# 秉言老师讲学习 (@82704050855) on douyin

- id: koinon:creator:douyin_82704050855
- url: https://koinonlink.com/kol/douyin/82704050855
- schema_version: 1.4

## Identity
- platform: douyin
- handle: 82704050855
- platform_url: https://www.douyin.com/user/MS4wLjABAAAAOYi7Y6Up5Zk4puepK8TzUUWZshX684jzTufotkFxhbzDkExkSE9reS1s71uSZtFF
- country: China
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 1192110
- following: 20
- posts_total: 137
- posts_observed: 1
- verified: true
- size_tier: kol

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.0027
- best_post_interactions: 3222
- 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: entertainment
- subcategory: edu_science
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: 兴趣班选择与避坑, 升学规划与特长生, 教育政策变化解读, 家庭教育建议, 高考与未来路径
- bio: 🏫11年教培经验毕业于211学校（中国传媒大学）
🕰每天7：30直播指导特长生规划干货
🔥帮助数万家庭提供合理的升学规划
⭐️政策变，不要怕，来找我

## Audience (inferred)
- status: present
- description: Chinese parents of primary and secondary school students, especially those focused on extracurricular classes, academic planning, and avoiding education pitfalls in average-income families
- roles: consumer
- seniority: consumer
- pain_points: Unsure which extracurricular classes are worth enrolling in, easily wasting money, Frequent changes in admission policies, lacking reliable planning guidance, Worried about their child missing the right academic path or getting misled by tutoring agencies, Limited access to quality educational resources due to low household income
- posts_analysed: 22
- confidence: 0.6

## 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: 60
- authenticity_basis: engagement_observed
- credibility_score: 76
- 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_82704050855#9d5ef178] 最新版官方白名单及干货资料#兴趣班 #升学规划 #教育规划 (https://www.douyin.com/user/MS4wLjABAAAAOYi7Y6Up5Zk4puepK8TzUUWZshX684jzTufotkFxhbzDkExkSE9reS1s71uSZtFF)
- [douyin_82704050855#1e015553] @秉言老师讲学习创作的原声
- [douyin_82704050855#f1c5d3b2] 给高考学子及家长的寄语：分数决定不了一切！每个人都能找到让自己闪闪发光的道路，有问题随时找我，秉言老师一直在❤️#高考 #高考加油 #未来的你一定会感谢现在努力的你
- [douyin_82704050855#303eb989] 手里拿着这些奖 学校求你来
- [douyin_82704050855#04c71761] 中高年级要给孩子做哪些规划？
- [douyin_82704050855#2185dd23] 这三个兴趣班就是智商税！
- [douyin_82704050855#0b56bcb5] 一个家庭往上走最狠的两条建议
- [douyin_82704050855#ae7504fe] 兴趣班王牌三大类

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

- audience.description: source_type=ai_inferred, confidence=0.6, freshness_days=84, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.6, freshness_days=84, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.6, freshness_days=84, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=85, 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=85, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=106, 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=85, 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=106, 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=106, method=platform_profile

## Freshness
- profile_checked_days_ago: 106
- content_analysed_days_ago: 85
- audience_updated_days_ago: 84

## AI retrieval
- indexing_requests: 10
- user_triggered_requests: 4
- last_user_triggered_day: 2026-10-22
- 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_82704050855
- Request removal: https://koinonlink.com/claim?k=douyin_82704050855
- Terms: https://koinonlink.com/for-ai