# DAN KOE (@thedankoe) on x

- id: koinon:creator:x_thedankoe
- url: https://koinonlink.com/kol/x/thedankoe
- schema_version: 1.4

## Identity
- platform: x
- handle: thedankoe
- platform_url: https://twitter.com/thedankoe
- website: https://letters.thedankoe.com
- entity_type: creator
- person_id: koinon:person:tiktok_thedankoe

## Reach
- followers: 950733
- following: 964
- posts_total: 30301
- posts_observed: 1
- posts_per_day: 5.297
- account_age_days: 5720
- verified: true
- size_tier: kol

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00668
- best_post_interactions: 6355
- 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
- category_confidence: 0.9
- category_source: derived_from_discovery_path
- topics: personal growth, environmental change, self-discipline, metacognition, multifaceted identity, daily motivation
- bio: join the next content bootcamp: https://t.co/KHN63fQmtI

## Audience (inferred)
- status: present
- description: young professionals and self-improvement enthusiasts seeking personal transformation, especially those feeling stuck in routine or overwhelmed by distractions
- roles: general_ai
- seniority: learner
- pain_points: Feeling stuck in a repetitive daily cycle with no sense of progress, Struggling to focus due to digital and physical environment overload, Having multiple passions but being pressured to choose one path, Lacking motivation or excitement about the day-to-day
- posts_analysed: 5
- confidence: 0.4

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

## Quality signals
- authenticity_score: 100
- authenticity_basis: engagement_observed
- credibility_score: 100
- 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_thedankoe#ed60f214] Skills that have nothing to do with money but are worth dedicating an immense amount of practice to: - Charisma - Metacognition - Critical thinking - Sitting with discomfort - Articulating what you believe and why - Changing your beliefs when presented with new information Almost (https://twitter.com/thedankoe/status/2069186019560394833)
- [x_thedankoe#2ad4db71] If you don't wake up excited and go to bed tired, drop everything and think of what your future will look like if you keep repeating the same day for the rest of your life. Sit with that discomfort until a new direction appears.
- [x_thedankoe#30df290d] https://t.co/9DllJuH2ie
- [x_thedankoe#7ee177d9] The fastest way to change your life is to rip yourself out of your (physical and digital) environment. Change everything overnight. The places you go, the accounts you follow, the info you consume, etc. It's difficult but it absolutely works.
- [x_thedankoe#f8c37e1e] If you have multiple interests, people will try to convince you tha

## 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=111, 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=111, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=115, 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=111, 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=115, 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=115, method=platform_profile

## Freshness
- profile_checked_days_ago: 115
- content_analysed_days_ago: 111
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 13
- 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_thedankoe
- Request removal: https://koinonlink.com/claim?k=x_thedankoe
- Terms: https://koinonlink.com/for-ai