Mia Yilin (@mia_yilin) on tiktok

- id: koinon:creator:tiktok_mia_yilin
- url: https://koinonlink.com/kol/tiktok/mia_yilin
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: mia_yilin
- platform_url: https://www.tiktok.com/@mia_yilin
- website: http://linktr.ee/miayilin
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 825358
- following: 357
- posts_observed: 1
- verified: false
- size_tier: kol

## Engagement
- status: average_measured
- engagement_rate: 0.14406
- engagement_rate_basis: average_interactions_per_view
- posts_in_average: 10
- avg_interactions_per_post: 107412
- best_post_interactions: 615386
- 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: software
- subcategory: ai_tools
- category_confidence: 0.9
- category_source: derived_from_discovery_path
- topics: study motivation and techniques, Stanford and college student life vlogs, productivity routines and self-care, book recommendations and self-growth, women in STEM
- bio: stanford university
becoming smarter & chicer together
💌 [contact removed]

## Audience (inferred)
- status: present
- description: Young female students and aspiring college students focused on academic success, productivity, and self-improvement
- roles: none
- seniority: learner
- pain_points: Lack of motivation to study or stay consistent, Difficulty balancing academics with other commitments like content creation, Feeling uneducated or behind in intellectual growth, Struggling to build effective study routines and environments
- posts_analysed: 100
- confidence: 0.9

## Commercial (inferred)
- audience_buyer_fit: 0.2
- promotion_intent: 0.1
- 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_mia_yilin#b2e00de1] stanford dorm room tour 🌲💫 #college #dormlife #stanford #stanforduniversity #Vlog (https://www.tiktok.com/@mia_yilin)
- [tiktok_mia_yilin#19cc3832] original sound - oun.44
- [tiktok_mia_yilin#87cbb842] Whether you're heading to class or living it up at the dorms, here's to all things #College.
- [tiktok_mia_yilin#25162a7c] It is a becoming a big trend on TikTok now! Click here: college
- [tiktok_mia_yilin#03eb5fcd] Check out Mia Yilin’s video! #TikTok >
- [tiktok_mia_yilin#6b7e645e] Search:
- [tiktok_mia_yilin#77fee00e] decorate my dorm with me
- [tiktok_mia_yilin#e27eb330] your future self deserves the very best!! #studytok #college #studymotivation #mindset #fyp

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

- audience.description: source_type=ai_inferred, confidence=0.9, freshness_days=74, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=74, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=74, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=74, 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=74, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=74, 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=74, 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=74, 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=74, method=platform_profile

## Freshness
- profile_checked_days_ago: 74
- content_analysed_days_ago: 74
- audience_updated_days_ago: 74

## AI retrieval
- indexing_requests: 6
- 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_mia_yilin
- Request removal: https://koinonlink.com/claim?k=tiktok_mia_yilin
- Terms: https://koinonlink.com/for-ai