# Callum Carver (@callumcarver) on youtube

- id: koinon:creator:youtube_callumcarver
- url: https://koinonlink.com/kol/youtube/callumcarver
- schema_version: 1.4

## Identity
- platform: youtube
- handle: callumcarver
- platform_url: https://www.youtube.com/@callumcarver
- entity_type: creator
- person_id: koinon:person:youtube_callumcarver

## Reach
- followers: 29300
- posts_observed: 1
- verified: false
- size_tier: koc

## Engagement
- status: not_collected
- status_note: Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.
- 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: entertainment
- subcategory: mindset
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Self-improvement and mindset shifts, Online business and skill monetization, Productivity routines and daily habits, Challenges for rapid personal transformation, Book recommendations and learning resources, Leverage and breaking out of traditional work
- bio: The guy who helps you monetise your skills.

## Audience (inferred)
- status: present
- description: Young adults and aspiring entrepreneurs in their late teens to mid-20s looking to escape traditional jobs and monetize skills through online businesses
- roles: none
- seniority: learner
- pain_points: Stuck in low-income or dead-end jobs with no clear path to higher earnings, Feeling trapped in the 'matrix' of 9-5 life with low leverage, Slow or no visible progress despite effort in self-improvement, Uncertainty on which skills or actions will actually generate income
- posts_analysed: 47
- confidence: 0.75

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

## Quality signals
- authenticity_score: 50
- authenticity_basis: profile_shape_only
- credibility_score: 50
- flagged_for_review: false
- koinon_bd_grade: B — 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
- [youtube_callumcarver#c0f36a69] How to make 5 years progress in 1 year (https://www.youtube.com/@callumcarver)
- [youtube_callumcarver#2b5cb2be] What I would do if I were 17 again..
- [youtube_callumcarver#25cdb63b] You’re already naked…
- [youtube_callumcarver#47fd25d9] $0-10k in 37 days??
- [youtube_callumcarver#3d59976b] You need to take action…
- [youtube_callumcarver#0a544527] How I achieved this at 20…
- [youtube_callumcarver#2a5065b6] £200 a month to £200k a year…
- [youtube_callumcarver#6614dd88] All you need is 3 daily wins…

## 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=68, 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=0.25, freshness_days=68, 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=68, 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=68, method=platform_profile

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

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