# AI学习机测评·温妮老师揭真相 (@979577396) on douyin

- id: koinon:creator:douyin_979577396
- url: https://koinonlink.com/kol/douyin/979577396
- schema_version: 1.4

## Identity
- platform: douyin
- handle: 979577396
- platform_url: https://www.douyin.com/user/MS4wLjABAAAAmOuw5lk0XOhSHSR1FQvFrXMlOg6yJZUGr-HsimZox14
- country: China
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 37363
- following: 8564
- posts_total: 13
- posts_observed: 3
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.14576
- best_post_interactions: 5446
- 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: 0.85
- category_source: derived_from_discovery_path
- topics: 学习机测评与选购建议, 小猿T4/P40等具体机型对比, 小学/初中/高中不同年级推荐, 中高考学习辅助与弯道超车, 直播间优惠活动与1v1推荐
- bio: 🙆【学习机测评)
 📚7年测机、拆机、各种教材版本测试50+台·帮助2 w-家庭选择合适学习机 
🔅学习机没有好坏之分 因材施教 选对最重要 避免智商税 
✅私信【年级+预算】1 v 1推荐省心机型 
✅持续分享优秀优质教育资源 
✅品牌官方合作 正品保障 假一赔十官方售后 
🔆愿每个宝贝眼里有光，脚下有路!

## Audience (inferred)
- status: present
- description: Parents of K-12 students, especially those making purchasing decisions for learning devices for children in elementary through high school
- roles: consumer, content
- seniority: consumer
- pain_points: Unsure which learning device is right for their child's grade level and academic ability, worried about wasting money on the wrong choice, Overwhelmed by homework help demands and hoping the device can genuinely reduce parental burden while improving their child's performance, Concerned about buying gimmicky products with little real value, lacking trustworthy reviews and real-world comparisons, Looking for high-value, performance-boosting devices to gain an edge during college entrance exam prep, especially on a budget
- posts_analysed: 24
- confidence: 0.6

## Commercial (inferred)
- audience_buyer_fit: 0.15
- promotion_intent: 0.3
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 70
- authenticity_basis: engagement_observed
- credibility_score: 56
- 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_979577396#f53158a6] 学习机到底有没有必要?谁懂啊！辅导作业差点把我送走😭 学习机到底要不要买？听说选对了能解放家长，还能让娃学习突飞猛进。赶紧来瞅瞅，到底哪款学习机才是真・宝藏，错过真的会后悔！ (https://www.douyin.com/user/MS4wLjABAAAAmOuw5lk0XOhSHSR1FQvFrXMlOg6yJZUGr-HsimZox14)
- [douyin_979577396#60f2d9e2] #学习机#小猿P40ultra#作业帮P50#学习机测评#学而思P4 / 开心往前飞（开心超人联盟主题曲） / 开心往前飞 / 在教育届工作这么多年的我，在选学习机这方面，我还是推荐小猿！ #小猿T4学习机 #小猿 #学习机 / @AI学习机测评·温妮老师揭真相创作的原声 / #小猿T4学习机 #小猿 #学习机 / 小猿T4学习机和小猿P40到底应该怎么选？ #小猿T4学习机 #小猿 #学习机 / 小初高不同年级应该怎么选学习机呢？来直播间我帮你选 #小猿T4学习机 #学习机 #小猿

## 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=86, 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=86, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=108, 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=86, 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=108, 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=108, method=platform_profile

## Freshness
- profile_checked_days_ago: 108
- content_analysed_days_ago: 86
- audience_updated_days_ago: 84

## AI retrieval
- indexing_requests: 8
- 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_979577396
- Request removal: https://koinonlink.com/claim?k=douyin_979577396
- Terms: https://koinonlink.com/for-ai