# Excel 表姐凌祯 (@95488840905) on douyin

- id: koinon:creator:douyin_95488840905
- url: https://koinonlink.com/kol/douyin/95488840905
- schema_version: 1.4

## Identity
- platform: douyin
- handle: 95488840905
- platform_url: https://www.douyin.com/user/MS4wLjABAAAAKGiGnVc6Pa6dpzw5iEgr0KCPxwXSULIeCYalOQV_i-I
- country: China
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 131414
- posts_observed: 4
- verified: false
- size_tier: kol

## Engagement
- status: average_measured
- engagement_rate: 0.0196
- engagement_rate_basis: average_of_observed_posts
- avg_interactions_per_post: 2576
- 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: software
- subcategory: martech
- category_confidence: 0.91
- category_source: derived_from_recent_content
- topics: AI Agent工作流与合同管理, OPD一人部门AI规划, Excel透视表、切片器与报表技巧, AI辅助职场写作与高情商回复, 职场效率与知识落地方法
- bio: 表姐凌祯
微软办公软件国际认证大师（MOS）
金山办公认证教育培训专家（KVP）
全国高职院校师资培训特约Excel讲师
每天晚上8点、10点准时直播！

## Audience (inferred)
- status: present
- description: office professionals and learners of Excel/AI tools, primarily operational staff and efficiency-driven practitioners
- roles: automation
- seniority: practitioner
- pain_points: low-quality AI-generated content that lacks practical value, inefficient handling of complex Excel reports and data tasks, workplace writing and communication that easily offend others or feel insincere, purchasing books/courses but failing to apply what they've learned
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.9
- open_to_collaboration: false
- 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: A — 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_95488840905#3046b75f] AI智能体工作流｜合同管理 (https://www.douyin.com/user/MS4wLjABAAAAKGiGnVc6Pa6dpzw5iEgr0KCPxwXSULIeCYalOQV_i-I)
- [douyin_95488840905#402cd6cb] Agent全流程自动处理
- [douyin_95488840905#376b47e0] 让合同审核、归档、风控一键完成
- [douyin_95488840905#5f880aa7] #AI #Agent工作流 #合同管理 / @Excel 表姐凌祯创作的原声 / 这么有趣的合集，不能只有我一个人知道吧 / 智能体配置 / 工作流介绍 / OPD业务AI规划利器
- [douyin_95488840905#1adb8752] OPD=One Person Department
- [douyin_95488840905#187cc595] 一站式护航高价值AI应用落地
- [douyin_95488840905#222b2898] #AI #workbuddy #skills / OPD规划框架 / 创建SKILL / SKILL的调用 / Seedance2.0文生视频提示词 表姐这波武侠复刻绝了！收藏夹已爆?@表姐凌祯 #Seedance2.0复刻武侠名场面，附带详细提示词，欢迎收藏～ / 作品含 AI 生成内容 / 表姐这波武侠复刻绝了！收藏夹已爆?@表姐凌祯 #Seedance2.0复刻武侠名场面，附带详细提示词，欢迎收藏～

## 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=68, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=68, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=68, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=68, 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=68, 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=0.5, freshness_days=68, 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=94, 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=94, method=platform_profile

## Freshness
- profile_checked_days_ago: 94
- content_analysed_days_ago: 68
- audience_updated_days_ago: 68

## 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_95488840905
- Request removal: https://koinonlink.com/claim?k=douyin_95488840905
- Terms: https://koinonlink.com/for-ai