# Raymond Chin (@RaymondChins) on youtube

- id: koinon:creator:youtube_raymondchins
- url: https://koinonlink.com/kol/youtube/RaymondChins
- schema_version: 1.3

## Identity
- platform: youtube
- handle: RaymondChins
- platform_url: https://www.youtube.com/@RaymondChins
- country: Indonesia
- entity_type: creator
- person_id: koinon:person:youtube_raymondchins

## Reach
- followers: 3480000
- posts_observed: 4
- verified: false
- size_tier: kol

## 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: software
- subcategory: ai_tools
- category_confidence: 0.85
- category_source: derived_from_recent_content
- topics: AI impact on jobs and daily work, Indonesian economy, PHK, and business news, Wealth mindset and personal finance habits, Gen Z career and life challenges, Tech developments like Starlink, BYD, and Elon Musk plans
- bio: Instagram: @raymondchins.

## Audience (inferred)
- status: present
- description: Indonesian employees, Gen Z, and young professionals concerned about AI-driven job loss, layoffs, and personal wealth mindset
- roles: none, general_ai
- seniority: practitioner
- pain_points: Fear of sudden layoffs or being replaced by AI at work, Uncertainty about career stability and future job prospects in Indonesia, Struggle with poverty mentality and inability to build wealth, Confusion over economic news like company PHK, crypto, and tech disruption
- posts_analysed: 48
- confidence: 0.75

## 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: 58
- authenticity_basis: profile_shape_only
- credibility_score: 58
- 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_raymondchins#62b4ef27] Kebakaran ini timing nya sangat "Perfect" (https://www.youtube.com/@RaymondChins)
- [youtube_raymondchins#99c28512] GIMANA ORANG BISA SANGAT BERUBAH TIBA2?
- [youtube_raymondchins#82ed73e3] BELI WAKTU SECEPAT MUNGKIN!
- [youtube_raymondchins#d30fb656] Kepercayaan Mandiri Runtuh?!
- [youtube_raymondchins#271f4741] KFC BANKRUT KARENA EGOIS?!
- [youtube_raymondchins#9f0f239b] KUASA APARAT MELUAS?!
- [youtube_raymondchins#955ea2e3] SAMPE BATAS MANA PENGHINAAN ITU?
- [youtube_raymondchins#2849db16] BAYANGIN YANG GAJI NYA DIBAWAH UMR GIMANA?

## 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=32, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=32, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=32, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=0, 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=0, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=1, 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=0, 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=1, 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=1, method=platform_profile

## Freshness
- profile_checked_days_ago: 1
- content_analysed_days_ago: 0
- audience_updated_days_ago: 32

## AI retrieval
- indexing_requests: 1
- 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_raymondchins
- Request removal: https://koinonlink.com/claim?k=youtube_raymondchins
- Terms: https://koinonlink.com/for-ai