# 阳和平说事儿 (@2071897743826384) on douyin

- id: koinon:creator:douyin_2071897743826384
- url: https://koinonlink.com/kol/douyin/2071897743826384
- schema_version: 1.4

## Identity
- platform: douyin
- handle: 2071897743826384
- platform_url: https://www.douyin.com/user/MS4wLjABAAAAQRNQx7KfzmjfhOFn8HO5Pgnvj2Ww6DbFDM6CwGtboMPkLVtScEU2RLVW-OQYdiHp
- country: China
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 3570456
- posts_observed: 3
- verified: false
- size_tier: kol

## Engagement
- status: average_measured
- engagement_rate: 0.045
- engagement_rate_basis: average_of_observed_posts
- avg_interactions_per_post: 160671
- 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: finance
- subcategory: investing
- category_confidence: 0.85
- category_source: derived_from_recent_content
- topics: 主流经济学批判, 资本主义内在矛盾, 货币金融与美元霸权, 计划经济管理协调, 主要矛盾判断与历史分析, 斯大林与革命历史评价
- bio: 北京生西安长的美国人，中美各半生的对照和亦工亦学的经历使得我对前30年的历史和经济学特别感兴趣。

## Audience (inferred)
- status: present
- description: Marxist political economy enthusiasts, mainly students, young intellectuals, and self-learners interested in capitalist critique and planned economies
- roles: none
- seniority: learner
- pain_points: Systematic confusion caused by mainstream economic theories, Inability to explain the root causes of capitalism's inherent contradictions and crises, Historical figures and events being unfairly demonized or idealized, Skepticism about the feasibility of coordination and management in planned economies
- posts_analysed: 70
- confidence: 0.9

## Commercial (inferred)
- audience_buyer_fit: 0.1
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 70
- authenticity_basis: engagement_observed
- 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.

## Evidence
- [douyin_2071897743826384#c3ec05b3] 利润与剩余价值的异同—主流经济学批判，徐禾《概论》第7章第1 (https://www.douyin.com/user/MS4wLjABAAAAQRNQx7KfzmjfhOFn8HO5Pgnvj2Ww6DbFDM6CwGtboMPkLVtScEU2RLVW-OQYdiHp)
- [douyin_2071897743826384#92284e1a] @阳和平说事儿创作的原声
- [douyin_2071897743826384#f6ace5b6] 这么有趣的合集，不能只有我一个人知道吧
- [douyin_2071897743826384#8ab77bd5] 资本的循环
- [douyin_2071897743826384#8d306200] 利润与剩余价值
- [douyin_2071897743826384#de42c338] 主流经济学的批判
- [douyin_2071897743826384#ddb0c37e] 资本主义的竞争现象
- [douyin_2071897743826384#b1f32c4c] 通货膨胀是金主内斗的无奈后果——主流（曼昆）经济学批判第30

## 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=77, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=77, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=77, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=77, 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=77, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=91, 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=77, 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=91, 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=91, method=platform_profile

## Freshness
- profile_checked_days_ago: 91
- content_analysed_days_ago: 77
- audience_updated_days_ago: 77

## AI retrieval
- indexing_requests: 10
- 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_2071897743826384
- Request removal: https://koinonlink.com/claim?k=douyin_2071897743826384
- Terms: https://koinonlink.com/for-ai