# The AI Business Pivot (@SellingOnlineDuncan) on youtube

- id: koinon:creator:youtube_sellingonlineduncan
- url: https://koinonlink.com/kol/youtube/SellingOnlineDuncan
- schema_version: 1.4

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

## Reach
- followers: 2290
- 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: ecommerce
- subcategory: marketplace
- category_confidence: 0.9
- category_source: derived_from_discovery_path
- topics: Amazon FBA for Canadians, Product research and sourcing, Seller account registration and compliance, Profit tracking and tools, Coaching and student success stories
- bio: After years in Amazon FBA and ecommerce, I started noticing something: Margins shrinking. Competition exploding. And most ...

## Audience (inferred)
- status: present
- description: Canadian entrepreneurs and small business owners running or starting Amazon FBA businesses, often selling into the US market
- roles: ecom_ops
- seniority: practitioner
- pain_points: Shrinking margins from rising competition and new tariffs/restrictions, Complex Amazon seller account setup and compliance issues as a Canadian, Finding profitable products and avoiding costly beginner mistakes, Tracking profits, expenses, and scaling without clear systems
- posts_analysed: 40
- confidence: 0.75

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

## Quality signals
- authenticity_score: 36
- authenticity_basis: profile_shape_only
- credibility_score: 36
- 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_sellingonlineduncan#efc247d5] Looking to pivot or sell your business? (https://www.youtube.com/@SellingOnlineDuncan)
- [youtube_sellingonlineduncan#6fa81573] Capture attention quickly
- [youtube_sellingonlineduncan#055c404b] Amazon FBA is Dead.☠️ Tariffs and Restrictions. Is there a better way? #amazonfba #makemoneyonline
- [youtube_sellingonlineduncan#a03afee0] Like & Subscribe to learn from top leaders on how to make money online in 2025 and beyond
- [youtube_sellingonlineduncan#b7265fd8] Changes Coming….
- [youtube_sellingonlineduncan#760a2161] Big Changes Coming: Multiple Income Streams
- [youtube_sellingonlineduncan#5b298af9] Don’t do this as a new Canadian entrepreneur #amazonfbacanada #amazonseller
- [youtube_sellingonlineduncan#900282d2] Trump Tariffs and a shakeup of the Canadian Economy #amazonfbacanada

## 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=79, 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=79, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=83, 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=79, 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=83, 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=83, method=platform_profile

## Freshness
- profile_checked_days_ago: 83
- content_analysed_days_ago: 79
- audience_updated_days_ago: 79

## AI retrieval
- indexing_requests: 8
- 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_sellingonlineduncan
- Request removal: https://koinonlink.com/claim?k=youtube_sellingonlineduncan
- Terms: https://koinonlink.com/for-ai