# 투자/주식의 생활화 퇴직 오과장 (@datastaion) on x

- id: koinon:creator:x_datastaion
- url: https://koinonlink.com/kol/x/datastaion
- schema_version: 1.4

## Identity
- platform: x
- handle: datastaion
- platform_url: https://twitter.com/datastaion
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 13121
- following: 968
- posts_total: 200742
- posts_observed: 2
- posts_per_day: 45.968
- account_age_days: 4367
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00046
- best_post_interactions: 6
- measurement_source: x_post_interactions
- measurement_formula: interactions on one post — likes, or likes + reposts + replies depending on the discovery path (the two are not distinguishable in the stored data)
- 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: software
- subcategory: ai_tools
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: AI model advancements and their market implications, Tech sector investing (semiconductors, batteries), High-impact stock trading strategies (big swings), Long-term investing in emerging tech trends, AI-driven automation in enterprise
- bio: 세상변화 관심// 프리노트/23년초 2차전지/ 24년초 반도체/ 25년 불국장 집중/ 중장투+빅스윙/ 주식비중 70%/ 코인 10%/ 오타쏘리/ 쩨리와 코코
/ 사견입니다 // 빅스윙 유튜브채널~

## Audience (inferred)
- status: present
- description: Investors and stock traders interested in AI-driven market trends, particularly those focused on long-term investing and high-impact stock swings in tech sectors like semiconductors and batteries
- roles: ads
- seniority: practitioner
- pain_points: Struggling to identify high-potential tech stocks early before major market moves, Finding it hard to keep up with rapid changes in AI model releases and their impact on tech sector valuations, Overwhelmed by the noise of AI hype and unable to filter which developments truly matter for investment decisions
- posts_analysed: 10
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 60
- authenticity_basis: engagement_observed
- credibility_score: 75
- 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
- [x_datastaion#52875630] 엔쓰로픽 새모델 소넷5 (https://twitter.com/datastaion)
- [x_datastaion#987bfc17] 오퍼스4.8대비 가성비굿
- [x_datastaion#dc27941c] ㅡㅡㅡㅡㅡ
- [x_datastaion#6e3a675a] >>Anthropic, 가성비 앞세운 Claude Sonnet 5 출시…
- [x_datastaion#c4bbe903] 기업 AI 자동화 시장 정조준
- [x_datastaion#35605138] Anthropic이 새로운 AI 모델 Claude Sonnet 5를 공개했음.
- [x_datastaion#0d3ab2a3] Sonnet 5는 지금까지 출시된 Sonnet 계열 가운데 가장 강력한 에이전트 수행 능력을 갖춘 모델로, 새로운 안전성 최적화도 적용.
- [x_datastaion#c521cd7d] 이번 모델은 Claude 플랫폼의 새로운 기본 모델로 지정,

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

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=79, 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=79, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=111, 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=79, method=Profile-shape heuristic from a single snapshot (follower count, following ratio, account age, posting volume, verification), reduced for engagement red flags where post engagement was collected. Where only a follower count is available the score saturates at 58. — 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=111, method=llm_partner_fit_classifier + fit_score >= 0.6 AND authenticity >= 60 => A; fit_score >= 0.4 AND authenticity >= 45 => 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=111, method=platform_profile

## Freshness
- profile_checked_days_ago: 111
- content_analysed_days_ago: 79
- audience_updated_days_ago: 20

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