# Smartkarma (@smartkarma) on x

- id: koinon:creator:x_smartkarma
- url: https://koinonlink.com/kol/x/smartkarma
- schema_version: 1.4

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

## Reach
- followers: 8368
- following: 2251
- posts_total: 70619
- posts_observed: 9
- posts_per_day: 12.207
- account_age_days: 5785
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00024
- best_post_interactions: 2
- 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: finance
- subcategory: investing
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: 财报预警与业绩数据, 外资流入与市场资金流向, 事件驱动投资机会, 地缘政治与油价冲击, 监管与政治新闻对股市影响

## Audience (inferred)
- status: present
- description: Active stock investors and traders who follow global market dynamics, earnings reports, and sudden financial events
- roles: none
- seniority: practitioner
- pain_points: Missing key earnings reports and market movements, leading to delayed decisions, Lack of timely updates on sudden geopolitical or regulatory news, Difficulty tracking foreign capital flows and event-driven opportunities
- posts_analysed: 6
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.2
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 57
- authenticity_basis: engagement_observed
- credibility_score: 72
- 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
- [x_smartkarma#9f0ac346] 📈 Earnings Alert $ALV.GR - Allianz 2Q OP Beats Estimates: ∙ Operating profit EU4.87b, est EU4.58b ∙ Property & casualty OP EU2.46b, est EU2.45b ∙ Life & Health OP EU1.54b, est EU1.44b https://t.co/oBSOkzvTXR https://t.co/TsqFbB7Lfr (https://twitter.com/smartkarma/status/1890297649921946075)
- [x_smartkarma#0d5e04bd] Foreign Investors Net Buy Value for Kospi #chartoftheday (via @Barchart) "Foreign Institutional Investors bought an all-time high 7.2 Trillion Won ($5 Billion) worth of Korean Stocks on Friday...". https://t.co/CGt7uDWcxD
- [x_smartkarma#88432f09] 🧵Smartkarma #eventdriven #threadoftheday Maxnerva Tech (1037 HK): Foxconn's MGO — David Blennerhassett -- $1037.HK 1/ https://t.co/z4SFSo6thV
- [x_smartkarma#9bb3b473] 🚨BREAKING: IRAN STRIKES HORMUZ, OIL SURGES WTI Oil rises 1.2% at open. https://t.co/9cRojuwOkH
- [x_smartkarma#28a5162f] 🚨BREAKING: TRUMP EYES VACCINE ORDER Pharmaceutical stocks brace for potential regulatory upheaval. $GSK.LN https://t.co/vBeTpRkuDJ
- [x_smartkarma#fd70c314] 🚨BREAKING: JANE STREET TACKLES DEBT REFINANCING The f

## 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=77, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=77, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, 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=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=77, 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=108, 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=108, method=platform_profile

## Freshness
- profile_checked_days_ago: 108
- 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=x_smartkarma
- Request removal: https://koinonlink.com/claim?k=x_smartkarma
- Terms: https://koinonlink.com/for-ai