# 阿牟（学科运营） (@33793686065) on douyin

- id: koinon:creator:douyin_33793686065
- url: https://koinonlink.com/kol/douyin/33793686065
- schema_version: 1.4

## Identity
- platform: douyin
- handle: 33793686065
- platform_url: https://www.douyin.com/user/MS4wLjABAAAAwSm2bdL7Rwok5PB6Fb8qOPX0Cuggyzj2neRYKauC7TejaPOMiSUL5TLKfgZSDPvC
- country: China
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 32655
- following: 15
- posts_total: 170
- posts_observed: 1
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.04952
- best_post_interactions: 1617
- 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: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- 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: ecommerce
- category_confidence: 0.7
- category_source: derived_from_discovery_path
- topics: 独立老师百万营收路径与承载力, 短视频/直播招生 vs 公众号, 转介绍与私域销售转化, 一对一 vs 班课 vs 高报业务, 本地 vs 全国运营选择, 同行交流与避坑经验
- bio: 令页：【阿牟运营笔记】进下方粉丝群⬇️
履历：大厂运营➖北京千人大校➖赋能同行
产品：线下课、咨询
理念：独立老师站着挣钱

## Audience (inferred)
- status: present
- description: Independent teachers and operators of small-to-medium education培训机构, focused on using self-media for student acquisition and monetization
- roles: sales
- seniority: practitioner
- pain_points: Low conversion rates in student recruitment, unclear how to effectively attract customers, Scalability issues when growing—fear of declining quality, Intense local competition and fragmented traffic, Difficulty balancing self-media content creation with teaching schedules
- posts_analysed: 100
- confidence: 0.9

## Commercial (inferred)
- audience_buyer_fit: 0.7
- promotion_intent: 0.5
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 70
- authenticity_basis: engagement_observed
- credibility_score: 69
- 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_33793686065#27e099b4] 暑假赚到钱了老师要换车吗 #教培机构 #独立老师 (https://www.douyin.com/user/MS4wLjABAAAAwSm2bdL7Rwok5PB6Fb8qOPX0Cuggyzj2neRYKauC7TejaPOMiSUL5TLKfgZSDPvC)
- [douyin_33793686065#dbadc043] @阿牟（学科运营）创作的原声
- [douyin_33793686065#51a80008] #教培机构 #独立老师
- [douyin_33793686065#000a210d] 从铁饭碗到独立老师，从一对一到班课，总共用了两个月 #教培机构 #独立老师
- [douyin_33793686065#f6ace5b6] 这么有趣的合集，不能只有我一个人知道吧
- [douyin_33793686065#32b19b85] 教学理念与方法
- [douyin_33793686065#35205456] 直播与视频
- [douyin_33793686065#c6f6375b] 央企同事的选择

## 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=76, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=76, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=76, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=87, 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=87, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=109, 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=87, 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=109, 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=109, method=platform_profile

## Freshness
- profile_checked_days_ago: 109
- content_analysed_days_ago: 87
- audience_updated_days_ago: 76

## AI retrieval
- indexing_requests: 11
- 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_33793686065
- Request removal: https://koinonlink.com/claim?k=douyin_33793686065
- Terms: https://koinonlink.com/for-ai