# 恺恺今天努力了吗💫 (@70962654833) on douyin

- id: koinon:creator:douyin_70962654833
- url: https://koinonlink.com/kol/douyin/70962654833
- schema_version: 1.4

## Identity
- platform: douyin
- handle: 70962654833
- platform_url: https://www.douyin.com/user/MS4wLjABAAAAt4pN-ufHrPEV9sGxSrwUaaIAmilzhG-K_BJzT8x5tOg
- country: China
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 629337
- posts_observed: 4
- verified: false
- size_tier: kol

## Engagement
- status: not_collected
- status_note: Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.
- 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: 0.9
- category_source: derived_from_recent_content
- topics: 学习打卡与自律vlog, 励志动力语录与纯动力激励, 中高考备考与上岸鼓励, 晨起早读学习routine, 学习方法与工具分享
- bio: 💫学习/励志/考公/生活/好物分享 博主
💫南工大土木专硕24届毕业（388上岸）
💫初高中学习交流🐧①群：725817216
💫初高中学习交流🐧②群：725224360
💫初高中学习交流🐧③群：980639187
💫大学生学习交流🐧①群：978070245（大学交流）
💫商务合作｜接星图🛰️：T1215769126（注明来意）
🧣找我玩呀：恺恺今天努力了吗
🍠找我玩呀：恺恺今天努力了吗
💘感谢大家的关注，我们一起努力早日上岸📝

## Audience (inferred)
- status: present
- description: Chinese middle and high school students, and those preparing for the high school entrance exam or college entrance exam, especially those who need self-discipline through打卡 and motivation
- roles: none, general_ai
- seniority: learner
- pain_points: Easily lose motivation and procrastinate during study, High pressure from high school and college entrance exams, fear of poor performance, Lack of consistent study habits and effective methods, Afraid of letting down parents' expectations and struggle with self-doubt
- posts_analysed: 100
- confidence: 0.9

## 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: platform_default
- 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.

## 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=84, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=84, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=84, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=n/a, 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=n/a, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=94, 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=0.25, freshness_days=94, method=Fixed value 58, pending engagement collection. Not a measurement. — 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=94, method=llm_partner_fit_classifier + fit_score >= 0.5 => A; >= 0.35 => B; else C. authenticity is not an input. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=94, method=platform_profile

## Freshness
- profile_checked_days_ago: 94
- audience_updated_days_ago: 84

## AI retrieval
- indexing_requests: 9
- 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_70962654833
- Request removal: https://koinonlink.com/claim?k=douyin_70962654833
- Terms: https://koinonlink.com/for-ai