# Learnings At Scale (@LearningsAtScale) on youtube

- id: koinon:creator:youtube_learningsatscale
- url: https://koinonlink.com/kol/youtube/LearningsAtScale
- schema_version: 1.4

## Identity
- platform: youtube
- handle: LearningsAtScale
- platform_url: https://www.youtube.com/@LearningsAtScale
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 1520
- posts_observed: 1
- verified: false
- size_tier: nano

## 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: finance
- subcategory: investing
- category_confidence: 0.87
- category_source: derived_from_recent_content
- topics: Venture Capital mechanics and decisions, SaaS marketing and growth hacking, Startup failure reasons and prevention, Founder and CEO advice on scaling, AI's role in business and search
- bio: From vision to execution. Learn from the CEOs, founders & individuals building rocketship companies, innovative nonprofits, and ...

## Audience (inferred)
- status: present
- description: Startup founders and SaaS entrepreneurs focused on funding, growth, and scaling decisions
- roles: sales
- seniority: decision_maker
- pain_points: Struggling to choose the right VC or understand term sheets, Figuring out effective SaaS marketing and growth tactics in 2024, Avoiding common reasons startups fail or products flop, Navigating AI's impact on SEO and search visibility
- posts_analysed: 30
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.7
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 33
- authenticity_basis: profile_shape_only
- credibility_score: 33
- 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
- [youtube_learningsatscale#7a3f23c4] Can ONE Person Really Build a Billion Dollar Company? (https://www.youtube.com/@LearningsAtScale)
- [youtube_learningsatscale#9e87065b] RevOps Team Alignment
- [youtube_learningsatscale#8c354284] Influencers Are Your Growth Secret #shorts
- [youtube_learningsatscale#2cbf2072] How Top Founders Tackle Big Tasks
- [youtube_learningsatscale#bdbb4c98] Why Choosing Venture Capital is Like Choosing Fuel For a Rocket
- [youtube_learningsatscale#a4db50c8] How Top Founders Choose the Right VC
- [youtube_learningsatscale#b22c5066] The Unexpected Trait Great Entrepreneurs Share
- [youtube_learningsatscale#ee667cbc] How Venture Capital works

## 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=79, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=79, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=79, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=85, 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=85, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=85, 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=85, 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=85, 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=85, method=platform_profile

## Freshness
- profile_checked_days_ago: 85
- content_analysed_days_ago: 85
- audience_updated_days_ago: 79

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