# 姜了了 (@3927096262409831) on douyin

- id: koinon:creator:douyin_3927096262409831
- url: https://koinonlink.com/kol/douyin/3927096262409831
- schema_version: 1.4

## Identity
- platform: douyin
- handle: 3927096262409831
- platform_url: https://www.douyin.com/user/MS4wLjABAAAAfGdQQ8gkHlR949Zc6f8usr_8o72lYXMfvAxiq8U4AdLmkLzfsdoc8yo3_8SpVNhv
- country: China
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 7383126
- posts_observed: 4
- verified: false
- size_tier: kol

## Engagement
- status: average_measured
- engagement_rate: 0.0287
- engagement_rate_basis: average_of_observed_posts
- avg_interactions_per_post: 211896
- measurement_source: cn_posts_max
- measurement_formula: likes + comments + shares (douyin) or likes + comments + collects (xiaohongshu), max over observed posts
- comparable_pool: peak_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: entertainment
- subcategory: mindset
- category_confidence: 0.85
- category_source: derived_from_recent_content
- topics: 情感剧情短剧, 校园宿舍与军训生活, 家庭自卑与成长议题, 师生家长冲突故事, 品牌植入推广
- bio: 📞商务合作：GSKH996
✨会用智能手机
✨会算十以内加减法
✨会东方红拖拉机大轴拆卸和安装
✨下雨天会把伞给别人，自己摇花手飞回家
🌟未🌟来🌟可🌟期！！

## Audience (inferred)
- status: present
- description: Young female viewers who enjoy emotional short dramas, mainly students or young adults just entering the workforce
- roles: consumer
- seniority: consumer
- pain_points: Feelings of inferiority stemming from family financial background, Pressure from campus relationships and academic demands, Difficulty managing emotional instability or conflict situations, Anxiety around pocket money and real-life challenges
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.2
- promotion_intent: 0.1
- open_to_collaboration: true
- 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
- [douyin_3927096262409831#ed0798a8] 其实我一直很害怕这种爱爆金币的巨富室友 #opporeno16实况神机#oppopad6#OPPO省心狂补节#女生宿舍#老钱 (https://www.douyin.com/user/MS4wLjABAAAAfGdQQ8gkHlR949Zc6f8usr_8o72lYXMfvAxiq8U4AdLmkLzfsdoc8yo3_8SpVNhv)
- [douyin_3927096262409831#e91f4a07] @姜了了创作的原声
- [douyin_3927096262409831#c37cd37f] 作者声明：虚构演绎，仅供娱乐
- [douyin_3927096262409831#9f06d691] 姜了了来到新宿舍
- [douyin_3927096262409831#181c285b] 遇到三个舍友
- [douyin_3927096262409831#b3afb319] 被舍友震惊
- [douyin_3927096262409831#0eceafd7] 介绍学习搭子
- [douyin_3927096262409831#a4d2364e] 都希望和了了一起

## 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=59, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=59, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=59, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=59, 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=59, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=89, 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=59, method=Starts at 60; interactions-per-follower on collected posts then adds or subtracts (large following with near-zero engagement is penalised heavily). — 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=89, method=llm_partner_fit_classifier + authenticity >= 55 AND fit_score >= 0.45 => A; authenticity >= 40 AND fit_score >= 0.3 => 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=89, method=platform_profile

## Freshness
- profile_checked_days_ago: 89
- content_analysed_days_ago: 59
- audience_updated_days_ago: 59

## AI retrieval
- indexing_requests: 14
- 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=douyin_3927096262409831
- Request removal: https://koinonlink.com/claim?k=douyin_3927096262409831
- Terms: https://koinonlink.com/for-ai